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1.
Mol Cell ; 68(5): 970-977.e11, 2017 Dec 07.
Article in English | MEDLINE | ID: mdl-29220658

ABSTRACT

Mitoproteases are becoming recognized as key regulators of diverse mitochondrial functions, although their direct substrates are often difficult to discern. Through multi-omic profiling of diverse Saccharomyces cerevisiae mitoprotease deletion strains, we predicted numerous associations between mitoproteases and distinct mitochondrial processes. These include a strong association between the mitochondrial matrix octapeptidase Oct1p and coenzyme Q (CoQ) biosynthesis-a pathway essential for mitochondrial respiration. Through Edman sequencing and in vitro and in vivo biochemistry, we demonstrated that Oct1p directly processes the N terminus of the CoQ-related methyltransferase, Coq5p, which markedly improves its stability. A single mutation to the Oct1p recognition motif in Coq5p disrupted its processing in vivo, leading to CoQ deficiency and respiratory incompetence. This work defines the Oct1p processing of Coq5p as an essential post-translational event for proper CoQ production. Additionally, our data visualization tool enables efficient exploration of mitoprotease profiles that can serve as the basis for future mechanistic investigations.


Subject(s)
Aminopeptidases/metabolism , Energy Metabolism , Metabolomics/methods , Methyltransferases/metabolism , Mitochondria/enzymology , Proteomics/methods , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae/enzymology , Ubiquinone/biosynthesis , Aminopeptidases/genetics , Enzyme Stability , Genotype , Methyltransferases/genetics , Mutation , Phenotype , Protein Domains , Protein Processing, Post-Translational , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae Proteins/genetics , Time Factors , Ubiquinone/genetics
2.
J Biol Chem ; 296: 100643, 2021.
Article in English | MEDLINE | ID: mdl-33862086

ABSTRACT

Coenzyme Q (CoQ), a redox-active lipid essential for oxidative phosphorylation, is synthesized by virtually all cells, but how eukaryotes make the universal CoQ head group precursor 4-hydroxybenzoate (4-HB) from tyrosine is unknown. The first and last steps of this pathway have been defined in Saccharomyces cerevisiae, but the intermediates and enzymes involved in converting 4-hydroxyphenylpyruvate (4-HPP) to 4-hydroxybenzaldehyde (4-HBz) have not been described. Here, we interrogate this pathway with genetic screens, targeted LC-MS, and chemical genetics. We identify three redundant aminotransferases (Bna3, Bat2, and Aat2) that support CoQ biosynthesis in the absence of the established pathway tyrosine aminotransferases, Aro8 and Aro9. We use isotope labeling to identify bona fide tyrosine catabolites, including 4-hydroxyphenylacetate (4-HPA) and 4-hydroxyphenyllactate (4-HPL). Additionally, we find multiple compounds that rescue this pathway when exogenously supplemented, most notably 4-hydroxyphenylacetaldehyde (4-HPAA) and 4-hydroxymandelate (4-HMA). Finally, we show that the Ehrlich pathway decarboxylase Aro10 is dispensable for 4-HB production. These results define new features of 4-HB synthesis in yeast, demonstrate the redundant nature of this pathway, and provide a foundation for further study.


Subject(s)
Parabens/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae/metabolism , Transaminases/metabolism , Tyrosine/metabolism , Ubiquinone/analogs & derivatives , Oxidation-Reduction , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/growth & development , Saccharomyces cerevisiae Proteins/genetics , Transaminases/genetics , Ubiquinone/metabolism
3.
PLoS Genet ; 15(8): e1008073, 2019 08.
Article in English | MEDLINE | ID: mdl-31465442

ABSTRACT

The microbial communities that inhabit the distal gut of humans and other mammals exhibit large inter-individual variation. While host genetics is a known factor that influences gut microbiota composition, the mechanisms underlying this variation remain largely unknown. Bile acids (BAs) are hormones that are produced by the host and chemically modified by gut bacteria. BAs serve as environmental cues and nutrients to microbes, but they can also have antibacterial effects. We hypothesized that host genetic variation in BA metabolism and homeostasis influence gut microbiota composition. To address this, we used the Diversity Outbred (DO) stock, a population of genetically distinct mice derived from eight founder strains. We characterized the fecal microbiota composition and plasma and cecal BA profiles from 400 DO mice maintained on a high-fat high-sucrose diet for ~22 weeks. Using quantitative trait locus (QTL) analysis, we identified several genomic regions associated with variations in both bacterial and BA profiles. Notably, we found overlapping QTL for Turicibacter sp. and plasma cholic acid, which mapped to a locus containing the gene for the ileal bile acid transporter, Slc10a2. Mediation analysis and subsequent follow-up validation experiments suggest that differences in Slc10a2 gene expression associated with the different strains influences levels of both traits and revealed novel interactions between Turicibacter and BAs. This work illustrates how systems genetics can be utilized to generate testable hypotheses and provide insight into host-microbe interactions.


Subject(s)
Bile Acids and Salts/metabolism , Biological Variation, Population/genetics , Gastrointestinal Microbiome/physiology , Organic Anion Transporters, Sodium-Dependent/genetics , Quantitative Trait Loci/genetics , Symporters/genetics , Akkermansia , Animals , Bile Acids and Salts/blood , Collaborative Cross Mice , Female , Firmicutes/growth & development , Male , Metabolic Networks and Pathways/genetics , Mice , Models, Animal , Organic Anion Transporters, Sodium-Dependent/metabolism , Symporters/metabolism , Verrucomicrobia/growth & development
4.
Anal Chem ; 91(15): 9698-9706, 2019 08 06.
Article in English | MEDLINE | ID: mdl-31298839

ABSTRACT

Judicious selection of mass spectrometry (MS) acquisition parameters is essential for effectively profiling the broad diversity and dynamic range of biomolecules. Typically, acquisition parameters are individually optimized to maximally characterize analytes from each new sample matrix. This time-consuming process often ignores the synergistic relationship between MS method parameters, producing suboptimal results. Here we detail the creation of an algorithm which accurately simulates LC-MS/MS lipidomic data acquisition performance for a benchtop quadrupole-Orbitrap MS system. By coupling this simulation tool with a genetic algorithm for constrained parameter optimization, we demonstrate the efficient identification of LC-MS/MS method parameter sets individually suited for specific sample matrices. Finally, we utilize the in silico simulation to examine how continued developments in MS acquisition speed and sensitivity will further increase the power of MS lipidomics as a vital tool for impactful biochemical analysis.


Subject(s)
Computer Simulation , Lipidomics/methods , Lipids/chemistry , Chromatography, Liquid , Models, Chemical , Tandem Mass Spectrometry
5.
Breast Cancer Res Treat ; 175(1): 39-50, 2019 May.
Article in English | MEDLINE | ID: mdl-30712196

ABSTRACT

PURPOSE: Many transformed cells and embryonic stem cells are dependent on the biosynthesis of the universal methyl-donor S-adenosylmethionine (SAM) from methionine by the enzyme MAT2A to maintain their epigenome. We hypothesized that cancer stem cells (CSCs) rely on SAM biosynthesis and that the combination of methionine depletion and MAT2A inhibition would eradicate CSCs. METHODS: Human triple (ER/PR/HER2)-negative breast carcinoma (TNBC) cell lines were cultured as CSC-enriched mammospheres in control or methionine-free media. MAT2A was inhibited with siRNAs or cycloleucine. The effects of methionine restriction and/or MAT2A inhibition on the formation of mammospheres, the expression of CSC markers (CD44hi/C24low), MAT2A and CSC transcriptional regulators, apoptosis induction and histone modifications were determined. A murine model of metastatic TNBC was utilized to evaluate the effects of dietary methionine restriction, MAT2A inhibition and the combination. RESULTS: Methionine restriction inhibited mammosphere formation and reduced the CD44hi/C24low CSC population; these effects were partly rescued by SAM. Methionine depletion induced MAT2A expression (mRNA and protein) and sensitized CSCs to inhibition of MAT2A (siRNAs or cycloleucine). Cycloleucine enhanced the effects of methionine depletion on H3K4me3 demethylation and suppression of Sox9 expression. Dietary methionine restriction induced MAT2A expression in mammary tumors, and the combination of methionine restriction and cycloleucine was more effective than either alone at suppressing primary and lung metastatic tumor burden in a murine TNBC model. CONCLUSIONS: Our findings point to SAM biosynthesis as a unique metabolic vulnerability of CSCs that can be targeted by combining methionine depletion with MAT2A inhibition to eradicate drug-resistant CSCs.


Subject(s)
Neoplasms/metabolism , Neoplastic Stem Cells/metabolism , S-Adenosylmethionine/metabolism , Animals , Apoptosis , CD24 Antigen , Cell Line, Tumor , Disease Models, Animal , Gene Silencing , Histones/metabolism , Humans , Hyaluronan Receptors , Mass Spectrometry , Methionine/metabolism , Methionine Adenosyltransferase/genetics , Methionine Adenosyltransferase/metabolism , Mice , Neoplasms/genetics , Neoplasms/pathology
6.
Proc Natl Acad Sci U S A ; 109(19): 7162-8, 2012 May 08.
Article in English | MEDLINE | ID: mdl-22474382

ABSTRACT

The transcription factor OCT4 is fundamental to maintaining pluripotency and self-renewal. To better understand protein-level regulation of OCT4, we applied liquid chromatography-MS to identify 14 localized sites of phosphorylation, 11 of which were previously unknown. Functional analysis of two sites, T234 and S235, suggested that phosphorylation within the homeobox region of OCT4 negatively regulates its activity by interrupting sequence-specific DNA binding. Mutating T234 and S235 to mimic constitutive phosphorylation at these sites reduces transcriptional activation from an OCT4-responsive reporter and decreases reprogramming efficiency. We also cataloged 144 unique phosphopeptides on known OCT4 interacting partners, including SOX2 and SALL4, that copurified during immunoprecipitation. These proteins were enriched for phosphorylation at motifs associated with ERK signaling. Likewise, OCT4 harbored several putative ERK phosphorylation sites. Kinase assays confirmed that ERK2 phosphorylated these sites in vitro, providing a direct link between ERK signaling and the transcriptional machinery that governs pluripotency.


Subject(s)
Embryonic Stem Cells/metabolism , Octamer Transcription Factor-3/metabolism , Serine/metabolism , Threonine/metabolism , Amino Acid Sequence , Binding Sites/genetics , Blotting, Western , Cells, Cultured , HEK293 Cells , Humans , Immunoprecipitation , Mitogen-Activated Protein Kinase 1/metabolism , Models, Molecular , Molecular Sequence Data , Mutation , Octamer Transcription Factor-3/chemistry , Octamer Transcription Factor-3/genetics , Phosphorylation , Protein Binding , Protein Structure, Tertiary , SOXB1 Transcription Factors/metabolism , Sequence Homology, Amino Acid , Serine/chemistry , Serine/genetics , Threonine/chemistry , Threonine/genetics , Transcription Factors/metabolism , Transcriptional Activation
7.
Mol Cell Proteomics ; 11(11): 1475-88, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22865924

ABSTRACT

Selected reaction monitoring on a triple quadrupole mass spectrometer is currently experiencing a renaissance within the proteomics community for its, as yet, unparalleled ability to characterize and quantify a set of proteins reproducibly, completely, and with high sensitivity. Given the immense benefit that high resolution and accurate mass instruments have brought to the discovery proteomics field, we wondered if highly accurate mass measurement capabilities could be leveraged to provide benefits in the targeted proteomics domain as well. Here, we propose a new targeted proteomics paradigm centered on the use of next generation, quadrupole-equipped high resolution and accurate mass instruments: parallel reaction monitoring (PRM). In PRM, the third quadrupole of a triple quadrupole is substituted with a high resolution and accurate mass mass analyzer to permit the parallel detection of all target product ions in one, concerted high resolution mass analysis. We detail the analytical performance of the PRM method, using a quadrupole-equipped bench-top Orbitrap MS, and draw a performance comparison to selected reaction monitoring in terms of run-to-run reproducibility, dynamic range, and measurement accuracy. In addition to requiring minimal upfront method development and facilitating automated data analysis, PRM yielded quantitative data over a wider dynamic range than selected reaction monitoring in the presence of a yeast background matrix because of PRM's high selectivity in the mass-to-charge domain. With achievable linearity over the quantifiable dynamic range found to be statistically equal between the two methods, our investigation suggests that PRM will be a promising new addition to the quantitative proteomics toolbox.


Subject(s)
Mass Spectrometry/instrumentation , Mass Spectrometry/methods , Proteomics/methods , Amino Acid Sequence , Humans , Molecular Sequence Data , Peptides/chemistry
8.
J Biol Chem ; 287(48): 40598-610, 2012 Nov 23.
Article in English | MEDLINE | ID: mdl-23060441

ABSTRACT

BACKGROUND: α1(V) is an extensively modified collagen chain important in disease. RESULTS: Comprehensive mapping of α1(V) post-translational modifications reveals unexpectedly large numbers of X-position hydroxyprolines in Gly-X-Y amino acid triplets. CONCLUSION: The unexpected abundance of X-position hydroxyprolines suggests a mechanism for differential modification of collagen properties. SIGNIFICANCE: Positions, numbers, and occupancy of modified sites can provide insights into α1(V) biological properties. Aberrant expression of the type V collagen α1(V) chain can underlie the connective tissue disorder classic Ehlers-Danlos syndrome, and autoimmune responses against the α1(V) chain are linked to lung transplant rejection and atherosclerosis. The α1(V) collagenous COL1 domain is thought to contain greater numbers of post-translational modifications (PTMs) than do similar domains of other fibrillar collagen chains, PTMs consisting of hydroxylated prolines and lysines, the latter of which can be glycosylated. These types of PTMs can contribute to epitopes that underlie immune responses against collagens, and the high level of PTMs may contribute to the unique biological properties of the α1(V) chain. Here we use high resolution mass spectrometry to map such PTMs in bovine placental α1(V) and human recombinant pro-α1(V) procollagen chains. Findings include the locations of those PTMs that vary and those PTMs that are invariant between these α1(V) chains from widely divergent sources. Notably, an unexpectedly large number of hydroxyproline residues were mapped to the X-positions of Gly-X-Y triplets, contrary to expectations based on previous amino acid analyses of hydrolyzed α1(V) chains from various tissues. We attribute this difference to the ability of tandem mass spectrometry coupled to nanoflow chromatographic separations to detect lower-level PTM combinations with superior sensitivity and specificity. The data are consistent with the presence of a relatively large number of 3-hydroxyproline sites with less than 100% occupancy, suggesting a previously unknown mechanism for the differential modification of α1(V) chain and type V collagen properties.


Subject(s)
Collagen Type V/chemistry , Hydroxyproline/chemistry , Amino Acid Motifs , Amino Acid Sequence , Animals , Cattle , Collagen Type V/genetics , Collagen Type V/metabolism , Humans , Hydroxyproline/genetics , Hydroxyproline/metabolism , Mass Spectrometry , Molecular Sequence Data , Peptide Mapping
9.
Nat Microbiol ; 8(3): 424-440, 2023 03.
Article in English | MEDLINE | ID: mdl-36759753

ABSTRACT

The molecular bases of how host genetic variation impacts the gut microbiome remain largely unknown. Here we used a genetically diverse mouse population and applied systems genetics strategies to identify interactions between host and microbe phenotypes including microbial functions, using faecal metagenomics, small intestinal transcripts and caecal lipids that influence microbe-host dynamics. Quantitative trait locus (QTL) mapping identified murine genomic regions associated with variations in bacterial taxa; bacterial functions including motility, sporulation and lipopolysaccharide production and levels of bacterial- and host-derived lipids. We found overlapping QTL for the abundance of Akkermansia muciniphila and caecal levels of ornithine lipids. Follow-up in vitro and in vivo studies revealed that A. muciniphila is a major source of these lipids in the gut, provided evidence that ornithine lipids have immunomodulatory effects and identified intestinal transcripts co-regulated with these traits including Atf3, which encodes for a transcription factor that plays vital roles in modulating metabolism and immunity. Collectively, these results suggest that ornithine lipids are potentially important for A. muciniphila-host interactions and support the role of host genetics as a determinant of responses to gut microbes.


Subject(s)
Gastrointestinal Microbiome , Verrucomicrobia , Mice , Animals , Verrucomicrobia/genetics , Gastrointestinal Microbiome/genetics , Akkermansia/genetics , Phenotype
10.
Anal Chem ; 84(6): 2875-82, 2012 Mar 20.
Article in English | MEDLINE | ID: mdl-22335612

ABSTRACT

We describe the first implementation of negative electron-transfer dissociation (NETD) on a hybrid ion trap-orbitrap mass spectrometer and its application to high-throughput sequencing of peptide anions. NETD, coupled with high pH separations, negative electrospray ionization (ESI), and an NETD compatible version of OMSSA, is part of a complete workflow that includes the formation, interrogation, and sequencing of peptide anions. Together these interlocking pieces facilitated the identification of more than 2000 unique peptides from Saccharomyces cerevisiae representing the most comprehensive analysis of peptide anions by tandem mass spectrometry to date. The same S. cerevisiae samples were interrogated using traditional, positive modes of peptide LC-MS/MS analysis (e.g., acidic LC separations, positive ESI, and collision activated dissociation), and the resulting peptide identifications of the different workflows were compared. Due to a decreased flux of peptide anions and a tendency to produce lowly charged precursors, the NETD-based LC-MS/MS workflow was not as sensitive as the positive mode methods. However, the use of NETD readily permits access to underrepresented acidic portions of the proteome by identifying peptides that tend to have lower pI values. As such, NETD improves sequence coverage, filling out the acidic portions of proteins that are often overlooked by the other methods.


Subject(s)
Fungal Proteins/analysis , Peptides/analysis , Proteome/analysis , Proteomics/methods , Saccharomyces cerevisiae/chemistry , Spectrometry, Mass, Electrospray Ionization/methods , Amino Acid Sequence , Chromatography, Liquid/methods , Hydrogen-Ion Concentration , Molecular Sequence Data
11.
Anal Chem ; 83(6): 2187-93, 2011 Mar 15.
Article in English | MEDLINE | ID: mdl-21314137

ABSTRACT

Direct mass spectrometric quantification of peptides and proteins is compromised by the wide variabilities in ionization efficiency which are hallmarks of both the MALDI and ESI ionization techniques. We describe here the implementation of a fluorescence detection system for measurement of the UV-excited intrinsic fluorescence (UV-IF) from peptides and proteins just prior to their exit and electrospray ionization from an ESI capillary. The fluorescence signal provides a quantifiable measure of the amount of protein or peptide present, while direct or tandem mass spectrometric analysis (MS/MS) on the ESI-generated ions provides information on identity. We fabricated an inexpensive, modular fluorescence excitation and detection device utilizing an ultraviolet light-emitting diode for excitation in a ∼300 nL fluorescence detection cell integrated into the fused-silica separation column. The fluorescence signal is linear over 3 orders of magnitude with on-column limits of detection in the low femtomole range. Chromatographically separated intact proteins analyzed using UV-IF prior to top-down mass spectrometry demonstrated sensitive detection of proteins as large as 77 kDa.


Subject(s)
Mass Spectrometry , Peptides/analysis , Peptides/chemistry , Proteins/analysis , Proteins/chemistry , Spectrometry, Fluorescence/methods , Systems Integration , Amino Acid Sequence , Chromatography, Liquid , Hydrogen-Ion Concentration , Molecular Sequence Data , Peptides/metabolism , Proteins/metabolism , Silicon Dioxide/chemistry , Solvents/chemistry , Trypsin/metabolism , Ultraviolet Rays
12.
Nat Metab ; 2(10): 1149-1162, 2020 10.
Article in English | MEDLINE | ID: mdl-32958938

ABSTRACT

Despite the crucial roles of lipids in metabolism, we are still at the early stages of comprehensively annotating lipid species and their genetic basis. Mass spectrometry-based discovery lipidomics offers the potential to globally survey lipids and their relative abundances in various biological samples. To discover the genetics of lipid features obtained through high-resolution liquid chromatography-tandem mass spectrometry, we analysed liver and plasma from 384 diversity outbred mice, and quantified 3,283 molecular features. These features were mapped to 5,622 lipid quantitative trait loci and compiled into a public web resource termed LipidGenie. The data are cross-referenced to the human genome and offer a bridge between genetic associations in humans and mice. Harnessing this resource, we used genome-lipid association data as an additional aid to identify a number of lipids, for example gangliosides through their association with B4galnt1, and found evidence for a group of sex-specific phosphatidylcholines through their shared locus. Finally, LipidGenie's ability to query either mass or gene-centric terms suggests acyl-chain-specific functions for proteins of the ABHD family.


Subject(s)
Chromosome Mapping , Genome , Lipid Metabolism/genetics , Lipidomics , Lipids/chemistry , Lipids/genetics , Animals , Gangliosides/metabolism , Genome-Wide Association Study , Genotype , Humans , Hydrolases/genetics , Mice , Mice, Inbred C57BL , Phosphatidylcholines/metabolism , Phospholipases A2/genetics , Plasmids/genetics , Sex Characteristics
13.
ChemSusChem ; 13(8): 1922, 2020 Apr 21.
Article in English | MEDLINE | ID: mdl-32285625

ABSTRACT

Invited for this month's cover is the research team from the D.O.E. Great Lake Bioenergy Research Center (GLBRC) at the University of Wisconsin-Madison. The cover image shows how a diverse team with expertise in many different fields works together in an integrated fashion to address complex problems. Only when the whole system, from field to the liquid fuels and co-products, is assessed, can we identify the key parameters needed to design an economically viable biorefinery-based economy. Cover art by Chelsea Mamott. The Full Paper itself is available at 10.1002/cssc.201903345.

14.
ChemSusChem ; 13(8): 2012-2024, 2020 Apr 21.
Article in English | MEDLINE | ID: mdl-31984673

ABSTRACT

The hydroxycinnamic acids p-coumaric acid (pCA) and ferulic acid (FA) add diversity to the portfolio of products produced by using grass-fed lignocellulosic biorefineries. The level of lignin-bound pCA in Zea mays was modified by the alteration of p-coumaroyl-CoA monolignol transferase expression. The biomass was processed in a lab-scale alkaline-pretreatment biorefinery process and the data were used for a baseline technoeconomic analysis to determine where to direct future research efforts to couple plant design to biomass utilization processes. It is concluded that future plant engineering efforts should focus on strategies that ramp up accumulation of one type of hydroxycinnamate (pCA or FA) predominantly and suppress that of the other. Technoeconomic analysis indicates that target extraction titers of one hydroxycinnamic acid need to be >50 g kg-1 biomass, at least five times higher than observed titers for the impure pCA/FA product mixture from wild-type maize. The technical challenge for process engineers is to develop a viable process that requires more than 80 % reduction of the isolation costs.

15.
Anal Chem ; 81(18): 7757-65, 2009 Sep 15.
Article in English | MEDLINE | ID: mdl-19689114

ABSTRACT

The considerable progress in high-throughput proteomics analysis via liquid chromatography-electrospray ionization-tandem mass spectrometry over the past decade has been fueled to a large degree by continuous improvements in instrumentation. High-throughput identification experiments are based on peptide sequencing and are largely accomplished through the use of tandem mass spectrometry, with ion trap and trap-based instruments having become broadly adopted analytical platforms. To satisfy increasingly demanding requirements for depth of characterization and throughput, we present a newly developed dual-pressure linear ion trap mass spectrometer (LTQ Velos) that features increased sensitivity, afforded by a new source design, and demonstrates practical cycle times 2 times shorter than that of an LTQ XL, while improving or maintaining spectral quality for MS/MS fragmentation spectra. These improvements resulted in a substantial increase in the detection and identification of both proteins and unique peptides from the complex proteome of Caenorhabditis elegans, as compared to existing platforms. The greatly increased ion flux into the mass spectrometer in combination with improved isolation of low-abundance precursor ions resulted in increased detection of low-abundance peptides. These improvements cumulatively resulted in a substantially greater penetration into the baker's yeast (Saccharomyces cerevisiae) proteome compared to LTQ XL. Alternatively, faster cycle times on the new instrument allowed for higher throughput for a given depth of proteome analysis, with more peptides and proteins identified in 60 min using an LTQ Velos than in 180 min using an LTQ XL. When mass analysis was carried out with resolution in excess of 25,000 full width at half-maximum (fwhm), it became possible to isotopically resolve a small intact protein and its fragments, opening possibilities for top down experiments.


Subject(s)
Chromatography, High Pressure Liquid/methods , Peptides/analysis , Proteins/analysis , Spectrometry, Mass, Electrospray Ionization/instrumentation , Animals , Horses , Myoglobin/analysis , Proteomics/methods , Spectrometry, Mass, Electrospray Ionization/methods
16.
J Am Soc Mass Spectrom ; 30(4): 659-668, 2019 Apr.
Article in English | MEDLINE | ID: mdl-30756325

ABSTRACT

Libraries of simulated lipid fragmentation spectra enable the identification of hundreds of unique lipids from complex lipid extracts, even when the corresponding lipid reference standards do not exist. Often, these in silico libraries are generated through expert annotation of spectra to extract and model fragmentation rules common to a given lipid class. Although useful for a given sample source or instrumental platform, the time-consuming nature of this approach renders it impractical for the growing array of dissociation techniques and instrument platforms. Here, we introduce Library Forge, a unique algorithm capable of deriving lipid fragment mass-to-charge (m/z) and intensity patterns directly from high-resolution experimental spectra with minimal user input. Library Forge exploits the modular construction of lipids to generate m/z transformed spectra in silico which reveal the underlying fragmentation pathways common to a given lipid class. By learning these fragmentation patterns directly from observed spectra, the algorithm increases lipid spectral matching confidence while reducing spectral library development time from days to minutes. We embed the algorithm within the preexisting lipid analysis architecture of LipiDex to integrate automated and robust library generation within a comprehensive LC-MS/MS lipidomics workflow. Graphical Abstract.

17.
Front Microbiol ; 10: 2596, 2019.
Article in English | MEDLINE | ID: mdl-31787963

ABSTRACT

Utilization of both C5 and C6 sugars to produce biofuels and bioproducts is a key goal for the development of integrated lignocellulosic biorefineries. Previously we found that although engineered Zymomonas mobilis 2032 was able to ferment glucose to ethanol when fermenting highly concentrated hydrolyzates such as 9% glucan-loading AFEX-pretreated corn stover hydrolyzate (9% ACSH), xylose conversion after glucose depletion was greatly impaired. We hypothesized that impaired xylose conversion was caused by lignocellulose-derived inhibitors (LDIs) in hydrolyzates. To investigate the effects of LDIs on the cellular physiology of Z. mobilis during fermentation of hydrolyzates, including impacts on xylose utilization, we generated synthetic hydrolyzates (SynHs) that contained nutrients and LDIs at concentrations found in 9% ACSH. Comparative fermentations of Z. mobilis 2032 using SynH with or without LDIs were performed, and samples were collected for end product, transcriptomic, metabolomic, and proteomic analyses. Several LDI-specific effects were observed at various timepoints during fermentation including upregulation of sulfur assimilation and cysteine biosynthesis, upregulation of RND family efflux pump systems (ZMO0282-0285) and ZMO1429-1432, downregulation of a Type I secretion system (ZMO0252-0255), depletion of reduced glutathione, and intracellular accumulation of mannose-1P and mannose-6P. Furthermore, when grown in SynH containing LDIs, Z. mobilis 2032 only metabolized ∼50% of xylose, compared to ∼80% in SynH without LDIs, recapitulating the poor xylose utilization observed in 9% ACSH. Our metabolomic data suggest that the overall flux of xylose metabolism is reduced in the presence of LDIs. However, the expression of most genes involved in glucose and xylose assimilation was not affected by LDIs, nor did we observe blocks in glucose and xylose metabolic pathways. Accumulations of intracellular xylitol and xylonic acid was observed in both SynH with and without LDIs, which decreased overall xylose-to-ethanol conversion efficiency. Our results suggest that xylose metabolism in Z. mobilis 2032 may not be able to support the cellular demands of LDI mitigation and detoxification during fermentation of highly concentrated lignocellulosic hydrolyzates with elevated levels of LDIs. Together, our findings identify several cellular responses to LDIs and possible causes of impaired xylose conversion that will enable future strain engineering of Z. mobilis.

18.
J Cell Biol ; 218(4): 1353-1369, 2019 04 01.
Article in English | MEDLINE | ID: mdl-30674579

ABSTRACT

Coenzyme Q (CoQ) lipids are ancient electron carriers that, in eukaryotes, function in the mitochondrial respiratory chain. In mitochondria, CoQ lipids are built by an inner membrane-associated, multicomponent, biosynthetic pathway via successive steps of isoprenyl tail polymerization, 4-hydroxybenzoate head-to-tail attachment, and head modification, resulting in the production of CoQ. In yeast, we discovered that head-modifying CoQ pathway components selectively colocalize to multiple resolvable domains in vivo, representing supramolecular assemblies. In cells engineered with conditional ON or OFF CoQ pathways, domains were strictly correlated with CoQ production and substrate flux, respectively, indicating that CoQ lipid intermediates are required for domain formation. Mitochondrial CoQ domains were also observed in human cells, underscoring their conserved functional importance. CoQ domains within cells were highly enriched adjacent to ER-mitochondria contact sites. Together, our data suggest that CoQ domains function to facilitate substrate accessibility for processive and efficient CoQ production and distribution in cells.


Subject(s)
Endoplasmic Reticulum/enzymology , Enzymes/metabolism , Mitochondria/enzymology , Mitochondrial Proteins/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae/enzymology , Ubiquinone/biosynthesis , Cell Line, Tumor , Endoplasmic Reticulum/genetics , Enzymes/genetics , Humans , Mitochondria/genetics , Mitochondrial Proteins/genetics , Multienzyme Complexes , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae Proteins/genetics , Substrate Specificity , Ubiquinone/genetics , Ubiquinone/metabolism
19.
Cell Syst ; 6(5): 621-625.e5, 2018 05 23.
Article in English | MEDLINE | ID: mdl-29705063

ABSTRACT

State-of-the-art proteomics software routinely quantifies thousands of peptides per experiment with minimal need for manual validation or processing of data. For the emerging field of discovery lipidomics via liquid chromatography-tandem mass spectrometry (LC-MS/MS), comparably mature informatics tools do not exist. Here, we introduce LipiDex, a freely available software suite that unifies and automates all stages of lipid identification, reducing hands-on processing time from hours to minutes for even the most expansive datasets. LipiDex utilizes flexible in silico fragmentation templates and lipid-optimized MS/MS spectral matching routines to confidently identify and track hundreds of lipid species and unknown compounds from diverse sample matrices. Unique spectral and chromatographic peak purity algorithms accurately quantify co-isolation and co-elution of isobaric lipids, generating identifications that match the structural resolution afforded by the LC-MS/MS experiment. During final data filtering, ionization artifacts are removed to significantly reduce dataset redundancy. LipiDex interfaces with several LC-MS/MS software packages, enabling robust lipid identification to be readily incorporated into pre-existing data workflows.


Subject(s)
Lipids/analysis , Proteomics/methods , Tandem Mass Spectrometry/methods , Algorithms , Chromatography, Liquid/methods , Data Analysis , Peptides/analysis , Software
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