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1.
Metabolites ; 14(5)2024 May 10.
Article in English | MEDLINE | ID: mdl-38786752

ABSTRACT

Metabolomics, especially urine-based studies, offers incredible promise for the discovery and development of clinically impactful biomarkers. However, due to the unique challenges of urine, a highly precise and reproducible workflow for NMR-based urine metabolomics is lacking. Using 1D and 2D non-uniform sampled (NUS) 1H-13C NMR spectroscopy, we systematically explored how changes in hydration or specific gravity (SG) and pH can impact biomarker discovery. Further, we examined additional sources of error in metabolomics studies and identified Navigator molecules that could monitor for those biases. Adjustment of SG to 1.002-1.02 coupled with a dynamic sum-based peak thresholding eliminates false positives associated with urine hydration and reduces variation in chemical shift. We identified Navigator molecules that can effectively monitor for inconsistencies in sample processing, SG, protein contamination, and pH. The workflow described provides quality assurance and quality control tools to generate high-quality urine metabolomics data, which is the first step in biomarker discovery.

2.
Metabolites ; 12(2)2022 Feb 05.
Article in English | MEDLINE | ID: mdl-35208223

ABSTRACT

Parkinson's disease (PD) is a progressive neurodegenerative disease, causing loss of motor and nonmotor function. Diagnosis is based on clinical symptoms that do not develop until late in the disease progression, at which point the majority of the patients' dopaminergic neurons are already destroyed. While many PD cases are idiopathic, hereditable genetic risks have been identified, including mutations in the gene for LRRK2, a multidomain kinase with roles in autophagy, mitochondrial function, transcription, molecular structural integrity, the endo-lysosomal system, and the immune response. A definitive PD diagnosis can only be made post-mortem, and no noninvasive or blood-based disease biomarkers are currently available. Alterations in metabolites have been identified in PD patients, suggesting that metabolomics may hold promise for PD diagnostic tools. In this study, we sought to identify metabolic markers of PD in plasma. Using a 1H-13C heteronuclear single quantum coherence spectroscopy (HSQC) NMR spectroscopy metabolomics platform coupled with machine learning (ML), we measured plasma metabolites from approximately age/sex-matched PD patients with G2019S LRRK2 mutations and non-PD controls. Based on the differential level of known and unknown metabolites, we were able to build a ML model and develop a Biomarker of Response (BoR) score, which classified male LRRK2 PD patients with 79.7% accuracy, 81.3% sensitivity, and 78.6% specificity. The high accuracy of the BoR score suggests that the metabolomics/ML workflow described here could be further utilized in the development of a confirmatory diagnostic for PD in larger patient cohorts. A diagnostic assay for PD will aid clinicians and their patients to quickly move toward a definitive diagnosis, and ultimately empower future clinical trials and treatment options.

3.
Molecules ; 26(17)2021 Aug 24.
Article in English | MEDLINE | ID: mdl-34500549

ABSTRACT

Gadolinium is a paramagnetic relaxation enhancement (PRE) agent that accelerates the relaxation of metabolite nuclei. In this study, we noted the ability of gadolinium to improve the sensitivity of two-dimensional, non-uniform sampled NMR spectral data collected from metabolomics samples. In time-equivalent experiments, the addition of gadolinium increased the mean signal intensity measurement and the signal-to-noise ratio for metabolite resonances in both standard and plasma samples. Gadolinium led to highly linear intensity measurements that correlated with metabolite concentrations. In the presence of gadolinium, we were able to detect a broad array of metabolites with a lower limit of detection and quantification in the low micromolar range. We also observed an increase in the repeatability of intensity measurements upon the addition of gadolinium. The results of this study suggest that the addition of a gadolinium-based PRE agent to metabolite samples can improve NMR-based metabolomics.


Subject(s)
Gadolinium/chemistry , Magnetic Resonance Imaging/methods , Metabolomics/methods , Image Enhancement/methods , Magnetic Resonance Spectroscopy/methods , Signal-To-Noise Ratio
4.
Prog Biophys Mol Biol ; 165: 8-18, 2021 10.
Article in English | MEDLINE | ID: mdl-34419530

ABSTRACT

Breast cancer is the most common cancer in women worldwide and despite improved treatment strategies, it persists as the second leading cause of death of women globally. Overall prognosis drops drastically once the cancer has metastasized, which is also associated with resistance to therapy. The evolution from a localized breast cancer to metastatic disease is complex and multifactorial. Metabolic reprogramming is a pre-requisite for this transition. In this graphical review, we provide an overview of altered metabolic pathways observed in metastatic breast cancer (mBC) and detail how metabolite biomarkers could serve as a novel class of precision medicine tools to improve the diagnosis, monitoring, and treatment of mBC.


Subject(s)
Breast Neoplasms , Biomarkers , Breast Neoplasms/diagnosis , Female , Humans
6.
Metabolites ; 10(5)2020 May 16.
Article in English | MEDLINE | ID: mdl-32429340

ABSTRACT

Metabolomics is the comprehensive study of metabolism, the biochemical processes that sustain life. By comparing metabolites between healthy and disease states, new insights into disease mechanisms can be uncovered. NMR is a powerful analytical method to detect and quantify metabolites. Standard one-dimensional (1D) 1H-NMR metabolite profiling is informative but challenged by significant chemical shift overlap. Multi-dimensional NMR can increase resolution, but the required long acquisition times lead to limited throughput. Non-uniform sampling (NUS) is a well-accepted mode of acquiring multi-dimensional NMR data, enabling either reduced acquisition times or increased sensitivity in equivalent time. Despite these advantages, the technique is not widely applied to metabolomics. In this study, we evaluated the utility of NUS 1H-13C heteronuclear single quantum coherence (HSQC) for semi-quantitative metabolomics. We demonstrated that NUS improved sensitivity compared to uniform sampling (US). We verified that the NUS measurement maintains linearity, making it possible to detect metabolite changes across samples and studies. Furthermore, we calculated the lower limit of detection and quantification (LOD/LOQ) of common metabolites. Finally, we demonstrate that the measurements are repeatable on the same system and across different systems. In conclusion, our results detail the analytical capability of NUS and, in doing so, empower the future use of NUS 1H-13C HSQC in metabolomic studies.

7.
Onco Targets Ther ; 11: 6827-6838, 2018.
Article in English | MEDLINE | ID: mdl-30349315

ABSTRACT

BACKGROUND: Cancer cells have altered bioenergetics, which contributes to their ability to proliferate, survive in unusual microenvironments, and invade other tissues. Changes in glucose metabolism can have pleomorphic effects on tumor cells. METHODS: To investigate potential mechanisms responsible for the increased malignancy associated with altered glucose metabolism, we used an unbiased nuclear magnetic resonance spectroscopy screening method to identify glucose metabolites differentially produced in a highly malignant human triple-negative breast cancer (TNBC) cell line (BPLER) and a less malignant isogenic TNBC cell line (HMLER). RESULTS: N-acetylneuraminic acid (Neu5Ac), the predominant sialic acid derivative in mammalian cells, which forms the terminal sugar on mucinous cell surface glycoproteins, was the major glucose metabolite that differed. Neu5Ac was ~7-fold more abundant in BPLER than HMLER. Loss of Neu5Ac by enzymatic removal or siRNA knockdown of cytidine monophosphate N-acetylneuraminic acid synthetase (CMAS), which activates cellular sialic acids for glycoprotein conjugation, had no significant effect on cell proliferation, but decreased the ability of BPLER to invade through a basement membrane. Conversely, overexpressing CMAS in HMLER increased invasivity. TNBCs in The Cancer Genome Atlas also had significantly more CMAS copy number variations and higher mRNA expression than non-TNBC, which have a better prognosis. CMAS knockdown in BPLER ex vivo blocked xenograft formation in mice. CONCLUSION: Neu5Ac is selectively highly enriched in aggressive TNBC, and CMAS, the enzyme required for sialylation, may play an important role in TNBC tumor formation and invasivity.

8.
J Mol Biol ; 425(14): 2397-411, 2013 Jul 24.
Article in English | MEDLINE | ID: mdl-23557833

ABSTRACT

Nanobodies are single-domain fragments of camelid antibodies that are emerging as versatile tools in biotechnology. We describe here the interactions of a specific nanobody, NbSyn87, with the monomeric and fibrillar forms of α-synuclein (αSyn), a 140-residue protein whose aggregation is associated with Parkinson's disease. We have characterized these interactions using a range of biophysical techniques, including nuclear magnetic resonance and circular dichroism spectroscopy, isothermal titration calorimetry and quartz crystal microbalance measurements. In addition, we have compared the results with those that we have reported previously for a different nanobody, NbSyn2, also raised against monomeric αSyn. This comparison indicates that NbSyn87 and NbSyn2 bind with nanomolar affinity to distinctive epitopes within the C-terminal domain of soluble αSyn, comprising approximately amino acids 118-131 and 137-140, respectively. The calorimetric and quartz crystal microbalance data indicate that the epitopes of both nanobodies are still accessible when αSyn converts into its fibrillar structure. The apparent affinities and other thermodynamic parameters defining the binding between the nanobody and the fibrils, however, vary significantly with the length of time that the process of fibril formation has been allowed to progress and with the conditions under which formation occurs, indicating that the environment of the C-terminal domain of αSyn changes as fibril assembly takes place. These results demonstrate that nanobodies are able to target forms of potentially pathogenic aggregates that differ from each other in relatively minor details of their structure, such as those associated with fibril maturation.


Subject(s)
Protein Multimerization , Single-Domain Antibodies/metabolism , alpha-Synuclein/chemistry , alpha-Synuclein/metabolism , Calorimetry , Circular Dichroism , Epitope Mapping , Kinetics , Magnetic Resonance Spectroscopy , Protein Binding , Protein Denaturation , Single-Domain Antibodies/immunology , Thermodynamics , alpha-Synuclein/immunology
9.
Cell Rep ; 1(6): 689-702, 2012 Jun 28.
Article in English | MEDLINE | ID: mdl-22813744

ABSTRACT

Recognition of the proper start codon on mRNAs is essential for protein synthesis, which requires scanning and involves eukaryotic initiation factors (eIFs) eIF1, eIF1A, eIF2, and eIF5. The carboxyl terminal domain (CTD) of eIF5 stimulates 43S preinitiation complex (PIC) assembly; however, its precise role in scanning and start codon selection has remained unknown. Using nuclear magnetic resonance (NMR) spectroscopy, we identified the binding sites of eIF1 and eIF2ß on eIF5-CTD and found that they partially overlapped. Mutating select eIF5 residues in the common interface specifically disrupts interaction with both factors. Genetic and biochemical evidence indicates that these eIF5-CTD mutations impair start codon recognition and impede eIF1 release from the PIC by abrogating eIF5-CTD binding to eIF2ß. This study provides mechanistic insight into the role of eIF5-CTD's dynamic interplay with eIF1 and eIF2ß in switching PICs from an open to a closed state at start codons.


Subject(s)
Codon, Initiator/metabolism , Eukaryotic Initiation Factor-1/metabolism , Eukaryotic Initiation Factor-2/metabolism , Eukaryotic Initiation Factor-5/chemistry , Eukaryotic Initiation Factor-5/metabolism , Amino Acid Sequence , Amino Acid Substitution/genetics , Binding Sites , Conserved Sequence , Epitopes/metabolism , Eukaryotic Initiation Factor-1/chemistry , Eukaryotic Initiation Factor-2/chemistry , Evolution, Molecular , Gene Deletion , Genetic Complementation Test , Humans , Kinetics , Lysine/metabolism , Magnetic Resonance Spectroscopy , Models, Molecular , Molecular Sequence Data , Mutant Proteins/chemistry , Mutant Proteins/metabolism , Phenotype , Protein Binding , Protein Structure, Tertiary , Saccharomyces cerevisiae/cytology , Saccharomyces cerevisiae/metabolism , Scattering, Small Angle , Structure-Activity Relationship , X-Ray Diffraction
10.
J Mol Biol ; 402(2): 326-43, 2010 Sep 17.
Article in English | MEDLINE | ID: mdl-20620148

ABSTRACT

The aggregation of the intrinsically disordered protein α-synuclein to form fibrillar amyloid structures is intimately associated with a variety of neurological disorders, most notably Parkinson's disease. The molecular mechanism of α-synuclein aggregation and toxicity is not yet understood in any detail, not least because of the paucity of structural probes through which to study the behavior of such a disordered system. Here, we describe an investigation involving a single-domain camelid antibody, NbSyn2, selected by phage display techniques to bind to α-synuclein, including the exploration of its effects on the in vitro aggregation of the protein under a variety of conditions. We show using isothermal calorimetric methods that NbSyn2 binds specifically to monomeric α-synuclein with nanomolar affinity and by means of NMR spectroscopy that it interacts with the four C-terminal residues of the protein. This latter finding is confirmed by the determination of a crystal structure of NbSyn2 bound to a peptide encompassing the nine C-terminal residues of α-synuclein. The NbSyn2:α-synuclein interaction is mediated mainly by side-chain interactions while water molecules cross-link the main-chain atoms of α-synuclein to atoms of NbSyn2, a feature we believe could be important in intrinsically disordered protein interactions more generally. The aggregation behavior of α-synuclein at physiological pH, including the morphology of the resulting fibrillar structures, is remarkably unaffected by the presence of NbSyn2 and indeed we show that NbSyn2 binds strongly to the aggregated as well as to the soluble forms of α-synuclein. These results give strong support to the conjecture that the C-terminal region of the protein is not directly involved in the mechanism of aggregation and suggest that binding of NbSyn2 could be a useful probe for the identification of α-synuclein aggregation in vitro and possibly in vivo.


Subject(s)
Antibodies/chemistry , Antibodies/metabolism , alpha-Synuclein/chemistry , alpha-Synuclein/metabolism , Animals , Antibody Affinity , Calorimetry , Camelids, New World , Crystallography, X-Ray , Kinetics , Microscopy, Electron, Transmission , Models, Molecular , Nuclear Magnetic Resonance, Biomolecular , Peptide Library , Protein Binding , Protein Denaturation , Protein Interaction Mapping , Protein Multimerization , Protein Structure, Quaternary
11.
J Mol Biol ; 384(1): 206-18, 2008 Dec 05.
Article in English | MEDLINE | ID: mdl-18823998

ABSTRACT

Here, we present a study of the conformational changes of the quaternary structure of Escherichia coli aspartate transcarbamoylase, as monitored by time-resolved small-angle X-ray scattering, upon combining with substrates, substrate analogs, and nucleotide effectors at temperatures between 5 and 22 degrees C, obviating the need for ethylene glycol. Time-resolved small-angle X-ray scattering time courses tracking the T-->R structural change after mixing with substrates or substrate analogs appeared to be a single phase under some conditions and biphasic under other conditions, which we ascribe to multiple ligation states producing a time course composed of multiple rates. Increasing the concentration of substrates up to a certain point increased the T-->R transition rate, with no further increase in rate beyond that point. Most strikingly, after addition of N-phosphonacetyl-l-aspartate to the enzyme, the transition rate was more than 1 order of magnitude slower than with the natural substrates. These results on the homotropic mechanism are consistent with a concerted transition between structural and functional states of either low affinity, low activity or high affinity, high activity for aspartate. Addition of ATP along with the substrates increased the rate of the transition from the T to the R state and also decreased the duration of the R-state steady-state phase. Addition of CTP or the combination of CTP/UTP to the substrates significantly decreased the rate of the T-->R transition and caused a shift in the enzyme population towards the T state even at saturating substrate concentrations. These results on the heterotropic mechanism suggest a destabilization of the T state by ATP and a destabilization of the R state by CTP and CTP/UTP, consistent with the T and R state crystallographic structures of aspartate transcarbamoylase in the presence of the heterotropic effectors.


Subject(s)
Aspartate Carbamoyltransferase/antagonists & inhibitors , Aspartate Carbamoyltransferase/chemistry , Escherichia coli/enzymology , Allosteric Regulation/drug effects , Aspartic Acid/metabolism , Escherichia coli/drug effects , Ethylene Glycol/pharmacology , Kinetics , Ligands , Nucleotides/pharmacology , Protein Structure, Quaternary , Scattering, Small Angle , Substrate Specificity/drug effects , Temperature , Thermodynamics , Time Factors , X-Ray Diffraction
12.
Proteins ; 71(3): 1088-96, 2008 May 15.
Article in English | MEDLINE | ID: mdl-18004787

ABSTRACT

The mechanism of domain closure and the allosteric transition of Escherichia coli aspartate transcarbamoylase (ATCase) are investigated using L-Asn, in the presence of carbamoyl phosphate (CP), and N-phosphonacetyl-L-asparagine (PASN). ATCase was found to catalyze the carbamoylation of L-Asn with a K(m) of 122 mM and a maximal velocity 10-fold lower than observed with the natural substrate, L-Asp. As opposed to L-Asp, no cooperativity was observed with respect to L-Asn. Time-resolved small-angle X-ray scattering (SAXS) and fluorescence experiments revealed that the combination of CP and L-Asn did not convert the enzyme from the T to the R state. PASN was found to be a potent inhibitor of ATCase exhibiting a K(D) of 8.8 microM. SAXS experiments showed that PASN was able to convert the entire population of molecules to the R state. Analysis of the crystal structure of the enzyme in the presence of PASN revealed that the binding of PASN was similar to that of the R-state complex of ATCase with N-phosphonaceyl-L-aspartate, another potent inhibitor of the enzyme. The linking of CP and L-Asn into one molecule, PASN, correctly orients the asparagine moiety in the active site to induce domain closure and the allosteric transition. This entropic effect allows for the high affinity binding of PASN. However, the binding of L-Asn, in the presence of a saturating concentration of CP, does not induce the closure of the two domains of the catalytic chain, nor does the enzyme undergo the transition to the high-activity high- affinity R structure. These results imply that Arg229, which interacts with the beta-carboxylate of L-Asp, plays a critical role in the orientation of L-Asp in the active site and demonstrates the requirement of the beta-carboxylate of L-Asp in the mechanism of domain closure and the allosteric transition in E. coli ATCase.


Subject(s)
Asparagine/analogs & derivatives , Asparagine/chemistry , Aspartate Carbamoyltransferase/chemistry , Escherichia coli Proteins/chemistry , Escherichia coli/enzymology , Organophosphonates/chemistry , Asparagine/metabolism , Aspartate Carbamoyltransferase/antagonists & inhibitors , Aspartate Carbamoyltransferase/metabolism , Binding Sites , Catalysis , Crystallization , Crystallography, X-Ray , Escherichia coli Proteins/metabolism , Holoenzymes/chemistry , Holoenzymes/metabolism , Organophosphonates/metabolism , Protein Conformation , Scattering, Radiation , X-Rays
13.
J Med Chem ; 49(20): 5932-8, 2006 Oct 05.
Article in English | MEDLINE | ID: mdl-17004708

ABSTRACT

The synthesis of a new inhibitor, N-phosphonacetyl-L-isoasparagine (PALI), of Escherichia coli aspartate transcarbamoylase (ATCase) is reported, as well as structural studies of the enzyme.PALI complex. PALI was synthesized in 7 steps from beta-benzyl L-aspartate. The KD of PALI was 2 microM. Kinetics and small-angle X-ray scattering experiments showed that PALI can induce the cooperative transition of ATCase from the T to the R state. The X-ray structure of the enzyme.PALI complex showed 22 hydrogen-bonding interactions between the enzyme and PALI. The kinetic characterization and crystal structure of the ATCase.PALI complex also provides detailed information regarding the importance of the alpha-carboxylate for the binding of the substrate aspartate.


Subject(s)
Asparagine/analogs & derivatives , Aspartate Carbamoyltransferase/antagonists & inhibitors , Aspartate Carbamoyltransferase/chemistry , Escherichia coli/enzymology , Organophosphonates/chemical synthesis , Asparagine/chemical synthesis , Asparagine/chemistry , Aspartic Acid/analogs & derivatives , Aspartic Acid/chemistry , Binding Sites , Crystallography, X-Ray , Hydrogen Bonding , Kinetics , Models, Molecular , Molecular Structure , Organophosphonates/chemistry , Phosphonoacetic Acid/analogs & derivatives , Phosphonoacetic Acid/chemistry
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