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1.
PLoS One ; 17(2): e0264467, 2022.
Article in English | MEDLINE | ID: mdl-35213656

ABSTRACT

Manual proteomic sample preparation methods limit sample throughput and often lead to poor data quality when thousands of samples must be analyzed. Automated liquid handler systems are increasingly used to overcome these issues for many of the sample preparation steps. Here, we detail a step-by-step protocol to prepare samples for bottom-up proteomic analysis for Gram-negative bacterial and fungal cells. The full modular protocol consists of three optimized protocols to: (A) lyse Gram-negative bacteria and fungal cells; (B) quantify the amount of protein extracted; and (C) normalize the amount of protein and set up tryptic digestion. These protocols have been developed to facilitate rapid, low variance sample preparation of hundreds of samples, be easily implemented on widely-available Beckman-Coulter Biomek automated liquid handlers, and allow flexibility for future protocol development. By using this workflow 50 micrograms of protein from 96 samples can be prepared for tryptic digestion in under an hour. We validate these protocols by analyzing 47 Pseudomonas putida and Rhodosporidium toruloides samples and show that this modular workflow provides robust, reproducible proteomic samples for high-throughput applications. The expected results from these protocols are 94 peptide samples from Gram-negative bacterial and fungal cells prepared for bottom-up quantitative proteomic analysis without the need for desalting column cleanup and with protein relative quantity variance (CV%) below 15%.


Subject(s)
Proteome/analysis , Proteomics/methods , Automation , Chromatography, High Pressure Liquid , Mass Spectrometry , Pseudomonas putida/metabolism , Reproducibility of Results , Rhodotorula/metabolism , Specimen Handling
2.
J Proteome Res ; 18(10): 3752-3761, 2019 10 04.
Article in English | MEDLINE | ID: mdl-31436101

ABSTRACT

Mass spectrometry-based quantitative proteomic analysis has proven valuable for clinical and biotechnology-related research and development. Improvements in sensitivity, resolution, and robustness of mass analyzers have also added value. However, manual sample preparation protocols are often a bottleneck for sample throughput and can lead to poor reproducibility, especially for applications where thousands of samples per month must be analyzed. To alleviate these issues, we developed a "cells-to-peptides" automated workflow for Gram-negative bacteria and fungi that includes cell lysis, protein precipitation, resuspension, quantification, normalization, and tryptic digestion. The workflow takes 2 h to process 96 samples from cell pellets to the initiation of the tryptic digestion step and can process 384 samples in parallel. We measured the efficiency of protein extraction from various amounts of cell biomass and optimized the process for standard liquid chromatography-mass spectrometry systems. The automated workflow was tested by preparing 96 Escherichia coli samples and quantifying over 600 peptides that resulted in a median coefficient of variation of 15.8%. Similar technical variance was observed for three other organisms as measured by highly multiplexed LC-MRM-MS acquisition methods. These results show that this automated sample preparation workflow provides robust, reproducible proteomic samples for high-throughput applications.


Subject(s)
Cells/chemistry , Microbiological Techniques/methods , Peptides/isolation & purification , Proteomics/methods , Specimen Handling/methods , Workflow , Automation , Bacterial Proteins/analysis , Bacterial Proteins/isolation & purification , Escherichia coli/chemistry , Fungal Proteins/analysis , Fungal Proteins/isolation & purification , Fungi/chemistry , Gram-Negative Bacteria/chemistry , Humans , Peptides/analysis , Specimen Handling/standards
3.
Proteins ; 86 Suppl 1: 202-214, 2018 03.
Article in English | MEDLINE | ID: mdl-29314274

ABSTRACT

Experimental data offers empowering constraints for structure prediction. These constraints can be used to filter equivalently scored models or more powerfully within optimization functions toward prediction. In CASP12, Small Angle X-ray Scattering (SAXS) and Cross-Linking Mass Spectrometry (CLMS) data, measured on an exemplary set of novel fold targets, were provided to the CASP community of protein structure predictors. As solution-based techniques, SAXS and CLMS can efficiently measure states of the full-length sequence in its native solution conformation and assembly. However, this experimental data did not substantially improve prediction accuracy judged by fits to crystallographic models. One issue, beyond intrinsic limitations of the algorithms, was a disconnect between crystal structures and solution-based measurements. Our analyses show that many targets had substantial percentages of disordered regions (up to 40%) or were multimeric or both. Thus, solution measurements of flexibility and assembly support variations that may confound prediction algorithms trained on crystallographic data and expecting globular fully-folded monomeric proteins. Here, we consider the CLMS and SAXS data collected, the information in these solution measurements, and the challenges in incorporating them into computational prediction. As improvement opportunities were only partly realized in CASP12, we provide guidance on how data from the full-length biological unit and the solution state can better aid prediction of the folded monomer or subunit. We furthermore describe strategic integrations of solution measurements with computational prediction programs with the aim of substantially improving foundational knowledge and the accuracy of computational algorithms for biologically-relevant structure predictions for proteins in solution.


Subject(s)
Computational Biology/methods , Cross-Linking Reagents/chemistry , Mass Spectrometry/methods , Models, Molecular , Protein Conformation , Proteins/chemistry , Scattering, Small Angle , Algorithms , Humans , Protein Folding , X-Ray Diffraction
4.
Phys Chem Chem Phys ; 20(2): 1021-1029, 2018 Jan 03.
Article in English | MEDLINE | ID: mdl-29235592

ABSTRACT

Tethering peptides and proteins to abiotic surfaces has the potential to create biomolecule-functionalized surfaces with useful properties. Commonly used methods of immobilization lack control over the orientation in which biological molecules are covalently or physically bound to the surface, leading to sub-optimal materials. Here we use an engineered beta-galactosidase that can be chemically immobilized on a surface with a well-defined orientation through unique surface-accessible cysteine residues. A combined study using sum frequency generation (SFG) vibrational spectroscopy and coarse grained molecular dynamics (MD) simulations was performed to determine the effects of enzyme immobilization site and abiotic surface chemistry on enzyme surface orientation, surface coverage, and catalytic activity. Two beta-galactosidase variants that were immobilized through cysteine introduced at positions 227 and 308 were studied. In both cases, when the abiotic surface was made more hydrophilic, the enzyme surface coverage decreased, but the activity increased. MD simulations indicated that this is due to the weakened interactions between the immobilized enzyme and the more hydrophilic surface. These studies provide improved understanding of how enzyme-surface interactions can be optimized to maximize the catalytic activity of surface tethered enzymes.


Subject(s)
Enzymes, Immobilized/chemistry , Molecular Dynamics Simulation , beta-Galactosidase/chemistry , Cysteine , Peptides/chemistry , Spectrum Analysis , Surface Properties , Vibration
5.
Langmuir ; 31(22): 6145-53, 2015 Jun 09.
Article in English | MEDLINE | ID: mdl-25973638

ABSTRACT

Surface-immobilized enzymes are important for a wide range of technological applications, including industrial catalysis, drug delivery, medical diagnosis, and biosensors; however, our understanding of how enzymes and proteins interact with abiological surfaces on the molecular level remains extremely limited. We have compared the structure, activity, and thermal stability of two variants of a ß-galactosidase attached to a chemically well-defined maleimide-terminated self-assembled monolayer surface through a unique cysteinyl residue. In one case the enzyme is attached through an α helix and in the other case through an adjacent loop. Both enzymes exhibit similar specific activities and adopt similar orientations with respect to the surface normal, as determined by sum-frequency generation and attenuated total reflectance FT-IR spectroscopies. Surprisingly, however, the loop-tethered enzyme exhibits a thermal stability 10 °C lower than the helix-tethered enzyme and 13 °C lower than the enzyme in free solution. Using coarse-grain models, molecular dynamics simulations of the thermal unfolding of the surface-tethered enzymes were able to reproduce these differences in stability. Thus, revealing that tethering through the more flexible loop position provides more opportunity for surface residues on the protein to interact with the surface and undergo surface-induced unfolding. These observations point to the importance of the location of the attachment point in determining the performance of surface-supported biocatalysts and suggest strategies for optimizing their activity and thermal stability through molecular simulations.


Subject(s)
Enzymes, Immobilized/metabolism , beta-Galactosidase/metabolism , Enzyme Stability , Enzymes, Immobilized/chemistry , Models, Molecular , Molecular Dynamics Simulation , Protein Conformation , Surface Properties , Thermodynamics , beta-Galactosidase/chemistry
6.
Langmuir ; 30(20): 5930-8, 2014 May 27.
Article in English | MEDLINE | ID: mdl-24807676

ABSTRACT

We demonstrate the control of enzyme orientation for enzymes chemically immobilized on surfaces. Nitro-reductase (NfsB) has the ability to reduce a broad range of nitro-containing compounds and has potential applications in a broad range of areas including the detection and decomposition of explosives. The enzyme was tethered through unique surface cysteine residues to a self-assembled monolayer (SAM) terminated with maleimide groups. One cysteine was introduced close to the active site (V424C), and the other, at a remote site (H360C). The surface-tethered NfsB variants were interrogated by a combination of surface-sensitive sum frequency generation (SFG) vibrational spectroscopy and attenuated total reflection-Fourier transform infrared spectroscopy (ATR-FTIR) to determine how the mode of attachment altered the enzyme's orientation. The activities of the two immobilized NfsB variants were measured and can be well correlated to the deduced orientations. The relationships among enzyme engineering, surface immobilization, enzyme orientation, and enzyme activity were revealed.


Subject(s)
Amino Acid Substitution , Enzymes, Immobilized/chemistry , Escherichia coli Proteins/chemistry , Escherichia coli/enzymology , Nitroreductases/chemistry , Catalytic Domain , Enzymes, Immobilized/genetics , Escherichia coli/genetics , Escherichia coli Proteins/genetics , Mutation, Missense , Nitroreductases/genetics
7.
J Am Chem Soc ; 135(34): 12660-9, 2013 Aug 28.
Article in English | MEDLINE | ID: mdl-23883344

ABSTRACT

The immobilization of enzymes on solid supports is widely used in many applications, including biosensors, antifouling coatings, food packaging materials, and biofuel cells. Enzymes tend to lose their activity when in contact with a support surface, a phenomenon that has been attributed to unfavorable orientation and (partial) unfolding. In this work, specific immobilization of 6-phospho-ß-galactosidase (ß-Gal) on a self-assembled monolayer (SAM) containing maleimide end groups and oligo(ethylene glycol) spacer segments was achieved through a unique cysteinyl residue. A systematic means to characterize the interfacial orientation of immobilized enzymes has been developed using a combination of sum frequency generation vibrational spectroscopy and attenuated total reflectance FTIR-spectroscopy. The possible orientations of the immobilized ß-Gal were determined and found to be well-correlated with the tested activity of ß-Gal. This study will impact the development of an increasingly wide range of devices that use surface-immobilized enzymes as integral components with improved functions, better sensitivity, enhanced stability, and longer shelf life.


Subject(s)
Enzymes, Immobilized/chemistry , Ethylene Glycol/chemistry , Glycoside Hydrolases/chemistry , Maleimides/chemistry , Binding Sites , Cysteine/chemistry , Cysteine/metabolism , Enzymes, Immobilized/metabolism , Ethylene Glycol/metabolism , Glycoside Hydrolases/genetics , Glycoside Hydrolases/metabolism , Lactococcus lactis/enzymology , Maleimides/metabolism , Models, Molecular , Surface Properties
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