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1.
J Pain ; 18(10): 1253-1269, 2017 10.
Article in English | MEDLINE | ID: mdl-28652204

ABSTRACT

Intervertebral disc degeneration (DD) is a cause of low back pain (LBP) in some individuals. However, although >30% of adults have DD, LBP only develops in a subset of individuals. To gain insight into the mechanisms underlying nonpainful versus painful DD, human cerebrospinal fluid (CSF) was examined using differential expression shotgun proteomic techniques comparing healthy control participants, subjects with nonpainful DD, and patients with painful DD scheduled for spinal fusion surgery. Eighty-eight proteins were detected, 27 of which were differentially expressed. Proteins associated with DD tended to be related to inflammation (eg, cystatin C) regardless of pain status. In contrast, most differentially expressed proteins in DD-associated chronic LBP patients were linked to nerve injury (eg, hemopexin). Cystatin C and hemopexin were selected for further examination using enzyme-linked immunosorbent assay in a larger cohort. While cystatin C correlated with DD severity but not pain or disability, hemopexin correlated with pain intensity, physical disability, and DD severity. This study shows that CSF can be used to study mechanisms underlying painful DD in humans, and suggests that while painful DD is associated with nerve injury, inflammation itself is not sufficient to develop LBP. PERSPECTIVE: CSF was examined for differential protein expression in healthy control participants, pain-free adults with asymptomatic intervertebral DD, and LBP patients with painful intervertebral DD. While DD was related to inflammation regardless of pain status, painful degeneration was associated with markers linked to nerve injury.


Subject(s)
Intervertebral Disc Degeneration/cerebrospinal fluid , Low Back Pain/cerebrospinal fluid , Peripheral Nerve Injuries/cerebrospinal fluid , Proteome , Adult , Aged , Biomarkers/cerebrospinal fluid , Cross-Sectional Studies , Cystatin C/cerebrospinal fluid , Female , Hemopexin/cerebrospinal fluid , Humans , Inflammation/cerebrospinal fluid , Inflammation/complications , Intervertebral Disc Degeneration/complications , Intervertebral Disc Degeneration/immunology , Low Back Pain/complications , Low Back Pain/immunology , Male , Middle Aged , Peripheral Nerve Injuries/complications , Peripheral Nerve Injuries/immunology , Proteomics , Young Adult
2.
BMC Med Genomics ; 8: 35, 2015 Jul 01.
Article in English | MEDLINE | ID: mdl-26130076

ABSTRACT

BACKGROUND: Small ncRNAs (sncRNAs) offer great hope as biomarkers of disease and response to treatment. This has been highlighted in the context of several medical conditions such as cancer, liver disease, cardiovascular disease, and central nervous system disorders, among many others. Here we assessed several steps involved in the development of an ncRNA biomarker discovery pipeline, ranging from sample preparation to bioinformatic processing of small RNA sequencing data. METHODS: A total of 45 biological samples were included in the present study. All libraries were prepared using the Illumina TruSeq Small RNA protocol and sequenced using the HiSeq2500 or MiSeq Illumina sequencers. Small RNA sequencing data was validated using qRT-PCR. At each stage, we evaluated the pros and cons of different techniques that may be suitable for different experimental designs. Evaluation methods included quality of data output in relation to hands-on laboratory time, cost, and efficiency of processing. RESULTS: Our results show that good quality sequencing libraries can be prepared from small amounts of total RNA and that varying degradation levels in the samples do not have a significant effect on the overall quantification of sncRNAs via NGS. In addition, we describe the strengths and limitations of three commercially available library preparation methods: (1) Novex TBE PAGE gel; (2) Pippin Prep automated gel system; and (3) AMPure XP beads. We describe our bioinformatics pipeline, provide recommendations for sequencing coverage, and describe in detail the expression and distribution of all sncRNAs in four human tissues: whole-blood, brain, heart and liver. CONCLUSIONS: Ultimately this study provides tools and outcome metrics that will aid researchers and clinicians in choosing an appropriate and effective high-throughput sequencing quantification method for various study designs, and overall generating valuable information that can contribute to our understanding of small ncRNAs as potential biomarkers and mediators of biological functions and disease.


Subject(s)
High-Throughput Nucleotide Sequencing/methods , MicroRNAs/genetics , Sequence Analysis, RNA/methods , Computational Biology , Genetic Markers/genetics , Humans , Organ Specificity , Quality Control , Transcriptome
3.
Genome Biol Evol ; 4(12): 1391-406, 2012.
Article in English | MEDLINE | ID: mdl-23221610

ABSTRACT

Chlorarachniophytes are unicellular marine algae with plastids (chloroplasts) of secondary endosymbiotic origin. Chlorarachniophyte cells retain the remnant nucleus (nucleomorph) and cytoplasm (periplastidial compartment, PPC) of the green algal endosymbiont from which their plastid was derived. To characterize the diversity of nucleus-encoded proteins targeted to the chlorarachniophyte plastid, nucleomorph, and PPC, we isolated plastid-nucleomorph complexes from the model chlorarachniophyte Bigelowiella natans and subjected them to high-pressure liquid chromatography-tandem mass spectrometry. Our proteomic analysis, the first of its kind for a nucleomorph-bearing alga, resulted in the identification of 324 proteins with 95% confidence. Approximately 50% of these proteins have predicted bipartite leader sequences at their amino termini. Nucleus-encoded proteins make up >90% of the proteins identified. With respect to biological function, plastid-localized light-harvesting proteins were well represented, as were proteins involved in chlorophyll biosynthesis. Phylogenetic analyses revealed that many, but by no means all, of the proteins identified in our proteomic screen are of apparent green algal ancestry, consistent with the inferred evolutionary origin of the plastid and nucleomorph in chlorarachniophytes.


Subject(s)
Algal Proteins/metabolism , Cercozoa/chemistry , Proteome/chemistry , Algal Proteins/chemistry , Cell Nucleus/metabolism , Cercozoa/metabolism , Chlorophyll/biosynthesis , Chloroplasts/metabolism , Photosynthesis , Phylogeny , Protein Sorting Signals , Protein Transport , Proteome/metabolism , Proteomics
4.
Mol Cell Proteomics ; 11(11): 1365-77, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22915823

ABSTRACT

After their formation at the cell surface, phagosomes become fully functional through a complex maturation process involving sequential interactions with various intracellular organelles. In the last decade, series of data indicated that some of the phagosome functional properties occur in specialized membrane microdomains. The molecules associated with membrane microdomains, as well as the organization of these structures during phagolysosome biogenesis are largely unknown. In this study, we combined proteomics and bioinformatics analyses to characterize the dynamic association of proteins to maturing phagosomes. Our data indicate that groups of proteins shuffle from detergent-soluble to detergent-resistant membrane microdomains during maturation, supporting a model in which the modulation of the phagosome functional properties involves an important reorganization of the phagosome proteome by the coordinated spatial segregation of proteins.


Subject(s)
Evolution, Molecular , Lysosomes/metabolism , Membrane Microdomains/metabolism , Phagosomes/metabolism , Proteomics/methods , Animals , Cell Line , Detergents/pharmacology , Lysosomes/drug effects , Membrane Microdomains/drug effects , Mice , Peptides/metabolism , Phagosomes/drug effects , Proteome/metabolism , Reproducibility of Results , Sequence Homology, Amino Acid , Time Factors
5.
Biochim Biophys Acta ; 1821(3): 405-15, 2012 Mar.
Article in English | MEDLINE | ID: mdl-21840418

ABSTRACT

Inflammation is a major factor underlying acute coronary syndromes (ACS). HDL particles may be remodeled, becoming functionally defective, under the inflammatory conditions seen in ACS. Shotgun proteomics was used to monitor changes in the HDL proteome between male age-matched control, stable CAD, and ACS subjects (n=10/group). HDL was isolated by ultracentrifugation and separated by 1D-gel followed by LC-MS/MS. We identified 67 HDL-associated proteins, 20 of which validated recently identified proteins including vitronectin and complement C4B, and 5 of which were novel. Using gene ontology analysis, we found that the HDL-proteome consisted of proteins involved in cholesterol homeostasis (~50%), with significant contributions by proteins involved in lipid binding, antioxidant, acute-phase response, immune response, and endopeptidase/protease inhibition. Importantly, levels of apoA-IV were significantly reduced in ACS patients, whereas levels of serum amyloid A (SAA) and complement C3 (C3) were significantly increased (spectral counting; t-test p≤0.05), as confirmed by immunoblot or ELISA. Despite differences in protein composition, ABCA1, ABCG1, and SR-BI mediated cholesterol efflux assays did not indicate that HDL from ACS patients is functionally deficient as compared to controls, when corrected for apoA-I mass. Our results support that the HDL proteome differs between control, CAD and ACS patients. Increased abundance of SAA, C3, and other inflammatory proteins in HDL from ACS patients suggests that HDL reflects a shift to an inflammatory profile which, in turn, might alter the protective effects of HDL on the atherosclerotic plaque. This article is part of a Special Issue entitled Advances in High Density Lipoprotein Formation and Metabolism: A Tribute to John F. Oram (1945-2010).


Subject(s)
Acute Coronary Syndrome/blood , Blood Proteins/metabolism , Inflammation/blood , Lipoproteins, HDL/blood , Proteome/metabolism , Adult , Aged , Case-Control Studies , Cell Line , Cholesterol/blood , Cholesterol/metabolism , Coronary Artery Disease/blood , Humans , Male , Middle Aged
6.
Nat Biotechnol ; 29(10): 922-7, 2011 Oct 02.
Article in English | MEDLINE | ID: mdl-21964414

ABSTRACT

Thermostable enzymes and thermophilic cell factories may afford economic advantages in the production of many chemicals and biomass-based fuels. Here we describe and compare the genomes of two thermophilic fungi, Myceliophthora thermophila and Thielavia terrestris. To our knowledge, these genomes are the first described for thermophilic eukaryotes and the first complete telomere-to-telomere genomes for filamentous fungi. Genome analyses and experimental data suggest that both thermophiles are capable of hydrolyzing all major polysaccharides found in biomass. Examination of transcriptome data and secreted proteins suggests that the two fungi use shared approaches in the hydrolysis of cellulose and xylan but distinct mechanisms in pectin degradation. Characterization of the biomass-hydrolyzing activity of recombinant enzymes suggests that these organisms are highly efficient in biomass decomposition at both moderate and high temperatures. Furthermore, we present evidence suggesting that aside from representing a potential reservoir of thermostable enzymes, thermophilic fungi are amenable to manipulation using classical and molecular genetics.


Subject(s)
Ascomycota/genetics , Biomass , Genome, Fungal/genetics , Genomics/methods , Temperature , Ascomycota/enzymology , Ascomycota/growth & development , Biodegradation, Environmental , Fungal Proteins/genetics , Fungal Proteins/metabolism , Gene Expression Regulation, Fungal , Hydrolysis , Medicago sativa/metabolism , Models, Genetic , Molecular Sequence Data , Phylogeny , Polysaccharides/metabolism , Proteome/genetics , RNA, Messenger/genetics , RNA, Messenger/metabolism , Transcription, Genetic
7.
Proteomics ; 11(5): 854-64, 2011 Mar.
Article in English | MEDLINE | ID: mdl-21280226

ABSTRACT

The essential roles of the endovacuolar system in health and disease call for the development of new tools allowing a better understanding of the complex molecular machinery involved in endocytic processes. We took advantage of the floating properties of small latex beads (sLB) on a discontinuous sucrose gradient to isolate highly purified endosomes following internalization of small latex beads in J774 macrophages and bone marrow-derived dendritic cells (DC). We particularly focused on the isolation of macrophages early endosomes and late endosomes/lysosomes (LE/LYS) as well as the isolation of LE/LYS from immature and lipopolysaccharide-activated (mature) DC. We subsequently performed a comparative analysis of their respective protein contents by MS. As expected, proteins already known to localize to the early endosomes were enriched in the earliest fraction of J774 endosomes, while proteins known to accumulate later in the process, such as hydrolases, were significantly enriched in the LE/LYS preparations. We next compared the LE/LYS protein contents of immature DC and mature DC, which are known to undergo massive reorganization leading to potent immune activation. The differences between the protein contents of endocytic organelles from macrophages and DC were underlined by focusing on previously poorly characterized biochemical pathways, which could have an unexpected but important role in the endosomal functions of these highly relevant immune cell types.


Subject(s)
Dendritic Cells/cytology , Endosomes/metabolism , Macrophages/cytology , Proteins/metabolism , Proteome/metabolism , Animals , Bone Marrow/immunology , Bone Marrow/metabolism , Cell Fractionation/methods , Cell Line , Centrifugation, Density Gradient , Dendritic Cells/drug effects , Dendritic Cells/immunology , Dendritic Cells/metabolism , Endocytosis/drug effects , Endocytosis/immunology , Endosomes/chemistry , Endosomes/immunology , Lipopolysaccharides/pharmacology , Lysosomes/chemistry , Lysosomes/immunology , Lysosomes/metabolism , Macrophages/drug effects , Macrophages/immunology , Macrophages/metabolism , Male , Mice , Microspheres , Phagosomes/immunology , Phagosomes/metabolism , Proteins/analysis , Proteins/classification , Proteins/immunology , Proteome/analysis , Proteome/classification , Proteome/immunology , Sucrose/chemistry
8.
Article in English | MEDLINE | ID: mdl-21096469

ABSTRACT

Quantitative proteomic experiments use algorithms to estimate peptide abundances from spectra. The efficacy of these algorithms is usually tested against a contrived mixture of proteins. However, the numerous error sources in mass spectrometry based proteomics experiments must be accounted for to evaluate novel algorithms in an unbiased manner. We set out to examine how to best utilize a set of calibration data for this purpose. We demonstrated that calibration data will have substantial noise whose magnitude depends on whether comparisons are made within or across experiments. We then propose a novel method of testing algorithms that uses the natural isotopic envelope of peptides to minimize measurement noise. We show that the variability of isotopic peptide ratios is an order of magnitude lower with this approach than with typical standard protein mixtures. We conclude by demonstrating the usefulness of this new technique in the analysis of typical peak picking algorithms.


Subject(s)
Algorithms , Mass Spectrometry/methods , Peptides/analysis , Peptides/chemistry , Databases, Protein , Isotope Labeling , Reproducibility of Results
9.
Biochim Biophys Acta ; 1804(9): 1869-81, 2010 Sep.
Article in English | MEDLINE | ID: mdl-20576523

ABSTRACT

The transitional endoplasmic reticulum (tER) is composed of both rough and smooth ER membranes and thus participates in functions attributed to both these two subcellular compartments. In this paper we have compared the protein composition of tER isolated from dissected liver tumor nodules of aflatoxin B1-treated rats with that of tER from control liver. Tandem mass spectrometry (MS), peptide counts and immunoblot validation were used to identify and determine the relative expression level of proteins. Inhibitors of apoptosis (i.e. PGRMC1, tripeptidyl peptidase II), proteins involved in ribosome biogenesis (i.e. nucleophosmin, nucleolin), proteins involved in translation (i.e. eEF-2, and subunits of eIF-3), proteins involved in ubiquitin metabolism (i.e. proteasome subunits, USP10) and proteins involved in membrane traffic (i.e. SEC13-like 1, SEC23B, dynactin 1) were found overexpressed in tumor tER. Transcription factors (i.e. Pur-beta, BTF3) and molecular targets for C-Myc and NF-kappa B were observed overexpressed in tER from tumor nodules. Down-regulated proteins included cytochrome P450 proteins and enzymes involved in fatty acid metabolism and in steroid metabolism. Unexpectedly expression of the protein folding machinery (i.e. calreticulin) and proteins of the MHC class I peptide-loading complex did not change. Proteins of unknown function were detected in association with the tER and the novel proteins showing differential expression are potential new tumor markers. In many cases differential expression of proteins in tumor tER was comparable to that of corresponding genes reported in the Oncomine human database. Thus the molecular profile of tumor tER is different and this may confer survival advantage to tumor cells in cancer.


Subject(s)
Biomarkers, Tumor/metabolism , Carcinoma, Hepatocellular/metabolism , Endoplasmic Reticulum/metabolism , Liver Neoplasms/metabolism , Organelles/metabolism , Proteome/analysis , Aflatoxin B1/toxicity , Animals , Carcinoma, Hepatocellular/chemically induced , Endoplasmic Reticulum/ultrastructure , Humans , Liver Neoplasms/chemically induced , Male , Poisons/toxicity , Rats , Rats, Inbred F344 , Tandem Mass Spectrometry
10.
Bioinformatics ; 26(1): 98-103, 2010 Jan 01.
Article in English | MEDLINE | ID: mdl-19892804

ABSTRACT

MOTIVATION: Labeling techniques are being used increasingly to estimate relative protein abundances in quantitative proteomic studies. These techniques require the accurate measurement of correspondingly labeled peptide peak intensities to produce high-quality estimates of differential expression ratios. In mass spectrometers with counting detectors, the measurement noise varies with intensity and consequently accuracy increases with the number of ions detected. Consequently, the relative variability of peptide intensity measurements varies with intensity. This effect must be accounted for when combining information from multiple peptides to estimate relative protein abundance. RESULTS: We examined a variety of algorithms that estimate protein differential expression ratios from multiple peptide intensity measurements. Algorithms that account for the variation of measurement error with intensity were found to provide the most accurate estimates of differential abundance. A simple Sum-of-Intensities algorithm provided the best estimates of true protein ratios of all algorithms tested.


Subject(s)
Algorithms , Isotope Labeling/methods , Peptide Mapping/methods , Proteins/analysis , Proteins/chemistry , Amino Acid Sequence , Molecular Sequence Data , Sensitivity and Specificity
11.
J Proteome Res ; 8(5): 2173-85, 2009 May.
Article in English | MEDLINE | ID: mdl-19284786

ABSTRACT

The lack of serum biomarkers for head and neck carcinoma limits early diagnosis, monitoring of advanced disease, and prediction of relapses in patients. We conducted a comprehensive proteomics study on serum from mice bearing orthotopic human oral squamous cell carcinomas (OSCC) with distinct invasive phenotypes. Matched established cell lines were transplanted orthotopically into tongues of RAG-2/gamma(c) mice and mouse serum was analyzed by 2-dimensional-differential gel electrophoresis(2D-DIGE)/liquid chromatography (LC)-MS/MS and by online 2D-LC-MS/MS of iTRAQ labeled samples. We identified several serum proteins as being differentially expressed between control and cancer-bearing mice and between noninvasive and invasive cancer (p<0.05). Differentially expressed proteins of human origin included the epidermal growth factor receptor (EGFR), cytokeratins, G-protein coupled receptor 87, Rab11 GTPase, PDZ-domain containing proteins, and PEST-containing nuclear proteins. Identified proteins of mouse origin included clusterin, titin, vitronectin, vitamin D-binding protein, hemopexin, and kininogen I. The levels of serum and cell secreted EGFR were further validated to match proteomic data regarding the inverse correlation with the invasive phenotype. In summary, we report a comprehensive patient-based proteomics approach for the identification of potential serum biomarkers for OSCC using an orthotopic xenograft mouse model.


Subject(s)
Biomarkers, Tumor/blood , Blood Proteins/analysis , Carcinoma, Squamous Cell/blood , Mouth Neoplasms/blood , Proteomics/methods , Aged , Amino Acid Sequence , Animals , Blood Proteins/isolation & purification , Carcinoma, Squamous Cell/metabolism , Carcinoma, Squamous Cell/pathology , Chromatography, Liquid , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Electrophoresis, Gel, Two-Dimensional , ErbB Receptors/blood , Humans , Immunocompromised Host , Male , Mass Spectrometry , Mice , Mice, Knockout , Middle Aged , Molecular Sequence Data , Mouth Neoplasms/metabolism , Mouth Neoplasms/pathology , Neoplasms, Experimental/blood , Neoplasms, Experimental/metabolism , Neoplasms, Experimental/pathology , Transplantation, Heterologous , Tumor Cells, Cultured
12.
Mol Cell Proteomics ; 7(4): 697-715, 2008 Apr.
Article in English | MEDLINE | ID: mdl-18156134

ABSTRACT

Macrophages are immune cells that function in the clearance of infectious particles. This process involves the engulfment of microbes into phagosomes where these particles are lysed and degraded. In the current study, we used a large scale quantitative proteomics approach to analyze the changes in protein abundance induced on phagosomes by interferon-gamma (IFN-gamma), an inflammatory cytokine that activates macrophages. Our analysis identified 167 IFN-gamma-modulated proteins on phagosomes of which more than 90% were up-regulated. The list of phagosomal proteins regulated by IFN-gamma includes proteins expected to alter phagosome maturation, enhance microbe degradation, trigger the macrophage immune response, and promote antigen loading on major histocompatibility complex (MHC) class I molecules. A dynamic analysis of IFN-gamma-sensitive proteins by Western blot indicated that newly formed phagosomes display a delayed proteolytic activity coupled to an increased recruitment of the MHC class I peptide-loading complex. These phagosomal conditions may favor antigen presentation by MHC class I molecules on IFN-gamma-activated macrophages.


Subject(s)
Interferon-gamma/pharmacology , Macrophages/immunology , Phagosomes/immunology , Proteome/analysis , Proteomics/methods , Animals , Cell Line , Chromatography, Liquid , Cross-Priming/drug effects , Electrophoresis, Gel, Two-Dimensional , Histocompatibility Antigens Class I/immunology , Mass Spectrometry , Mice , Phagosomes/chemistry , Phagosomes/drug effects
13.
Nat Med ; 9(7): 893-9, 2003 Jul.
Article in English | MEDLINE | ID: mdl-12778138

ABSTRACT

Conformational conversion of proteins in disease is likely to be accompanied by molecular surface exposure of previously sequestered amino-acid side chains. We found that induction of beta-sheet structures in recombinant prion proteins is associated with increased solvent accessibility of tyrosine. Antibodies directed against the prion protein repeat motif, tyrosine-tyrosine-arginine, recognize the pathological isoform of the prion protein but not the normal cellular isoform, as assessed by immunoprecipitation, plate capture immunoassay and flow cytometry. Antibody binding to the pathological epitope is saturable and specific, and can be created in vitro by partial denaturation of normal brain prion protein. Conformation-selective exposure of Tyr-Tyr-Arg provides a probe for the distribution and structure of pathologically misfolded prion protein, and may lead to new diagnostics and therapeutics for prion diseases.


Subject(s)
Antibody Specificity , Epitopes/immunology , PrPSc Proteins/chemistry , PrPSc Proteins/immunology , Protein Folding , Amino Acid Motifs , Amino Acid Sequence , Animals , Antibodies/genetics , Antibodies/immunology , Antibodies/metabolism , Cross Reactions , Enzyme-Linked Immunosorbent Assay , Flow Cytometry , Humans , Molecular Sequence Data , Precipitin Tests , Protein Conformation , Rabbits , Sensitivity and Specificity , Sequence Homology, Amino Acid , Tyrosine/chemistry , Tyrosine/metabolism
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