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1.
Curr Opin Struct Biol ; 71: 259-273, 2021 12.
Article in English | MEDLINE | ID: mdl-34592682

ABSTRACT

Accurate predictions from models based on physical principles are the ultimate metric of our biophysical understanding. Although there has been stunning progress toward structure prediction, quantitative prediction of enzyme function has remained challenging. Realizing this goal will require large numbers of quantitative measurements of rate and binding constants and the use of these ground-truth data sets to guide the development and testing of these quantitative models. Ground truth data more closely linked to the underlying physical forces are also desired. Here, we describe technological advances that enable both types of ground truth measurements. These advances allow classic models to be tested, provide novel mechanistic insights, and place us on the path toward a predictive understanding of enzyme structure and function.


Subject(s)
Genomics , Biophysical Phenomena , Biophysics
2.
Science ; 373(6553)2021 07 23.
Article in English | MEDLINE | ID: mdl-34437092

ABSTRACT

Systematic and extensive investigation of enzymes is needed to understand their extraordinary efficiency and meet current challenges in medicine and engineering. We present HT-MEK (High-Throughput Microfluidic Enzyme Kinetics), a microfluidic platform for high-throughput expression, purification, and characterization of more than 1500 enzyme variants per experiment. For 1036 mutants of the alkaline phosphatase PafA (phosphate-irrepressible alkaline phosphatase of Flavobacterium), we performed more than 670,000 reactions and determined more than 5000 kinetic and physical constants for multiple substrates and inhibitors. We uncovered extensive kinetic partitioning to a misfolded state and isolated catalytic effects, revealing spatially contiguous regions of residues linked to particular aspects of function. Regions included active-site proximal residues but extended to the enzyme surface, providing a map of underlying architecture not possible to derive from existing approaches. HT-MEK has applications that range from understanding molecular mechanisms to medicine, engineering, and design.


Subject(s)
Alkaline Phosphatase/genetics , Alkaline Phosphatase/metabolism , Alkaline Phosphatase/antagonists & inhibitors , Alkaline Phosphatase/chemistry , Biocatalysis , Catalytic Domain , Flavobacterium/enzymology , Hydrolysis , Kinetics , Microfluidics , Models, Molecular , Mutation , Oxygen/metabolism , Phosphates/metabolism , Protein Conformation , Protein Folding , Thermodynamics
3.
Adv Opt Mater ; 5(3)2017 Feb 02.
Article in English | MEDLINE | ID: mdl-28936383

ABSTRACT

Encoded microparticles have become a powerful tool for a wide array of applications, including high-throughput sample tracking and massively parallel biological multiplexing. Spectral encoding, where particles are encoded with distinct luminescence spectra, provides a particularly appealing encoding strategy because of the ease of reading codes and assay flexibility. To date, spectral encoding has been limited in the number of codes that can be accurately resolved. Here, we demonstrate an automated 5-dimensional spectral encoding scheme using lanthanide nanophosphors that is capable of producing isotropic spherical microparticles with up to 1,100 unique codes, which we term MRBLEs (Microspheres with Ratiometric Barcode Lanthanide Encoding). We further develop a quantitative framework for evaluating global ability to distinguish codes and demonstrate that for six different sets of MRBLEs ranging from 106 to 1,101 codes in size, > 98% of MRBLEs can be assigned to a code with 99.99% confidence. These > 1,000 code sets represent the largest spectral code libraries built to date. We expect that these MRBLEs will enable a wide variety of novel multiplexed assays.

4.
Lab Chip ; 15(4): 1213, 2015 Feb 21.
Article in English | MEDLINE | ID: mdl-25619960

ABSTRACT

Correction for 'Programmable microfluidic synthesis of spectrally encoded microspheres' by R. E. Gerver et al., Lab Chip, 2012, 12, 4716-4723.

5.
Lab Chip ; 12(22): 4716-23, 2012 Nov 21.
Article in English | MEDLINE | ID: mdl-23042484

ABSTRACT

Spectrally encoded fluorescent beads are an attractive platform for assay miniaturization and multiplexing in the biological sciences. Here, we synthesize hydrophilic PEG-acrylate polymer beads encoded with lanthanide nanophosphors using a fully automated microfluidic synthesis device. These beads are encoded by including varying amounts of two lanthanide nanophosphors relative to a third reference nanophosphor to generate 24 distinct ratios. These codes differ by less than 3% from their target values and can be distinguished from each other with an error rate of <0.1%. The encoded bead synthesis strategy we have used is readily extensible to larger numbers of codes, potentially up to millions, providing a new platform technology for assay multiplexing.


Subject(s)
Fluorescent Dyes/chemistry , Fluorescent Dyes/chemical synthesis , Microfluidic Analytical Techniques/instrumentation , Microspheres , Nanostructures/chemistry , Nanotechnology/instrumentation , Acrylic Resins/chemistry , Chemistry Techniques, Synthetic , Feasibility Studies , Hydrophobic and Hydrophilic Interactions , Lanthanoid Series Elements/chemistry , Polyethylene Glycols/chemistry
6.
Lab Chip ; 12(21): 4287-95, 2012 Nov 07.
Article in English | MEDLINE | ID: mdl-22930180

ABSTRACT

Multilayer soft lithography (MSL) provides a convenient and low-cost method for fabricating poly(dimethyl siloxane) (PDMS) microfluidic devices with on-chip valves for automated and precise control of fluid flow. MSL casting molds for flow channels typically incorporate small patches of rounded positive photoresist at valve locations to achieve the rounded cross-sectional profile required for these valves to function properly. Despite the importance of these rounded features for device performance, a comprehensive characterization of how the rounding process affects feature dimensions and closing pressures has been lacking. Here, we measure valve dimensions both before and after rounding and closing pressures for 120 different valve widths and lengths at post-rounding heights between 15 and 84 µm, for a total of 1200 different geometries spanning a wide range of useful sizes. We find that valve height and width after rounding depend strongly on valve aspect ratios, with these effects becoming more pronounced for taller and narrower features. Based on the measured data, we provide a simple fitted model and an online tool for estimating the pre-rounding dimensions needed to achieve desired post-rounding dimensions. We also find that valve closing pressures are well explained by modelling valve membranes in a manner analogous to a suspension bridge, shedding new light on device physics and providing a practical model for estimating closing pressures during device design.


Subject(s)
Microfluidic Analytical Techniques , Dimethylpolysiloxanes/chemistry , Photochemical Processes , Pressure
7.
Phys Rev Lett ; 86(3): 397-401, 2001 Jan 15.
Article in English | MEDLINE | ID: mdl-11177840

ABSTRACT

We report on a search for the decay KL-->pi(0)e+e- carried out by the KTeV/E799 experiment at Fermilab. This decay is expected to have a significant CP violating contribution and the measurement of its branching ratio could support the Cabibbo-Kobayashi-Maskawa mechanism for CP violation or could point to new physics. Two events were observed in the 1997 data with an expected background of 1.06+/-0.41 events, and we set an upper limit B(KL-->pi(0)e+e-)<5.1 x 10(-10) at the 90% confidence level.

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