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Global Analysis of Protein Folding Thermodynamics for Disease State Characterization and Biomarker DiscoveryAdhikari, Jagat January 2015 (has links)
<p>Protein biomarkers can facilitate the diagnosis of many diseases such as cancer and they can be important for the development of effective therapeutic interventions. Current large-scale biomarker discovery and disease state characterization studies have largely focused on the global analysis of gene and protein expression levels, which are not directly tied to function. Moreover, functionally significant proteins with similar expression levels go undetected in the current paradigm of using gene and protein expression level analyses for protein biomarker discovery. Protein-ligand interactions play an important role in biological processes. A number of diseases such as cancer are reported to have altered protein interaction networks. Current understanding of biophysical properties and consequences of altered protein interaction network in disease state is limited due to the lack of reproducible and high-throughput methods to make such measurements. Thermodynamic stability measurements can report on a wide range of biologically significant phenomena (e.g., point mutations, post-translational modifications, and new or altered binding interactions with cellular ligands) associated with proteins in different disease states. Investigated here is the use of thermodynamic stability measurements to probe the altered interaction networks and functions of proteins in disease states. This thesis outlines the development and application of mass spectrometry based methods for making proteome-wide thermodynamic measurements of protein stability in multifactorial complex diseases such as cancer. Initial work involved the development of SILAC-SPROX and SILAC-PP approaches for thermodynamic stability measurements in proof-of-concept studies with two test ligands, CsA and a non-hydrolyzable adenosine triphosphate (ATP) analogue, adenylyl imidodiphosphate (AMP-PNP). In these proof-of-principle studies, known direct binding target of CsA, cyclophilin A, was successfully identified and quantified. Similarly a number of known and previously unknown ATP binding proteins were also detected and quantified using these SILAC-based energetics approaches. </p><p>Subsequent studies in this thesis involved thermodynamic stability measurements of proteins in the breast cancer cell line models to differentiate disease states. Using the SILAC-SPROX, ~800 proteins were assayed for changes in their protein folding behavior in three different cell line models of breast cancer including the MCF-10A, MCF-7, and MDA-MB-231 cell lines. Approximately, 10-12% of the assayed proteins in the comparative analyses performed here exhibited differential stability in cell lysates prepared from the different cell lines. Thermodynamic profiling differences of 28 proteins identified with SILAC-SPROX strategy in MCF-10A versus MCF-7 cell line comparison were also confirmed with SILAC-PP technique. The thermodynamic analyses performed here enabled the non-tumorigenic MCF-10A breast cell line to be differentiated from the MCF-7 and MDA-MB-231 breast cancer cell lines. Differentiation of the less invasive MCF-7 breast cancer cell line from the more highly invasive MDA-MB-231 breast cancer cell line was also possible using thermodynamic stability measurements. The differentially stabilized protein hits in these studies encompassed those with a wide range of functions and protein expression levels, and they included a significant fraction (~45%) with similar expression levels in the cell line comparisons. These proteins created novel molecular signatures to differentiate the cancer cell lines studied here. Our results suggest that protein folding and stability measurements complement the current paradigm of expression level analyses for biomarker discovery and help elucidate the molecular basis of disease.</p> / Dissertation
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A Covalent Modification Technique for Protein-Ligand Binding Analysis Using Mass Spectrometry-Based Proteomics PlatformsWest, Graham Meldahl January 2009 (has links)
<p>Currently there is a dearth of analytical techniques for studying protein-ligand interactions on the proteomic scale. Existing techniques, which rely on various calorimetry or spectroscopy methods, are limited in their application to the proteomic scale due to their need for large amounts of pure protein. Recently, several mass spectrometry-based methods have been developed to study protein-ligand interactions. These mass spectrometry-based methods overcome some of the limitations of existing techniques by enabling the analysis of unpurified protein samples. However, the existing mass spectrometry-based methodologies for the analysis of protein-ligand binding interactions are not directly compatible with current mass spectrometry-based proteomics platforms. </p><p>Described here is the development and application of a new technique designed to detect and quantify protein-ligand binding interactions with mass spectrometry-based proteomic platforms. This technique, termed SPROX (Stability of Proteins from Rates of Oxidation), uses an irreversible covalent oxidation labeling reaction to monitor the global unfolding reactions of proteins to measure protein thermodynamic stability. Two variations of the SPROX technique are established here, including one variation that utilizes chemical denaturant to induce protein unfolding and a second variation that utilizes temperature to denature proteins. The SPROX methodology is tested on five proteins including ubiquitin, ribonuclease A, bovine carbonic anhydrase II, cyclophilin A, and calmodulin. Results obtained on these model systems are used to determine the method's ability to measure the thermodynamic parameters associated with each protein's folding/unfolding reaction. Results obtained on calmodulin and cyclophilin A are used to determine the method's ability to quantify the dissociation constants of protein-ligand complexes.</p><p>The primary motivation for the development of the SPROX protocols in this work was to create a protein-ligand binding assay that could be interfaced with conventional mass spectrometry-based platforms. Two specific SPROX protocols, including a label-free approach and an oxygen-16/18 labeling approach, are developed and demonstrated using the thermal SPROX technique to analyze ligand binding in a model four-protein component mixture consisting of ubiquitin, ribonuclease A, bovine carbonic anhydrase, and cyclophilin A. The thermal SPROX technique's ability to detect cyclosporin A binding to cyclophilin A in the context of the model mixture is shown using both labeling approaches. </p><p>An application using the SPROX technique combined with a multi-dimensional protein identification technology (MudPIT)-based proteomics platform is also described. In this application, which utilized an isobaric mass tagging strategy, 325 proteins in a yeast cell lysate are simultaneously assayed for CsA-binding. This study was also used to investigate the protein targets of an already well-studied immunosuppressive drug, cyclosporin A. Two of the ten protein targets identified in this work are known to interact with CsA, one through a direct binding event and one through an indirect binding event. The eight newly discovered protein targets of CsA suggest a molecular basis for post-transplant diabetes mellitus, which is a side effect of CsA in humans.</p> / Dissertation
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Application and Evaluation of a Chemical Modification- and Mass Spectrometry-Based Thermodynamic Assay for the Study of Protein-Ligand Interactions in Complex MixturesStrickland, Erin Catherine January 2013 (has links)
<p>While a number of different proteomic, genomic, and computational approaches exist for the characterization of drug action, each of the experimental approaches developed to date has both strengths and weaknesses. Currently, there is no one "perfect" assay for drug mode-of-action studies. A protocol that could assay all the proteins in the proteome for both direct and indirect binding interactions of drugs would greatly facilitate studies of drug action. Recently, the SPROX (stability of proteins from rates of oxidation) technique was developed as a chemical modification- and mass spectrometry-based strategy for detecting protein-ligand interactions by monitoring the change in thermodynamic stability of proteins upon ligand binding. This is accomplished by monitoring the denaturant dependent oxidation of globally protected methionine residues. The SPROX technique has been interfaced with bottom-up proteomics methods to allow for the proteome-wide analysis of protein-ligand interactions. However, the strategy has been limited by the need to detect and quantify methionine containing peptides in the bottom-up proteomics experiment. </p><p>The work in this dissertation is focused on evaluating the current SPROX protocol, developing modifications to improve proteome coverage, and applying the SPROX platform to two different drug mode-of-action studies. Three main strategies were employed to improve protein coverage. First, a chemo-selective isolation of un-oxidized methionine containing peptides was employed to enrich for methionine containing peptides, and it was found to produce a ~2-fold improvement in proteomic coverage. Second, a pre-fractionation strategy involving the use of isoelectric focusing was employed to decrease sample complexity prior to LC-MS/MS analysis and it was found to generate a ~2-3 fold improvement in proteomic coverage, however when combined with the methionine enrichment strategy the improvement was ~6-fold as the benefits of both were additive. Third, a tryptophan modification strategy was developed that could ultimately expand the number of useful peptides in proteome-wide SPROX experiments to include those that contain tryptophan. Also, investigated was the use of several different mass spectrometer systems (including a bench-top quadrupole and orbitrap system and two different quadrupole time-of-flight systems) in the SPROX protocol. The results of these studies indicate that there is a significant advantage in proteome coverage when faster mass spectrometers are used. The use of high energy collision dissociation (HCD) in the orbitrap system was also more advantageous than the use of collision induced dissociation (CID) in the Q-ToF systems. Regardless of the mass spectrometer used, the major source of error in the SPROX experiment was found to be the random error associated with the LC-MS/MS analysis of isobaric mass tagged peptides. This random error was found to yield a false discovery rate of between 3 and 10% for "hit" peptides in the SPROX experiment. </p><p>The above improvements in the SPROX protocol were used in two protein-ligand binding experiments. One set of experiments involved studies on two small molecules with a specific anti-cancer phenotype in human colon cancer cells. These studies identified 17 proteins as potential "hits" of these two small molecules. After preliminary validation of these proteins, approximately 50% were eliminated as false positives and one protein, p80/nucleophosim, showed consistent data indicating a destabilizing interaction with both small molecules. The destabilization is indicative of an indirect interaction with the small molecules that would be mediated through a protein-protein interaction network. In another set of experiments the breast cancer drug, tamoxifen, and its main, active metabolite, 4-hydroxy tamoxifen, were assayed for binding to the proteins in a yeast cell lysate to better understand its adverse effects on yeast cells. The results of these studies identified ~80 proteins as potential "hits" of these two drugs. After preliminary validation of these proteins, approximately 30% were eliminated as false positives and one protein, SIS1, type II Hsp40, showed consistent data indicative of a direct binding interaction.</p> / Dissertation
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