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1.
Philos Trans R Soc Lond B Biol Sci ; 378(1871): 20220033, 2023 02 27.
Article in English | MEDLINE | ID: mdl-36633275

ABSTRACT

Terpenoids represent the largest structural family of natural products (NPs) and have various applications in the pharmaceutical, food and fragrance industries. Their diverse scaffolds are generated via a multi-step cyclization cascade of linear isoprene substrates catalysed by terpene synthases (TPSs). Bisabolene NPs, which are sesquiterpenes (C15), have wide applications in medicines and biofuels and serve as bioactive substances in ecology. Despite the discovery of some canonical class I TPSs that synthesize bisabolenes from plants, bacteria and insects, it remained unknown whether any bisabolene synthases from fungi could produce bisabolenes as a main product. Antrodia cinnamomea, a Basidiomycota fungus, is a medicinal mushroom indigenous to Taiwan and a known prolific producer of bioactive terpenoids, but little is known regarding the enzymes involved in the biosynthetic pathways. Here, we applied a genome mining approach against A. cinnamomea and discovered two non-canonical UbiA-type TPSs that both synthesize (+)-(S,Z)-α-bisabolene (1). It was determined that two tailoring enzymes, a P450 monooxygenase and a methyltransferase, install a C14-methyl ester on the bisabolene scaffold. In addition, four new bisabolene derivatives, 2 and 4-6, were characterized from heterologous reconstitution in Saccharomyces cerevisiae. Our study uncovered enzymatic tools to generate structurally diverse bisabolene NPs. This article is part of the theme issue 'Reactivity and mechanism in chemical and synthetic biology'.


Subject(s)
Polyporales , Sesquiterpenes , Terpenes/metabolism , Fungi , Polyporales/metabolism , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism
2.
Angew Chem Int Ed Engl ; 62(9): e202215566, 2023 02 20.
Article in English | MEDLINE | ID: mdl-36583947

ABSTRACT

(-)-Antrocin (1), produced by the medicinal mushroom Antrodia cinnamomea, is a potent antiproliferative compound. The biosynthetic gene cluster of 1 was identified, and the pathway was characterized by heterologous expression. We characterized a haloacid dehalogenase-like terpene cyclase AncC that biosynthesizes the drimane-type sesquiterpene (+)-albicanol (2) from farnesyl pyrophosphate (FPP). Biochemical characterization of AncC, including kinetic studies and mutagenesis, demonstrated the functions of two domains: a terpene cyclase (TC) and a pyrophosphatase (PPase). The TC domain first cyclizes FPP to albicanyl pyrophosphate, and the PPase domain then removes the pyrophosphate to form 2. Intriguingly, AncA (94 % sequence identity to AncC), in the same gene cluster, converts FPP into (R)-trans-γ-monocyclofarnesol instead of 2. Notably, Y283/F375 in the TC domain of AncA serve as a gatekeeper in controlling the formation of a cyclofarnesoid rather than a drimane-type scaffold.


Subject(s)
Agaricales , Sesquiterpenes , Terpenes/metabolism , Diphosphates , Agaricales/metabolism , Antibodies, Antineutrophil Cytoplasmic , Kinetics , Sesquiterpenes/chemistry , Pyrophosphatases/metabolism , Multigene Family
3.
Front Immunol ; 13: 840388, 2022.
Article in English | MEDLINE | ID: mdl-35711441

ABSTRACT

Siglec-7 (sialic acid-binding immunoglobulin-like lectin 7) is an immune checkpoint-like glycan recognition protein on natural killer (NK) cells. Cancer cells often upregulate Siglec ligands to subvert immunosurveillance, but the molecular basis of Siglec ligands has been elusive. In this study, we investigated Siglec-7 ligands on chronic lymphocytic leukemia (CLL) B cells. CLL B cells express higher levels of Siglec-7 ligands compared with healthy donor B cells, and enzymatic removal of sialic acids or sialomucins makes them more sensitive to NK cell cytotoxicity. Gene knockout experiments have revealed that the sialyltransferase ST6GalNAc-IV is responsible for the biosynthesis of disialyl-T (Neu5Acα2-3Galß1-3[Neu5Acα2-6]GalNAcα1-), which is the glycotope recognized by Siglec-7, and that CD162 and CD45 are the major carriers of this glycotope on CLL B cells. Analysis of public transcriptomic datasets indicated that the low expression of GCNT1 (encoding core 2 GlcNAc transferase, an enzyme that competes against ST6GalNAc-IV) and high expression of ST6GALNAC4 (encoding ST6GalNAc-IV) in CLL B cells, together enhancing the expression of the disialyl-T glycotope, are associated with poor patient prognosis. Taken together, our results determined the molecular basis of Siglec-7 ligand overexpression that protects CLL B cells from NK cell cytotoxicity and identified disialyl-T as a potential prognostic marker of CLL.


Subject(s)
Leukemia, Lymphocytic, Chronic, B-Cell , B-Lymphocytes/metabolism , Humans , Killer Cells, Natural , Leukemia, Lymphocytic, Chronic, B-Cell/genetics , Ligands , Sialic Acid Binding Immunoglobulin-like Lectins/genetics , Sialic Acid Binding Immunoglobulin-like Lectins/metabolism
4.
Org Lett ; 24(22): 4064-4069, 2022 06 10.
Article in English | MEDLINE | ID: mdl-35617650

ABSTRACT

Piperazine-derived diazabicycles are privileged structures found in natural products and synthetic chemical entities, including therapeutic agents. Herein, we deciphered the biosynthesis of two unique classes of diazabicyclic alkaloids, fischerazines A-C. Notably, we characterized a multifunctional P450 monooxygenase NfiC that installs ortho-dihydroxyl groups on the dibenzyl-piperazines, in turn triggering a range of NfiC-catalyzed and spontaneous cyclization events.


Subject(s)
Alkaloids , Peptide Synthases , Cytochrome P-450 Enzyme System/chemistry , Peptide Synthases/chemistry , Piperazine
5.
Int J Mol Sci ; 21(19)2020 Oct 02.
Article in English | MEDLINE | ID: mdl-33023073

ABSTRACT

Protein phosphorylation can induce signal transduction to change sperm motility patterns during sperm capacitation. However, changes in the phosphorylation of sperm proteins in mice are still incompletely understood. Here, capacitation-related phosphorylation in mouse sperms were firstly investigated by label-free quantitative (LFQ) phosphoproteomics coupled with bioinformatics analysis using ingenuity pathway analysis (IPA) methods such as canonical pathway, upstream regulator, and network analysis. Among 1632 phosphopeptides identified at serine, threonine, and tyrosine residues, 1050 novel phosphosites, corresponding to 402 proteins, were reported. Gene heatmaps for IPA canonical pathways showed a novel role for GSK-3 in GP6 signaling pathways associated with capacitation for 60 min. At the same time, the reduction of the abundant isoform-specific GSK-3α expression was shown by western blot (WB) while the LFQ pY of this isoform slightly decreased and then increased. The combined results from WB and LFQ methods explain the less inhibitory phosphorylation of GSK-3α during capacitation and also support the predicted increases in its activity. In addition, pAKAP4 increased at the Y156 site but decreased at the Y811 site in a capacitated state, even though IPA network analysis and WB analysis for overall pAKAP revealed upregulated trends. The potential roles of GSK-3 and AKAP4 in fertility are discussed.


Subject(s)
A Kinase Anchor Proteins/genetics , Glycogen Synthase Kinase 3/genetics , Proteomics , Sperm Capacitation/genetics , Animals , Computational Biology , Gene Expression Regulation, Developmental/genetics , Male , Mice , Phosphoproteins/genetics , Phosphorylation/genetics , Signal Transduction/genetics , Spermatozoa/growth & development
6.
Angew Chem Int Ed Engl ; 59(32): 13537-13541, 2020 08 03.
Article in English | MEDLINE | ID: mdl-32343875

ABSTRACT

The 1,3-enyne moiety is commonly found in cyclohexanoid natural products produced by endophytic and plant pathogenic fungi. Asperpentyn (1) is a 1,3-enyne-containing cyclohexanoid terpenoid isolated from Aspergillus and Pestalotiopsis. The genetic basis and biochemical mechanism of 1,3-enyne biosynthesis in 1, and other natural products containing this motif, has remained enigmatic despite their potential ecological roles. Identified here is the biosynthetic gene cluster and characterization of two crucial enzymes in the biosynthesis of 1. A P450 monooxygenase that has a dual function, to first catalyze dehydrogenation of the prenyl chain to generate a cis-diene intermediate and then serve as an acetylenase to yield an alkyne moiety, and thus the 1,3-enyne, was discovered. A UbiA prenyltransferase was also characterized and it is unusual in that it favors transferring a five-carbon prenyl chain, rather than a polyprenyl chain, to a p-hydroxybenzoic acid acceptor.


Subject(s)
Alkynes/metabolism , Cytochrome P-450 Enzyme System/metabolism , Dimethylallyltranstransferase/metabolism , Fungal Proteins/metabolism , Terpenes/metabolism , Cytochrome P-450 Enzyme System/genetics , Dimethylallyltranstransferase/genetics , Fungal Proteins/genetics , Fungi/enzymology , Fungi/genetics , Fungi/metabolism , Molecular Structure , Multigene Family
7.
BMC Evol Biol ; 17(1): 228, 2017 11 23.
Article in English | MEDLINE | ID: mdl-29169316

ABSTRACT

BACKGROUND: Siglecs-11 and -16 are members of the sialic acid recognizing Ig-like lectin family, and expressed in same cells. Siglec-11 functions as an inhibitory receptor, whereas Siglec-16 exhibits activating properties. In humans, SIGLEC11 and SIGLEC16 gene sequences are extremely similar in the region encoding the extracellular domain due to gene conversions. Human SIGLEC11 was converted by the nonfunctional SIGLEC16P allele, and the converted SIGLEC11 allele became fixed in humans, possibly because it provides novel neuroprotective functions in brain microglia. However, the detailed evolutionary history of SIGLEC11 and SIGLEC16 in other primates remains unclear. RESULTS: We analyzed SIGLEC11 and SIGLEC16 gene sequences of multiple primate species, and examined glycan binding profiles of these Siglecs. The phylogenetic tree demonstrated that gene conversions between SIGLEC11 and SIGLEC16 occurred in the region including the exon encoding the sialic acid binding domain in every primate examined. Functional assays showed that glycan binding preference is similar between Siglec-11 and Siglec-16 in all analyzed hominid species. Taken together with the fact that Siglec-11 and Siglec-16 are expressed in the same cells, Siglec-11 and Siglec-16 are regarded as paired receptors that have maintained similar ligand binding preferences via gene conversions. Relaxed functional constraints were detected on the SIGLEC11 and SIGLEC16 exons that underwent gene conversions, possibly contributing to the evolutionary acceptance of repeated gene conversions. The frequency of nonfunctional SIGLEC16P alleles is much higher than that of SIGLEC16 alleles in every human population. CONCLUSIONS: Our findings indicate that Siglec-11 and Siglec-16 have been maintained as paired receptors by repeated gene conversions under relaxed functional constraints in the primate lineage. The high prevalence of the nonfunctional SIGLEC16P allele and the fixation of the converted SIGLEC11 imply that the loss of Siglec-16 and the gain of Siglec-11 in microglia might have been favored during the evolution of human lineage.


Subject(s)
Evolution, Molecular , Gene Conversion , Primates/genetics , Sialic Acid Binding Immunoglobulin-like Lectins/genetics , Animals , Humans , Phylogeny , Polysaccharides/metabolism , Receptors, Cell Surface/metabolism , Recombinant Proteins/metabolism , Time Factors
8.
J Clin Invest ; 127(8): 2982-2997, 2017 Aug 01.
Article in English | MEDLINE | ID: mdl-28691927

ABSTRACT

The tumor microenvironment plays an important role in tumor growth and metastasis. However, the mechanism by which tumor cells regulate the cell and non-cell constituents of surrounding stroma remains incompletely understood. Promyelocytic leukemia (PML) is a pleiotropic tumor suppressor, but its role in tumor microenvironment regulation is poorly characterized. PML is frequently downregulated in many cancer types, including lung cancer. Here, we identify a PML ubiquitination pathway that is mediated by WD repeat 4-containing cullin-RING ubiquitin ligase 4 (CRL4WDR4). Clinically, this PML degradation pathway is hyperactivated in lung cancer and correlates with poor prognosis. The WDR4/PML axis induces a set of cell-surface or secreted factors, including CD73, urokinase-type plasminogen activator receptor (uPAR), and serum amyloid A2 (SAA2), which elicit paracrine effects to stimulate migration, invasion, and metastasis in multiple lung cancer models. In xenograft and genetically engineered mouse models, the WDR4/PML axis elevates intratumoral Tregs and M2-like macrophages and reduces CD8+ T cells to promote lung tumor growth. These immunosuppressive effects were all reversed by CD73 blockade. Our study identifies WDR4 as an oncoprotein that negatively regulates PML via ubiquitination to promote lung cancer progression by fostering an immunosuppressive and prometastatic tumor microenvironment, suggesting the potential of immune-modulatory approaches for treating lung cancer with aberrant PML degradation.


Subject(s)
GTP-Binding Proteins/metabolism , Immune Tolerance , Leukemia, Promyelocytic, Acute/metabolism , Promyelocytic Leukemia Protein/metabolism , Tumor Microenvironment , Ubiquitination , A549 Cells , Animals , Cell Line, Tumor , Cell Movement , Disease Progression , HEK293 Cells , Humans , Lung Neoplasms/metabolism , Male , Mice , Mice, Inbred C57BL , Mice, Inbred NOD , Neoplasm Metastasis , Nuclear Proteins/genetics , Prognosis , RNA Interference , Tumor Suppressor Proteins/genetics
9.
Sci Rep ; 6: 29013, 2016 06 30.
Article in English | MEDLINE | ID: mdl-27357474

ABSTRACT

Methanogens have gained much attention for their metabolic product, methane, which could be an energy substitute but also contributes to the greenhouse effect. One factor that controls methane emission, reversible protein phosphorylation, is a crucial signaling switch, and phosphoproteomics has become a powerful tool for large-scale surveying. Here, we conducted the first phosphorylation-mediated regulation study in halophilic Methanohalophilus portucalensis FDF1(T), a model strain for studying stress response mechanisms in osmoadaptation. A shotgun approach and MS-based analysis identified 149 unique phosphoproteins. Among them, 26% participated in methanogenesis and osmolytes biosynthesis pathways. Of note, we uncovered that protein phosphorylation might be a crucial factor to modulate the pyrrolysine (Pyl) incorporation and Pyl-mediated methylotrophic methanogenesis. Furthermore, heterologous expression of glycine sarcosine N-methyltransferase (GSMT) mutant derivatives in the osmosensitive Escherichia coli MKH13 revealed that the nonphosphorylated T68A mutant resulted in increased salt tolerance. In contrast, mimic phosphorylated mutant T68D proved defective in both enzymatic activity and salinity tolerance for growth. Our study provides new insights into phosphorylation modification as a crucial role of both methanogenesis and osmoadaptation in methanoarchaea, promoting biogas production or reducing future methane emission in response to global warming and climate change.


Subject(s)
Archaeal Proteins/metabolism , Methane/biosynthesis , Methanosarcinaceae/physiology , Osmoregulation/physiology , Phosphoproteins/metabolism , Protein Processing, Post-Translational , Amino Acid Sequence , Betaine/metabolism , Global Warming , Glycine N-Methyltransferase/genetics , Glycine N-Methyltransferase/metabolism , Lysine/analogs & derivatives , Lysine/metabolism , Methanosarcinaceae/genetics , Methylation , Models, Molecular , Mutation, Missense , Phosphorylation , Point Mutation , Protein Conformation , Proteomics , Salt Tolerance/genetics , Salt Tolerance/physiology , Tandem Mass Spectrometry
10.
Data Brief ; 8: 304-7, 2016 Sep.
Article in English | MEDLINE | ID: mdl-27331106

ABSTRACT

This article presents data that were obtained through measuring the impact of the Min oscillation on membrane proteins in Escherichia coli by quantitative protemoics analysis. We isolated inner membranes from the wild-type and mutant strains to generate proteomics datasets based on NanoLC-nanoESI-MS/MS mass spectrometry using the isobaric tags for relative and absolute quantitation (iTRAQ) method. The datasets included the raw spectral files from four sample replicates and the processed files using Proteome Discoverer that contained a total of 40,072 MS/MS spectra with confident peptide identifier (FDR<0.01) and the peak intensity of the reporter ions. The data was further filtered, which resulted in an inner membrane proteome of unique proteins with quantitation. Proteins of interest, that show significant difference in protein abundance of the mutant membrane, were isolated through statistical filtering. The data is related to "Quantitative proteomics analysis reveals the Min system of Escherichia coli modulates reversible protein association with the inner membrane" (Lee et al., 2016 [1]).

11.
Mol Cell Proteomics ; 15(5): 1572-83, 2016 05.
Article in English | MEDLINE | ID: mdl-26889046

ABSTRACT

The Min system of Escherichia coli mediates placement of the division septum at the midcell. It oscillates from pole to pole to establish a concentration gradient of the division inhibition that is high at the poles but low at the midcell; the cell middle thereby becomes the most favorable site for division. Although Min oscillation is well studied from molecular and biophysical perspectives, it is still an enigma as to whether such a continuous, energy-consuming, and organized movement of the Min proteins would affect cellular processes other than the division site selection. To tackle this question, we compared the inner membrane proteome of the wild-type and Δmin strains using a quantitative approach. Forty proteins that showed differential abundance on the inner membrane of the mutant cells were identified and defined as proteins of interest (POIs). More than half of the POIs were peripheral membrane proteins, suggesting that the Min system affects mainly reversible protein association with the inner membrane. In addition, 6 out of 10 selected POIs directly interacted with at least one of the Min proteins, confirming the correlation between POIs and the Min system.Further analysis revealed a functional relationship between metabolism and the Min system. Metabolic enzymes accounted for 45% of the POIs, and there was a change of metabolites in the related reactions. We hypothesize that the Min system could alter the membrane location of proteins to modulate their enzymatic activity. Thus, the metabolic modulation in the Δmin mutant is likely an adaptive phenotype in cells of abnormal size and chromosome number due to an imbalanced abundance of proteins on the inner membrane. Taken together, the current work reports novel interactions of the Min system and reveals a global physiological impact of the Min system in addition to the division site placement.


Subject(s)
Cell Membrane/metabolism , Escherichia coli Proteins/genetics , Escherichia coli/metabolism , Proteomics/methods , Cell Division , Escherichia coli/genetics , Escherichia coli Proteins/metabolism , Gene Regulatory Networks , Metabolic Networks and Pathways , Mutation , Protein Interaction Maps
12.
Mol Cell Proteomics ; 15(1): 12-25, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26499836

ABSTRACT

Nosocomial infectious outbreaks caused by multidrug-resistant Acinetobacter baumannii have emerged as a serious threat to human health. Phosphoproteomics of pathogenic bacteria has been used to identify the mechanisms of bacterial virulence and antimicrobial resistance. In this study, we used a shotgun strategy combined with high-accuracy mass spectrometry to analyze the phosphoproteomics of the imipenem-susceptible strain SK17-S and -resistant strain SK17-R. We identified 410 phosphosites on 248 unique phosphoproteins in SK17-S and 285 phosphosites on 211 unique phosphoproteins in SK17-R. The distributions of the Ser/Thr/Tyr/Asp/His phosphosites in SK17-S and SK17-R were 47.0%/27.6%/12.4%/8.0%/4.9% versus 41.4%/29.5%/17.5%/6.7%/4.9%, respectively. The Ser-90 phosphosite, located on the catalytic motif S(88)VS(90)K of the AmpC ß-lactamase, was first identified in SK17-S. Based on site-directed mutagenesis, the nonphosphorylatable mutant S90A was found to be more resistant to imipenem, whereas the phosphorylation-simulated mutant S90D was sensitive to imipenem. Additionally, the S90A mutant protein exhibited higher ß-lactamase activity and conferred greater bacterial protection against imipenem in SK17-S compared with the wild-type. In sum, our results revealed that in A. baumannii, Ser-90 phosphorylation of AmpC negatively regulates both ß-lactamase activity and the ability to counteract the antibiotic effects of imipenem. These findings highlight the impact of phosphorylation-mediated regulation in antibiotic-resistant bacteria on future drug design and new therapies.


Subject(s)
Acinetobacter baumannii/drug effects , Bacterial Proteins/metabolism , Imipenem/pharmacology , Proteome/metabolism , Proteomics/methods , beta-Lactamases/metabolism , Acinetobacter baumannii/genetics , Acinetobacter baumannii/metabolism , Anti-Bacterial Agents/pharmacology , Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Binding Sites/genetics , Cross Infection/microbiology , Humans , Models, Molecular , Mutation , Phosphoproteins/metabolism , Phosphorylation , Protein Structure, Tertiary , Tandem Mass Spectrometry , beta-Lactam Resistance/drug effects , beta-Lactamases/chemistry , beta-Lactamases/genetics
13.
Dev Comp Immunol ; 53(1): 85-95, 2015 Nov.
Article in English | MEDLINE | ID: mdl-26112000

ABSTRACT

White spot syndrome virus (WSSV), the causative agent of white spot disease (WSD), is a serious and aggressive shrimp viral pathogen with a worldwide distribution. At the genome replication stage (12 hpi), WSSV induces a metabolic rerouting known as the invertebrate Warburg effect, which boosts the availability of energy and biosynthetic building blocks in the host cell. Here we show that unlike the lipogenesis that is seen in cancer cells that are undergoing the Warburg effect, at 12 hpi, all of the long chain fatty acids (LCFAs) were significantly decreased in the stomach cells of WSSV-infected shrimp. By means of this non-selective WSSV-induced lipolysis, the LCFAs were apparently diverted into ß-oxidation and used to replenish the TCA cycle. Conversely, at 24 hpi, when the Warburg effect had ceased, most of the LCFAs were significantly up-regulated and the composition was also significantly altered. In crayfish these changes were in a direction that appeared to favor the formation of WSSV virion particles. We also found that, at 24 hpi, but not at 12 hpi, the PI3K-Akt-mTOR-HIF1α pathway induced the expression of fatty acid synthase (FAS), an enzyme which catalyzes the conversion of acetyl-CoA into LCFAs. WSSV virion formation was impaired in the presence of the FAS inhibitor C75, although viral gene and viral DNA levels were unaffected. WSSV therefore appears to use the PI3K-Akt-mTOR pathway to induce lipid biosynthesis at 24 hpi in order to support viral morphogenesis.


Subject(s)
Energy Metabolism/physiology , Fatty Acids/biosynthesis , Fatty Acids/metabolism , Penaeidae/virology , White spot syndrome virus 1/metabolism , 4-Butyrolactone/analogs & derivatives , 4-Butyrolactone/pharmacology , Acetyl Coenzyme A/metabolism , Animals , Fatty Acid Synthases/antagonists & inhibitors , Fatty Acid Synthases/biosynthesis , Fatty Acids/genetics , Hypoxia-Inducible Factor 1, alpha Subunit/metabolism , Lipolysis/physiology , Phosphatidylinositol 3-Kinases/metabolism , Proto-Oncogene Proteins c-akt/metabolism , Signal Transduction , TOR Serine-Threonine Kinases/metabolism
14.
PLoS Pathog ; 10(6): e1004196, 2014 Jun.
Article in English | MEDLINE | ID: mdl-24945378

ABSTRACT

In this study, we used a systems biology approach to investigate changes in the proteome and metabolome of shrimp hemocytes infected by the invertebrate virus WSSV (white spot syndrome virus) at the viral genome replication stage (12 hpi) and the late stage (24 hpi). At 12 hpi, but not at 24 hpi, there was significant up-regulation of the markers of several metabolic pathways associated with the vertebrate Warburg effect (or aerobic glycolysis), including glycolysis, the pentose phosphate pathway, nucleotide biosynthesis, glutaminolysis and amino acid biosynthesis. We show that the PI3K-Akt-mTOR pathway was of central importance in triggering this WSSV-induced Warburg effect. Although dsRNA silencing of the mTORC1 activator Rheb had only a relatively minor impact on WSSV replication, in vivo chemical inhibition of Akt, mTORC1 and mTORC2 suppressed the WSSV-induced Warburg effect and reduced both WSSV gene expression and viral genome replication. When the Warburg effect was suppressed by pretreatment with the mTOR inhibitor Torin 1, even the subsequent up-regulation of the TCA cycle was insufficient to satisfy the virus's requirements for energy and macromolecular precursors. The WSSV-induced Warburg effect therefore appears to be essential for successful viral replication.


Subject(s)
Penaeidae/metabolism , Phosphatidylinositol 3-Kinases/metabolism , Proto-Oncogene Proteins c-akt/metabolism , TOR Serine-Threonine Kinases/metabolism , White spot syndrome virus 1/genetics , Amino Acids/biosynthesis , Amino Acids/metabolism , Animals , Citric Acid Cycle/genetics , Energy Metabolism/genetics , Glycolysis/genetics , Mechanistic Target of Rapamycin Complex 1 , Mechanistic Target of Rapamycin Complex 2 , Metabolome/genetics , Monomeric GTP-Binding Proteins/genetics , Multiprotein Complexes/antagonists & inhibitors , Multiprotein Complexes/genetics , Naphthyridines/pharmacology , Penaeidae/virology , Pentose Phosphate Pathway/genetics , Proteome/genetics , Proto-Oncogene Proteins c-akt/antagonists & inhibitors , TOR Serine-Threonine Kinases/antagonists & inhibitors , TOR Serine-Threonine Kinases/genetics , Virus Replication/genetics , White spot syndrome virus 1/metabolism
15.
Bioinformatics ; 30(13): 1908-16, 2014 Jul 01.
Article in English | MEDLINE | ID: mdl-24618467

ABSTRACT

MOTIVATION: Despite many attempts for algorithm development in recent years, automated identification of intact glycopeptides from LC-MS(2) spectral data is still a challenge in both sensitivity and precision. RESULTS: We implemented a supervised machine learning algorithm, Random Forest, in an automated workflow to identify N-glycopeptides using spectral features derived from ion trap-based LC-MS(2) data. The workflow streamlined high-confident N-glycopeptide spectral data and enabled adaptive model optimization with respect to different sampling strategies, training sample size and feature set. A critical evaluation of the features important for glycopeptide identification further facilitated effective feature selection for model improvement. Using split sample testing method from 577 high-confident N-glycopeptide spectral data, we demonstrated that an optimal true-positive rate, precision and false-positive rate of 73, 88 and 10%, respectively, can be attained for overall N-glycopeptide identification Availability and implementation: The workflow developed in this work and the application suite, Sweet-Heart, that the workflow supports for N-glycopeptide identification are available for download at http://sweet-heart.glycoproteomics.proteome.bc.sinica.edu.tw/.


Subject(s)
Glycopeptides/analysis , Mass Spectrometry/methods , Algorithms , Animals , Artificial Intelligence , Chromatography, High Pressure Liquid/methods , Glycopeptides/chemistry , Herpesvirus 2, Human/chemistry , Humans , Mice , Workflow
16.
Mol Cell Proteomics ; 12(10): 2701-13, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23828892

ABSTRACT

Thermus thermophilus HB27 is an extremely thermophilic eubacteria with a high frequency of natural competence. This organism is therefore often used as a thermophilic model to investigate the molecular basis of type IV pili-mediated functions, such as the uptake of free DNA, adhesion, twitching motility, and biofilm formation, in hot environments. In this study, the phosphoproteome of T. thermophilus HB27 was analyzed via a shotgun approach and high-accuracy mass spectrometry. Ninety-three unique phosphopeptides, including 67 in vivo phosphorylated sites on 53 phosphoproteins, were identified. The distribution of Ser/Thr/Tyr phosphorylation sites was 57%/36%/7%. The phosphoproteins were mostly involved in central metabolic pathways and protein/cell envelope biosynthesis. According to this analysis, the ATPase motor PilF, a type IV pili-related component, was first found to be phosphorylated on Thr-368 and Ser-372. Through the point mutation of PilF, mimic phosphorylated mutants T368D and S372E resulted in nonpiliated and nontwitching phenotypes, whereas nonphosphorylated mutants T368V and S372A displayed piliation and twitching motility. In addition, mimic phosphorylated mutants showed elevated biofilm-forming abilities with a higher initial attachment rate, caused by increasing exopolysaccharide production. In summary, the phosphorylation of PilF might regulate the pili and biofilm formation associated with exopolysaccharide production.


Subject(s)
Biofilms/growth & development , Fimbriae Proteins/physiology , Fimbriae, Bacterial/physiology , Phosphoproteins/physiology , Thermus thermophilus/physiology , Biopolymers/metabolism , Escherichia coli/genetics , Phosphopeptides/physiology , Phosphorylation , Polysaccharides/metabolism , Proteomics
17.
J Proteomics ; 84: 1-16, 2013 Jun 12.
Article in English | MEDLINE | ID: mdl-23568021

ABSTRACT

High efficiency identification of intact glycopeptides from a shotgun glycoproteomic LC-MS(2) dataset remains problematic. The prevalent mode of identifying the de-N-glycosylated peptides is littered with false positives and addresses only the issue of site occupancy. Here, we present Sweet-Heart, a computational tool set developed to tackle the heart of the problems in MS(2) sequencing of glycopeptide. It accepts low resolution and low accuracy ion trap MS(2) data, filters for glycopeptides, couples knowledge-based de novo interpretation of glycosylation-dependent fragmentation pattern with protein database search, and uses machine-learning algorithm to score the computed glyco and peptide combinations. Higher ranking candidates are then compiled into a list of MS(2)/MS(3) entries to drive subsequent rounds of targeted MS(3) sequencing of putative peptide backbone, allowing its validation by database search in a fully automated fashion. With additional fishing out of all related glycoforms and final data integration, the platform proves to be sufficiently sensitive and selective, conducive to novel glycosylation discovery, and robust enough to discriminate, among others, N-glycolyl neuraminic acid/fucose from N-acetyl neuraminic acid/hexose. A critical appraisal of its computing performance shows that Sweet-Heart allows high sensitivity comprehensive mapping of site-specific glycosylation for isolated glycoproteins and facilitates analysis of glycoproteomic data. BIOLOGICAL SIGNIFICANCE: The biological relevance of protein site-specific glycosylation cannot be meaningfully addressed without first defining its pattern by direct analysis of glycopeptides. Sweet-Heart is a novel suite of computational tools allowing for automated analysis of mass spectrometry-based glycopeptide sequencing data. It is developed to accept ion trap MS2/MS3 data and uses a machine learning algorithm to score and rank the candidate peptide core and glycosyl substituent combinations. By eliminating the need for manual, labor-intensive, and subjective data interpretation, it facilitates high throughput shotgun glycoproteomic data analysis and is conducive to identification of unanticipated glycosylation, as demonstrated here with a recombinant EGFR.


Subject(s)
Databases, Protein , Glycoproteins/genetics , Sequence Analysis, Protein/instrumentation , Sequence Analysis, Protein/methods , Animals , Cattle , Glycoproteins/chemistry , Glycosylation , Mice , Proteomics/instrumentation , Proteomics/methods
18.
J Proteome Res ; 12(5): 2138-50, 2013 May 03.
Article in English | MEDLINE | ID: mdl-23517121

ABSTRACT

Although stable isotope labeling by amino acids in cell culture (SILAC)-based quantitative proteomics was first developed as a cell culture-based technique, stable isotope-labeled amino acids have since been successfully introduced in vivo into select multicellular model organisms by manipulating the feeding diets. An earlier study by others has demonstrated that heavy lysine labeled Drosophila melanogaster can be derived by feeding with an exclusive heavy lysine labeled yeast diet. In this work, we have further evaluated the use of heavy lysine and/or arginine for metabolic labeling of fruit flies, with an aim to determine its respective quantification accuracy and versatility. In vivo conversion of heavy lysine and/or heavy arginine to several nonessential amino acids was observed in labeled flies, leading to distorted isotope pattern and underestimated heavy to light ratio. These quantification defects can nonetheless be rectified at protein level using the normalization function. The only caveat is that such a normalization strategy may not be suitable for every biological application, particularly when modified peptides need to be individually quantified at peptide level. In such cases, we showed that peptide ratios calculated from the summed intensities of all isotope peaks are less affected by the heavy amino acid conversion and therefore less sequence-dependent and more reliable. Applying either the single Lys8 or double Lys6/Arg10 metabolic labeling strategy to flies, we quantitatively mapped the proteomic changes during the onset of metamorphosis and upon amino acid deprivation. The expression of a number of steroid hormone 20-hydroxyecdysone regulated proteins was found to be changed significantly during larval-pupa transition, while several subunits of the V-ATPase complex and components regulating actomyosin were up-regulated under starvation-induced autophagy conditions.


Subject(s)
Amino Acids/metabolism , Drosophila Proteins/metabolism , Drosophila melanogaster/metabolism , Proteome/metabolism , Amino Acids/chemistry , Animals , Drosophila Proteins/chemistry , Drosophila melanogaster/growth & development , Fat Body/growth & development , Fat Body/metabolism , Food Deprivation , Isotope Labeling/methods , Male , Metamorphosis, Biological , Proteome/chemistry , Proteomics , Pupa/growth & development , Pupa/metabolism , Stress, Physiological , Tandem Mass Spectrometry
19.
FEBS J ; 280(2): 476-88, 2013 Jan.
Article in English | MEDLINE | ID: mdl-22780963

ABSTRACT

To date our understanding of Drosophila receptor protein tyrosine phosphatases (R-PTPs) in the regulation of signal transduction is limited. Of the seven R-PTPs identified in flies, six are involved in the axon guidance that occurs during embryogenesis. However, whether and how R-PTPs may control key steps of Drosophila development is not clear. In this study we investigated the potential role of Drosophila R-PTPs in developmental processes outside the neuronal system and beyond the embryogenesis stage. Through systematic data mining of available microarray databases, we found the mRNA level of PTP52F to be highly enriched in the midgut of flies at the larva-pupa transition. This finding was confirmed by gut tissue staining with a specific antibody. The unique spatiotemporal expression of PTP52F suggests that it is possibly involved in regulating metamorphosis during the transformation from larva to pupa. To test this hypothesis, we employed RNA interference to examine the defects of transgenic flies. We found that ablation of endogenous PTP52F led to high lethality characterized by the pharate adult phenotype, occurring due to post pupal eclosion failure. These results show that PTP52F plays an indispensable role during the larva-pupa transition. We also found that PTP52F could be reclassified as a member of the subtype R3 PTPs instead of as an unclassified R-PTP without a human ortholog, as suggested previously. Together, these findings suggest that Drosophila R-PTPs may control metamorphosis and other biological processes beyond our current knowledge.


Subject(s)
Drosophila Proteins/genetics , Drosophila melanogaster/genetics , Gastrointestinal Tract/metabolism , Protein Tyrosine Phosphatases/genetics , Animals , Animals, Genetically Modified , Cell Line , Drosophila Proteins/metabolism , Drosophila melanogaster/enzymology , Drosophila melanogaster/growth & development , Female , Gastrointestinal Tract/enzymology , Gastrointestinal Tract/growth & development , Gene Expression Profiling , Gene Expression Regulation, Developmental , Genes, Lethal/genetics , Immunoblotting , Larva/enzymology , Larva/genetics , Larva/growth & development , Male , Microscopy, Confocal , Mutation , Oligonucleotide Array Sequence Analysis/statistics & numerical data , Protein Tyrosine Phosphatases/metabolism , Pupa/enzymology , Pupa/genetics , Pupa/growth & development , RNA Interference , RNA, Messenger/genetics , RNA, Messenger/metabolism , Time Factors
20.
J Proteome Res ; 7(3): 1055-66, 2008 Mar.
Article in English | MEDLINE | ID: mdl-18281928

ABSTRACT

Recent biochemical and genetic approaches have clearly defined the functional role of critical components in tyrosine phosphorylation-dependent signal transduction. These signaling modulators often exhibit evolutionarily conserved functions across various species. It has been proposed that if protein tyrosine kinases (PTKs), protein tyrosine phosphatases (PTPs), and thousands of their substrates could be identified and characterized, it would significantly advance our understanding of the underlying mechanisms that control animal development and physiological homeostasis. The fruit fly Drosophila melanogester has been used extensively as a model organism for investigating the developmental processes, but the state of its tyrosine phosphorylation is poorly characterized. In the current study, we used advanced mass spectrometry (MS)-based shotgun analyses to profile the tyrosine phosphoproteome of Drosophila S2 cells. Using immunoaffinity isolation of the phosphotyrosine (pTyr) subproteome from cells treated with pervanadate followed by enrichment of phosphopeptides, we identified 562 nonredundant pTyr sites in 245 proteins. Both this predefined pTyr proteome subset and the total cell lysates were then used as sample sources to identify potential substrates of dPTP61F, the smallest member in terms of amino acid number and molecular weight in the Drosophila PTP family and the ortholog of human PTP1B and T Cell-PTP, by substrate trapping. In total, 20 unique proteins were found to be specifically associated with the trapping mutant form of dPTP61F, eluted by vanadate (VO4(3-)), and identified by MS analyses. Among them, 16 potential substrates were confirmed as tyrosine phosphorylated proteins, including a receptor PTK PDGF/VEGF receptor, a cytosolic PTK Abl, and several components of SCAR/WAVE complex, which may work in coordination to control actin dynamics. Thus, our data suggest that dPTP61F plays a central role in counteracting PTK-mediated signaling pathways as well as in regulating actin reorganization and remodeling through tyrosine dephosphorylation of critical substrates in Drosophila cells.


Subject(s)
Mass Spectrometry/methods , Phosphoproteins/metabolism , Protein Tyrosine Phosphatases/metabolism , Proteomics , Amino Acid Sequence , Animals , Drosophila , Molecular Sequence Data , Phosphoproteins/chemistry , Phosphorylation , Protein Tyrosine Phosphatases/chemistry , Substrate Specificity
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