210 Citations
We have developed a microplate reader that records a complete high-quality fluorescence emission spectrum on a well-by-well basis under true high-throughput screening HTS conditions The read time for an entire -well plate is less than min This instrument is particularly well suited for assays based on fluorescence resonance energy transfer FRET Intramolecular protein biosensors with genetically encoded green fluorescent protein GFP donor and red fluorescent protein RFP acceptor tags at positions sensitive to structural changes were stably expressed and studied in living HEK cells Accurate quantitation of FRET was achieved by decomposing each observed spectrum into a linear combination of ... More
We have developed a microplate reader that records a complete high-quality fluorescence emission spectrum on a well-by-well basis under true high-throughput screening (HTS) conditions. The read time for an entire 384-well plate is less than 3 min. This instrument is particularly well suited for assays based on fluorescence resonance energy transfer (FRET). Intramolecular protein biosensors with genetically encoded green fluorescent protein (GFP) donor and red fluorescent protein (RFP) acceptor tags at positions sensitive to structural changes were stably expressed and studied in living HEK cells. Accurate quantitation of FRET was achieved by decomposing each observed spectrum into a linear combination of four component (basis) spectra (GFP emission, RFP emission, water Raman, and cell autofluorescence). Excitation and detection are both conducted from the top, allowing for thermoelectric control of the sample temperature from below. This spectral unmixing plate reader (SUPR) delivers an unprecedented combination of speed, precision, and accuracy for studying ensemble-averaged FRET in living cells. It complements our previously reported fluorescence lifetime plate reader, which offers the feature of resolving multiple FRET populations within the ensemble. The combination of these two direct waveform-recording technologies greatly enhances the precision and information content for HTS in drug discovery. Less
Cancer cell metabolism is a complex dynamic network of regulated pathways Interrogation of this network would benefit from rapid sensitive techniques that are adaptable to high-throughput formats facilitating novel compound screening This requires assays that have minimal sample preparation and are adaptable to lower-volume -well formats and automation Here we describe bioluminescent glucose lactate glutamine and glutamate detection assays that are well suited for high-throughput analysis of two major metabolic pathways in cancer cells glycolysis and glutaminolysis The sensitivity pmol sample broad linear range M and wide dynamic range -fold are advantageous for measuring both extracellular and intracellular metabolites Importantly ... More
Cancer cell metabolism is a complex, dynamic network of regulated pathways. Interrogation of this network would benefit from rapid, sensitive techniques that are adaptable to high-throughput formats, facilitating novel compound screening. This requires assays that have minimal sample preparation and are adaptable to lower-volume 384-well formats and automation. Here we describe bioluminescent glucose, lactate, glutamine, and glutamate detection assays that are well suited for high-throughput analysis of two major metabolic pathways in cancer cells: glycolysis and glutaminolysis. The sensitivity (1–5 pmol/sample), broad linear range (0.1–100 µM), and wide dynamic range (>100-fold) are advantageous for measuring both extracellular and intracellular metabolites. Importantly, the assays incorporate rapid inactivation of endogenous enzymes, eliminating deproteinization steps required by other methods. Using ovarian cancer cell lines as a model system, the assays were used to monitor changes in glucose and glutamine consumption and lactate and glutamate secretion over time. Homogeneous formats of the lactate and glutamate assays were robust (Z′ = 0.6–0.9) and could be multiplexed with a real-time viability assay to generate internally controlled data. Screening a small-compound library with these assays resulted in the identification of both inhibitors and activators of lactate and glutamate production. Less
Methods and devices for cell-free sorting and cloning of nucleic acid libraries are provided herein
The farnesoid X receptor FXR is a nuclear receptor responsible for homeostasis of bile acids lipids and glucose Compounds that alter endogenous FXR signaling can be used as therapeutic candidates or identified as potentially hazardous compounds depending on exposure doses and health states Therefore there is an increasing need for high-throughput screening assays of FXR activity to profile large numbers of environmental chemicals and drugs This chapter describes a workflow of FXR modulator identification and characterization To identify compounds that modulate FXR transactivation at the cellular level we first screen compounds from the Tox K compound library in an FXR-driven ... More
The farnesoid X receptor (FXR) is a nuclear receptor responsible for homeostasis of bile acids, lipids, and glucose. Compounds that alter endogenous FXR signaling can be used as therapeutic candidates or identified as potentially hazardous compounds depending on exposure doses and health states. Therefore, there is an increasing need for high-throughput screening assays of FXR activity to profile large numbers of environmental chemicals and drugs. This chapter describes a workflow of FXR modulator identification and characterization. To identify compounds that modulate FXR transactivation at the cellular level, we first screen compounds from the Tox21 10 K compound library in an FXR-driven beta-lactamase reporter gene assay multiplexed with a cell viability assay in the same well of the 1536-well plates. The selected compounds are then tested biochemically for their ability to modulate FXR-coactivator binding interactions using a time-resolved fluorescence resonance energy transfer (TR-FRET) coactivator assay. The assay results from the workflow can be used to prioritize compounds for more extensive investigations. Less
This is a series of investigations into the molecular basis of the evolution of new protein functions The broad objective of this work was to determine exactly how a series of single amino acid mutations typical of an evolutionary trajectory can result in dramatic changes in catalytic activity specificity and protein solubility Various strategies were employed to achieve this aim including analysis of existing literature concerning the various models and theories relating to molecular evolution protein crystallography extensive enzyme kinetics and thermodynamic analysis theoretical analysis of catalytic mechanisms and computational simulation of protein dynamics Three model systems were investigated the ... More
This is a series of investigations into the molecular basis of the evolution of new protein functions. The broad objective of this work was to determine exactly how a series of single amino acid mutations, typical of an evolutionary trajectory, can result in dramatic changes in catalytic activity, specificity and protein solubility. Various strategies were employed to achieve this aim, including analysis of existing literature concerning the various models and theories relating to molecular evolution, protein crystallography, extensive enzyme kinetics and thermodynamic analysis, theoretical analysis of catalytic mechanisms and computational simulation of protein dynamics. Three model systems were investigated: the de novo designed Kemp Eliminase (KE07), the metallo-β-lactamases NDM1 and VIM2, and the N-acylhomoserine lactonase AiiA. Based on these studies, I was able to identify three clear phenomena that are important in molecular evolution: first, preorganization of the active sites residues is essential for efficient catalysis; second, remote mutations are capable of causing quite drastic rearrangements to the active site and substrate binding site by modulating the conformational landscape of a protein; third, intramolecular epistasis, the way that mutations interact with each other and the sequence background that they are introduced to, can constrain evolutionary trajectories and make the evolutionary potential of a protein contingent on its starting sequence. In Chapters 3-5 I focus on KE07, performing detailed kinetic analysis of hydrogenated and deuterated substrate, which revealed entropy-enthalpy compensation in the improvement in activity as well as an unusual change in the kinetic properties in the middle of the evolutionary trajectory. This is followed by comprehensive structural analysis, which reveals the enzyme has evolved to adopt a completely unexpected active site configuration via remote mutations. Finally, using computational simulations and solution fluorescence spectroscopy, I confirm that the in crystallo and kinetic observations are consistent with the behaviour of the protein in solution. Chapter 6 consists of a manuscript that describes the effects of conformational tinkering on the N-acyl-homoserine lactonase AiiA, specifically how remote mutations can have dramatic effects on activity by modulating the conformation of the active site. My contribution to this work included crystal structures and molecular dynamics simulations. Finally, Chapter 7 is a second manuscript that focuses on evolutionary contingency: by examining two related subfamilies of the metallo-β-lactamases, NDM1 and VIM2 we show that the evolvability of each is constrained by intramolecular epistasis and contingent on the starting sequence. To achieve the same final goal (greater whole cell activity), NDM1 evolved higher activity, while VIM2 evolved greater solubility. The crystals structures that I solved revealed the structural basis for the enhanced activity in NDM1 and that enhanced solubility in VIM2 is a result of an unprecedented (for an enzyme) structural rearrangement where the two halves of the α/β sandwich metallo- β-lactamase protein fold have separated and rearranged in an domain-swapped dimer. Less
The microtubule MT cytoskeleton plays important roles in many cellular processes In vivo MT nucleation is controlled by the -tubulin ring complex TuRC a -MDa complex composed of -tubulin small complex TuSC subunits The mechanisms underlying the assembly of TuRC are largely unknown In yeast the conserved protein Spc p both stimulates the assembly of the TuRC and anchors the TuRC to the spindle pole body Using a quantitative in vitro FRET assay we show that TuRC assembly is critically dependent on the oligomerization state of Spc p with higher-order oligomers dramatically enhancing the stability of assembled TuRCs Our in ... More
The microtubule (MT) cytoskeleton plays important roles in many cellular processes. In vivo, MT nucleation is controlled by the γ-tubulin ring complex (γTuRC), a 2.1-MDa complex composed of γ-tubulin small complex (γTuSC) subunits. The mechanisms underlying the assembly of γTuRC are largely unknown. In yeast, the conserved protein Spc110p both stimulates the assembly of the γTuRC and anchors the γTuRC to the spindle pole body. Using a quantitative in vitro FRET assay, we show that γTuRC assembly is critically dependent on the oligomerization state of Spc110p, with higher-order oligomers dramatically enhancing the stability of assembled γTuRCs. Our in vitro findings were confirmed with a novel in vivo γTuSC recruitment assay. We conclude that precise spatial control over MT nucleation is achieved by coupling localization and higher-order oligomerization of the receptor for γTuRC. Less
RNA binding proteins RBPs are involved in many cellular functions To facilitate functional characterization of RBPs we generated an RNA interference RNAi library for Drosophila cell-based screens comprising reagents targeting known or putative RBPs To test the quality of the library and provide a baseline analysis of the effects of the RNAi reagents on viability we screened the library using a total ATP assay and high-throughput imaging in Drosophila S R cultured cells The results are consistent with production of a high-quality library that will be useful for functional genomics studies using other assays Altogether we provide resources in the ... More
RNA binding proteins (RBPs) are involved in many cellular functions. To facilitate functional characterization of RBPs, we generated an RNA interference (RNAi) library for Drosophila cell-based screens comprising reagents targeting known or putative RBPs. To test the quality of the library and provide a baseline analysis of the effects of the RNAi reagents on viability, we screened the library using a total ATP assay and high-throughput imaging in Drosophila S2R+ cultured cells. The results are consistent with production of a high-quality library that will be useful for functional genomics studies using other assays. Altogether, we provide resources in the form of an initial curated list of Drosophila RBPs; an RNAi screening library we expect to be used with additional assays that address more specific biological questions; and total ATP and image data useful for comparison of those additional assay results with fundamental information such as effects of a given reagent in the library on cell viability. Importantly, we make the baseline data, including more than 200,000 images, easily accessible online. Less
Custom-made pencils containing reagents dispersed in a solid matrix were developed to enable rapid and solvent-free deposition of reagents onto membrane-based fluidic devices The technique is as simple as drawing with the reagent pencils on a device When aqueous samples are added to the device the reagents dissolve from the pencil matrix and become available to react with analytes in the sample Colorimetric glucose assays conducted on devices prepared using reagent pencils had comparable accuracy and precision to assays conducted on conventional devices prepared with reagents deposited from solution Most importantly sensitive reagents such as enzymes are stable in the ... More
Custom-made pencils containing reagents dispersed in a solid matrix were developed to enable rapid and solvent-free deposition of reagents onto membrane-based fluidic devices. The technique is as simple as drawing with the reagent pencils on a device. When aqueous samples are added to the device, the reagents dissolve from the pencil matrix and become available to react with analytes in the sample. Colorimetric glucose assays conducted on devices prepared using reagent pencils had comparable accuracy and precision to assays conducted on conventional devices prepared with reagents deposited from solution. Most importantly, sensitive reagents, such as enzymes, are stable in the pencils under ambient conditions, and no significant decrease in the activity of the enzyme horseradish peroxidase stored in a pencil was observed after 63 days. Reagent pencils offer a new option for preparing and customizing diagnostic tests at the point of care without the need for specialized equipment. Less
The farnesoid X receptor FXR regulates the homeostasis of bile acids lipids and glucose Because endogenous chemicals bind and activate FXR it is important to examine which xenobiotic compounds would disrupt normal receptor function We used a cell-based human FXR -lactamase Bla reporter gene assay to profile the Tox K compound collection of environmental chemicals and drugs Structure-activity relationships of FXR-active compounds revealed by this screening were then compared against the androgen receptor estrogen receptor peroxisome proliferator-activated receptors and and the vitamin D receptor We identified several FXR-active structural classes including anthracyclines benzimidazoles dihydropyridines pyrethroids retinoic acids and vinca alkaloids ... More
The farnesoid X receptor (FXR) regulates the homeostasis of bile acids, lipids and glucose. Because endogenous chemicals bind and activate FXR, it is important to examine which xenobiotic compounds would disrupt normal receptor function. We used a cell-based human FXR β-lactamase (Bla) reporter gene assay to profile the Tox21 10K compound collection of environmental chemicals and drugs. Structure-activity relationships of FXR-active compounds revealed by this screening were then compared against the androgen receptor, estrogen receptor α, peroxisome proliferator-activated receptors δ and γ and the vitamin D receptor. We identified several FXR-active structural classes including anthracyclines, benzimidazoles, dihydropyridines, pyrethroids, retinoic acids and vinca alkaloids. Microtubule inhibitors potently decreased FXR reporter gene activity. Pyrethroids specifically antagonized FXR transactivation. Anthracyclines affected reporter activity in all tested assays, suggesting non-specific activity. These results provide important information to prioritize chemicals for further investigation and suggest possible modes of action of compounds in FXR signaling. Less
We show here that an automated solution-based affinity selection mass spectrometry ASMS system can be built exclusively from commercially available parts The value of this technology lies in the throughput compounds day coupled with a low hit rate The system being a binding assay requires little development time yielding a fast timeline between target availability and hit identification In addition the use of exact mass simplifies the hit identification We demonstrate this system using carbonic anhydrase as the target and a library of proprietary compounds
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