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Yang JH, Choi HP, Yang A, Azad R, Chen F, Liu Z, Azadzoi KM. Post-Translational Modification Networks of Contractile and Cellular Stress Response Proteins in Bladder Ischemia. Cells 2021; 10:cells10051031. [PMID: 33925542 PMCID: PMC8145895 DOI: 10.3390/cells10051031] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 04/16/2021] [Accepted: 04/22/2021] [Indexed: 12/30/2022] Open
Abstract
Molecular mechanisms underlying bladder dysfunction in ischemia, particularly at the protein and protein modification levels and downstream pathways, remain largely unknown. Here we describe a comparison of protein sequence variations in the ischemic and normal bladder tissues by measuring the mass differences of the coding amino acids and actual residues crossing the proteome. A large number of nonzero delta masses (11,056) were detected, spanning over 1295 protein residues. Clustering analysis identified 12 delta mass clusters that were significantly dysregulated, involving 30 upregulated (R2 > 0.5, ratio > 2, p < 0.05) and 33 downregulated (R2 > 0.5, ratio < −2, p < 0.05) proteins in bladder ischemia. These protein residues had different mass weights from those of the standard coding amino acids, suggesting the formation of non-coded amino acid (ncAA) residues in bladder ischemia. Pathway, gene ontology, and protein–protein interaction network analyses of these ischemia-associated delta-mass containing proteins indicated that ischemia provoked several amino acid variations, potentially post-translational modifications, in the contractile proteins and stress response molecules in the bladder. Accumulation of ncAAs may be a novel biomarker of smooth muscle dysfunction, with diagnostic potential for bladder dysfunction. Our data suggest that systematic assessment of global protein modifications may be crucial to the characterization of ischemic conditions in general and the pathomechanism of bladder dysfunction in ischemia.
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Affiliation(s)
- Jing-Hua Yang
- Department of Surgery, VA Boston Healthcare System and Boston University School of Medicine, Boston, MA 02130, USA;
- Proteomics Laboratory, VA Boston Healthcare System, Boston, MA 02130, USA;
- Correspondence: (J.-H.Y.); (K.M.A.); Tel.: +1-857-364-5602 (K.M.A.)
| | - Han-Pil Choi
- Proteomics Laboratory, VA Boston Healthcare System, Boston, MA 02130, USA;
| | - Annie Yang
- Department of Surgery, VA Boston Healthcare System and Boston University School of Medicine, Boston, MA 02130, USA;
| | - Roya Azad
- Departments of Urology and Pathology, VA Boston Healthcare System and Boston University School of Medicine, Boston, MA 02130, USA; (R.A.); (F.C.); (Z.L.)
| | - Fengmei Chen
- Departments of Urology and Pathology, VA Boston Healthcare System and Boston University School of Medicine, Boston, MA 02130, USA; (R.A.); (F.C.); (Z.L.)
| | - Zhangsuo Liu
- Departments of Urology and Pathology, VA Boston Healthcare System and Boston University School of Medicine, Boston, MA 02130, USA; (R.A.); (F.C.); (Z.L.)
| | - Kazem M. Azadzoi
- Departments of Urology and Pathology, VA Boston Healthcare System and Boston University School of Medicine, Boston, MA 02130, USA; (R.A.); (F.C.); (Z.L.)
- Correspondence: (J.-H.Y.); (K.M.A.); Tel.: +1-857-364-5602 (K.M.A.)
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2
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Gokgoz NB, Akbulut BS. Proteomics Evidence for the Activity of the Putative Antibacterial Plant Alkaloid (-)-Roemerine: Mainstreaming Omics-Guided Drug Discovery. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2016; 19:478-89. [PMID: 26230533 DOI: 10.1089/omi.2015.0056] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Discovery of new antibacterials with novel mechanisms is important to counteract the ingenious resistance mechanisms of bacteria. In this connection, omics-guided drug discovery offers a rigorous method in the quest of new antibacterials. (-)-Roemerine is a plant alkaloid that has been reported to possess putative antibacterial activity against Escherichia coli, Bacillus subtilis, and Salmonella typhimurium. The aim of the present study was to characterize the activity of (-)-roemerine in Escherichia coli TB1 using proteomics tools. With (-)-roemerine treatment, we found limited permeability through the outer membrane and repression of transport proteins involved in carbohydrate metabolism, resulting in poor carbon source availability. The shortfall of intracellular carbon sources in turn led to impaired cell growth. The reduction in the abundance of proteins related to translational machinery, amino acid biosynthesis, and metabolism was accompanied by a nutrient-limited state. The latter finding could suggest a metabolic shutdown in E. coli cells. High osmolarity was clearly not one of the reasons of bacterial death by (-)-roemerine. These observations collectively attest to the promise of plant omics and profiling of putative drug candidates using proteomics tools. Omics-guided drug discovery deserves greater attention in mainstream pharmacology so as to better understand the plants' medicinal potentials.
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Abstract
Heart diseases resulting in heart failure are among the leading causes of morbidity and mortality in developed countries. Underlying molecular causes of cardiac dysfunction in most heart diseases are still largely unknown but are expected to result from causal alterations in gene and protein expression. Proteomic technology now allows us to examine global alterations in protein expression in the diseased heart and can provide new insights into cellular mechanisms involved in cardiac dysfunction. The majority of proteomic investigations still use 2D gel electrophoresis (2-DE) with immobilized pH gradients to separate the proteins in a sample and combine this with mass spectrometry (MS) technologies to identify proteins. In spite of the development of novel gel-free technologies, 2-DE remains the only technique that can be routinely applied to parallel quantitative expression profiling of large sets of complex protein mixtures such as whole cell lysates. It can resolve >5000 proteins simultaneously (approximately 2000 proteins routinely) and can detect <1 ng of protein per spot. Furthermore, 2-DE delivers a map of intact proteins, which reflects changes in protein expression level, isoforms, or post-translational modifications. The use of proteomics to investigate heart disease should result in the generation of new diagnostic and therapeutic markers. In this article, we review the current status of proteomic technologies, describing the 2-DE proteomics workflow, with an overview of protein identification by MS and how these technologies are being applied to studies of human heart disease.
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4
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Affiliation(s)
- Edward M Marcotte
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, 2500 Speedway, MBB 3.210, Austin, Texas 78712, USA.
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5
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Wilkins MR. How Proteomics Can Assist in the Detection and Avoidance of Adverse Drug Reactions. Transfus Med Hemother 2006. [DOI: 10.1159/000090205] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
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6
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Yang JW, Juranville JF, Höger H, Fountoulakis M, Lubec G. Molecular diversity of rat brain proteins as revealed by proteomic analysis. Mol Divers 2005; 9:385-96. [PMID: 16311815 DOI: 10.1007/s11030-005-6359-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2004] [Accepted: 11/08/2004] [Indexed: 11/28/2022]
Abstract
Multiple protein expression forms (MPEFs) presenting splicing forms or co- and posttranslation modifications, account for the vast diversity, the myriad of gene products and clearly indicate problems which proteomics research is facing. In the present study, we generated a rat brain map representing MPEFs by the use of an analytical method based on two-dimensional electrophoresis combined with mass spectrometry. Forty-nine individual proteins were selected that showed more than two spots, resulting altogether into a total number of 357 expression forms. Some proteins showed large MPEFs numbers as e.g. tubulin alpha-1 chain (24 spots), ATP synthase alpha-chain (28), beta chain (17) or septin 7 (13). The molecular diversity observed in this map clearly shows that immunochemical or even protein chemical results from expressional studies have to be interpreted with caution, in particular if one dimensional electrophoretic or western blot techniques are applied and MPEFs are poorly resolved.
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Affiliation(s)
- Jae-Won Yang
- Department of Pediatrics, University of Vienna, Vienna, Austria
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7
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Valot B, Dieu M, Recorbet G, Raes M, Gianinazzi S, Dumas-Gaudot E. Identification of membrane-associated proteins regulated by the arbuscular mycorrhizal symbiosis. PLANT MOLECULAR BIOLOGY 2005; 59:565-80. [PMID: 16244907 DOI: 10.1007/s11103-005-8269-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2005] [Accepted: 06/01/2005] [Indexed: 05/05/2023]
Abstract
A sub-cellular proteomic approach was carried out to monitor membrane-associated protein modifications in response to the arbuscular mycorrhizal (AM) symbiosis. Membrane proteins were extracted from Medicago truncatula roots either inoculated or not with the AM fungus Glomus intraradices. Comparative two-dimensional electrophoresis revealed that 36 spots were differentially displayed in response to the fungal colonization including 15 proteins induced, 3 up-regulated and 18 down-regulated. Among them, seven proteins were found to be commonly down-regulated in AM-colonized and phosphate-fertilized roots. Twenty-five spots out of the 36 of interest could be identified by matrix assisted laser desorption/ionisation-time of flight and/or tandem mass spectrometry analyses. Excepting an acid phosphatase and a lectin, none of them was previously reported as being regulated during AM symbiosis. In addition, this proteomic approach allowed us for the first time to identify AM fungal proteins in planta.
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Affiliation(s)
- Benoît Valot
- UMR 1088 INRA/CNRS 5184/UB Plante-Microbe-Environnement, INRA/CMSE, BP 86510, 21065 cedex, Dijon, France
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8
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Giavalisco P, Nordhoff E, Kreitler T, Klöppel KD, Lehrach H, Klose J, Gobom J. Proteome analysis ofArabidopsis thaliana by two-dimensional gel electrophoresis and matrix-assisted laser desorption/ionisation-time of flight mass spectrometry. Proteomics 2005; 5:1902-13. [PMID: 15815986 DOI: 10.1002/pmic.200401062] [Citation(s) in RCA: 87] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
In the present study we show results of a large-scale proteome analysis of the recently sequenced plant Arabidopsis thaliana. On the basis of a previously published sequential protein extraction protocol, we prepared protein extracts from eight different A. thaliana tissues (primary leaf, leaf, stem, silique, seedling, seed, root, and inflorescence) and analysed these by two-dimensional gel electrophoresis. A total of 6000 protein spots, from three of these tissues, namely primary leaf, silique and seedling, were excised and the contained proteins were analysed by matrix assisted laser desorption/ionisation time of flight mass spectrometry peptide mass fingerprinting. This resulted in the identification of the proteins contained in 2943 spots, which were found to be products of 663 different genes. In this report we present and discuss the methodological and biological results of our plant proteome analysis.
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9
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Stancik LM, Stancik DM, Schmidt B, Barnhart DM, Yoncheva YN, Slonczewski JL. pH-dependent expression of periplasmic proteins and amino acid catabolism in Escherichia coli. J Bacteriol 2002; 184:4246-58. [PMID: 12107143 PMCID: PMC135203 DOI: 10.1128/jb.184.15.4246-4258.2002] [Citation(s) in RCA: 238] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Escherichia coli grows over a wide range of pHs (pH 4.4 to 9.2), and its own metabolism shifts the external pH toward either extreme, depending on available nutrients and electron acceptors. Responses to pH values across the growth range were examined through two-dimensional electrophoresis (2-D gels) of the proteome and through lac gene fusions. Strain W3110 was grown to early log phase in complex broth buffered at pH 4.9, 6.0, 8.0, or 9.1. 2-D gel analysis revealed the pH dependence of 19 proteins not previously known to be pH dependent. At low pH, several acetate-induced proteins were elevated (LuxS, Tpx, and YfiD), whereas acetate-repressed proteins were lowered (Pta, TnaA, DksA, AroK, and MalE). These responses could be mediated by the reuptake of acetate driven by changes in pH. The amplified proton gradient could also be responsible for the acid induction of the tricarboxylic acid (TCA) enzymes SucB and SucC. In addition to the autoinducer LuxS, low pH induced another potential autoinducer component, the LuxH homolog RibB. pH modulated the expression of several periplasmic and outer membrane proteins: acid induced YcdO and YdiY; base induced OmpA, MalE, and YceI; and either acid or base induced OmpX relative to pH 7. Two pH-dependent periplasmic proteins were redox modulators: Tpx (acid-induced) and DsbA (base-induced). The locus alx, induced in extreme base, was identified as ygjT, whose product is a putative membrane-bound redox modulator. The cytoplasmic superoxide stress protein SodB was induced by acid, possibly in response to increased iron solubility. High pH induced amino acid metabolic enzymes (TnaA and CysK) as well as lac fusions to the genes encoding AstD and GabT. These enzymes participate in arginine and glutamate catabolic pathways that channel carbon into acids instead of producing alkaline amines. Overall, these data are consistent with a model in which E. coli modulates multiple transporters and pathways of amino acid consumption so as to minimize the shift of its external pH toward either acidic or alkaline extreme.
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10
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Abstract
The work presented here attempts to consolidate our knowledge on cellular transcriptome and proteome. It takes into account that a typical activated cell (lymphocyte) contains 40 000 mRNA molecules at any time, and it represents about 5000 different molecular species of transcripts. Such a cell has about 1 000 000 000 protein molecules, some of them being present at 10 000 000 copies while others at a very low copy number (say 1 to 10 copies per cell). By studying cell free expression of individual cDNA clones (or pools of known complexity) we address to those rare molecular components that will remain undetected by the current analytical means. For our analysis we use cell free translation systems (wheat germ or rabbit reticulocyte origin) and we study polypeptide products originating from intact, or restriction endonuclease-treated cDNA clones. We conclude that in most instances expressed genes yield transcript(s) that translate into several, and often very numerous families of polypeptide species. In our ISODALT two-dimensional gel system we characterize the proteomic profile of the clonal polypeptide families in terms of their molecular mass, charge, multiple products, and appearance.
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11
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Barceló-Batllori S, André M, Servis C, Lévy N, Takikawa O, Michetti P, Reymond M, Felley-Bosco E. Proteomic analysis of cytokine induced proteins in human intestinal epithelial cells: implications for inflammatory bowel diseases. Proteomics 2002; 2:551-60. [PMID: 11987129 DOI: 10.1002/1615-9861(200205)2:5<551::aid-prot551>3.0.co;2-o] [Citation(s) in RCA: 91] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
A role for cytokine regulated proteins in epithelial cells has been suggested in the pathogenesis of inflammatory bowel diseases (IBD). The aim of this study was to identify such cytokine regulated targets using a proteomic functional approach. Protein patterns from (35)S-radiolabeled homogenates of cultured colon epithelial cells were compared before and after exposure to interferon-gamma, interleukin-1beta and interleukin-6. Proteins were separated by two-dimensional polyacrylamide gel electrophoresis. Both autoradiographies and silver stained gels were analyzed. Proteins showing differential expression were identified by tryptic in-gel digestion and mass spectrometry. Metabolism related proteins were also investigated by Western blot analysis. Tryptophanyl-tRNA synthetase, indoleamine-2,3-dioxygenase, heterogeneous nuclear ribonucleoprotein JKTBP, interferon-induced 35kDa protein, proteasome subunit LMP2 and arginosuccinate synthetase were identified as cytokine modulated proteins in vitro. Using purified epithelial cells from patients, overexpression of indoleamine-2,3-dioxygenase, an enzyme involved in tryptophan metabolism, was confirmed in Crohn's disease as well as in ulcerative colitis, as compared to normal mucosa. No such difference was found in diverticulitis. Potentially, this observation opens new avenues in the treatment of IBD.
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12
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Abstract
The genome sequencing effort has helped spawn the burgeoning field of proteomics. This review article examines state-of-the-art proteomics methods that are helping change the discovery paradigm in a variety of biological disciplines and, in particular, protein biochemistry. The review discusses both classical and novel methods to perform high-throughput qualitative and quantitative "global" as well as targeted proteome analysis of complex biological systems. From a drug discovery standpoint, the synergy between genomics and proteomics will help elucidate disease mechanisms, identify novel drug targets, and identify surrogate biomarkers that could be used to conduct clinical trials.
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Affiliation(s)
- A R Dongre
- Department of Applied Genomics, Bristol-Myers Squibb Pharmaceutical Research Institute, Princeton, NJ 08543, USA
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13
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Kirkpatrick C, Maurer LM, Oyelakin NE, Yoncheva YN, Maurer R, Slonczewski JL. Acetate and formate stress: opposite responses in the proteome of Escherichia coli. J Bacteriol 2001; 183:6466-77. [PMID: 11591692 PMCID: PMC100143 DOI: 10.1128/jb.183.21.6466-6477.2001] [Citation(s) in RCA: 158] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Acetate and formate are major fermentation products of Escherichia coli. Below pH 7, the balance shifts to lactate; an oversupply of acetate or formate retards growth. E. coli W3110 was grown with aeration in potassium-modified Luria broth buffered at pH 6.7 in the presence or absence of added acetate or formate, and the protein profiles were compared by two-dimensional sodium dodecyl sulfate-polyacrylamide gel electrophoresis. Acetate increased the steady-state expression levels of 37 proteins, including periplasmic transporters for amino acids and peptides (ArtI, FliY, OppA, and ProX), metabolic enzymes (YfiD and GatY), the RpoS growth phase regulon, and the autoinducer synthesis protein LuxS. Acetate repressed 17 proteins, among them phosphotransferase (Pta). An ackA-pta deletion, which nearly eliminates interconversion between acetate and acetyl-coenzyme A (acetyl-CoA), led to elevated basal levels of 16 of the acetate-inducible proteins, including the RpoS regulon. Consistent with RpoS activation, the ackA-pta strain also showed constitutive extreme-acid resistance. Formate, however, repressed 10 of the acetate-inducible proteins, including the RpoS regulon. Ten of the proteins with elevated basal levels in the ackA-pta strain were repressed by growth of the mutant with formate; thus, the formate response took precedence over the loss of the ackA-pta pathway. The similar effects of exogenous acetate and the ackA-pta deletion, and the opposite effect of formate, could have several causes; one possibility is that the excess buildup of acetyl-CoA upregulates stress proteins but excess formate depletes acetyl-CoA and downregulates these proteins.
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Affiliation(s)
- C Kirkpatrick
- Department of Biology, Kenyon College, Gambier, Ohio 43022, USA
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14
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Abstract
Database search in tandem mass spectrometry is a powerful tool for protein identification. High-throughput spectral acquisition raises the problem of dealing with genetic variation and peptide modifications within a population of related proteins. A method that cross-correlates and clusters related spectra in large collections of uncharacterized spectra (i.e., from normal and diseased individuals) would be very valuable in functional proteomics. This problem is far from being simple since very similar peptides may have very different spectra. We introduce a new notion of spectral similarity that allows one to identify related spectra even if the corresponding peptides have multiple modifications/mutations. Based on this notion, we developed a new algorithm for mutation-tolerant database search as well as a method for cross-correlating related uncharacterized spectra.
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Affiliation(s)
- P A Pevzner
- Departments of Computer Science and Engineering, University of California at San Diego, La Jolla, CA 92093, USA
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15
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Zuo X, Echan L, Hembach P, Tang HY, Speicher KD, Santoli D, Speicher DW. Towards global analysis of mammalian proteomes using sample prefractionation prior to narrow pH range two-dimensional gels and using one-dimensional gels for insoluble and large proteins. Electrophoresis 2001; 22:1603-15. [PMID: 11425216 DOI: 10.1002/1522-2683(200105)22:9<1603::aid-elps1603>3.0.co;2-i] [Citation(s) in RCA: 105] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The number of unique protein species in proteomes from a single mammalian cell type is not well defined but is likely to be at least 10000-20000. Since standard-size two-dimensional gels typically resolve only about 1500 to 3000 spots, they merely analyze a small portion of these proteomes. In addition, all insoluble proteins and typically proteins > 100 kDa are seldom resolved on two-dimensional (2-D) gels. The current study demonstrates the feasibility of an overall strategy for more comprehensive quantitative comparisons of complex proteomes derived from physiological fluids or mammalian cell extracts. A key feature of this approach is to prefractionate samples into a few well-resolved fractions based on the proteins' isoelectric points (pIs) using microscale solution isoelectric focusing. These fractions are then separated on narrow pH range two-dimensional gels approximately +/- 0.1 pH unit wider than the prefractionated pool. When this prefractionation approach is applied to complex mammalian proteomes, it improves resolution and spot recovery at high protein loads compared with use of parallel narrow pH range gels without prefractionation. The minimal cross-contamination between fractions allows quantitative comparisons in contrast to most alternative prefractionation methods. In addition, complementary data can be obtained by parallel analysis of the solubilized fraction on high-resolution large-pore-gradient one-dimensional gels followed by mass spectrometric identification to analyze proteins between 100 and approximately 500 kDa. Similarly, insoluble proteins can be analyzed using large-pore gels for large proteins and 10-12% one-dimensional sodium dodecyl sulfate (SDS) gels for smaller proteins. Together, these strategies should permit more reliable quantitative comparisons of complex mammalian proteomes where detection of at least 10000 protein spots is needed in order to analyze the majority of the unique protein species.
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Affiliation(s)
- X Zuo
- The Wistar Institute, Philadelphia, PA 19104, USA
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16
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Geng M, Zhang X, Bina M, Regnier F. Proteomics of glycoproteins based on affinity selection of glycopeptides from tryptic digests. JOURNAL OF CHROMATOGRAPHY. B, BIOMEDICAL SCIENCES AND APPLICATIONS 2001; 752:293-306. [PMID: 11270868 DOI: 10.1016/s0378-4347(00)00550-8] [Citation(s) in RCA: 95] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Identification of glycoproteins in complex mixtures derived from either human blood serum or a cancer cell line was achieved in a process involving the steps of (1) reduction and alkylation, (2) proteolysis of all proteins in the mixture with trypsin, (3) affinity chromatographic selection of the glycopeptides with an immobilized lectin, (4) direct transfer of the glycopeptide fraction to a reversed-phase liquid chromatography (RPLC) column and further fractionation by gradient elution, (5) matrix-assisted laser desorption ionization mass spectrometry of individual fractions collected from the RPLC column, and (6) peptide identification based on a database search. The types of glycoproteins analyzed were; (1) N-type glycoproteins of known primary structure, (2) N-type glycoproteins of unknown structure, and (3) O-type glycoproteins glycosylated with a single N-acetylglucosamine. Identification of peptides from complex mixtures was greatly facilitated by either C-terminal sequencing with a carboxypeptidase mixture or by comparing chromatographic behavior and mass to standards, as in the case of a known protein. In addition, deglycosylation of peptides with N glycosidase F was necessary to identify N-type glycoproteins of unknown structure. The strength of this approach is that it is fast and targets specific molecular species or classes of glycoproteins for identification. The weakness is that it does not discriminate between glycoforms.
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Affiliation(s)
- M Geng
- Department of Chemistry, Purdue University, Lafayette, IN 47907-1393, USA
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17
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Pevzner PA, Mulyukov Z, Dancik V, Tang CL. Efficiency of database search for identification of mutated and modified proteins via mass spectrometry. Genome Res 2001; 11:290-9. [PMID: 11157792 PMCID: PMC544186 DOI: 10.1101/gr.154101] [Citation(s) in RCA: 105] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Although protein identification by matching tandem mass spectra (MS/MS) against protein databases is a widespread tool in mass spectrometry, the question about reliability of such searches remains open. Absence of rigorous significance scores in MS/MS database search makes it difficult to discard random database hits and may lead to erroneous protein identification, particularly in the case of mutated or post-translationally modified peptides. This problem is especially important for high-throughput MS/MS projects when the possibility of expert analysis is limited. Thus, algorithms that sort out reliable database hits from unreliable ones and identify mutated and modified peptides are sought. Most MS/MS database search algorithms rely on variations of the Shared Peaks Count approach that scores pairs of spectra by the peaks (masses) they have in common. Although this approach proved to be useful, it has a high error rate in identification of mutated and modified peptides. We describe new MS/MS database search tools, MS-CONVOLUTION and MS-ALIGNMENT, which implement the spectral convolution and spectral alignment approaches to peptide identification. We further analyze these approaches to identification of modified peptides and demonstrate their advantages over the Shared Peaks Count. We also use the spectral alignment approach as a filter in a new database search algorithm that reliably identifies peptides differing by up to two mutations/modifications from a peptide in a database.
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Affiliation(s)
- P A Pevzner
- Department of Computer Science and Engineering, University of California, San Diego, California 92093, USA.
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18
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Affiliation(s)
- E M Marcotte
- Department of Chemistry and Biochemistry and Institute of Cell and Molecular Biology, University of Texas, Austin, Texas 78712, USA.
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19
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Oosthuizen MC, Steyn B, Lindsay D, Brözel VS. Novel method for the proteomic investigation of a dairy-associated Bacillus cereus biofilm. FEMS Microbiol Lett 2001; 194:47-51. [PMID: 11150664 DOI: 10.1111/j.1574-6968.2001.tb09444.x] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
The biofilm proteome of a dairy-associated Bacillus cereus strain (B. cereus 5) was investigated. Biofilm biomass of sufficient concentration for 2D-PAGE was obtained by growing the culture in the presence of glass wool. B. cereus 5 readily attached to the glass wool and biofilms formed within 18 h. The biofilm proteome of whole-cell proteins revealed that 10 proteins were synthesized as a result of surface attachment of which four were unique to the biofilm profile. Seven proteins appeared to be absent in the biofilm profile. The altered proteomes indicated that changes took place in the regulation of protein expression when B. cereus 5 cells attached to surfaces.
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Affiliation(s)
- M C Oosthuizen
- Department of Molecular and Cell Biology, University of the Witwatersrand, Private Bag 3, Wits 2050, South Africa
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20
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Abstract
Recently we characterised a novel 29 kDa endoplasmic reticulum protein that is widely expressed in rat tissues, and named it ERp29. Several ERp29-like gene products have been reported in human tissues but uncertainty surrounds their relationships with each other and rat ERp29. To clarify these issues, ERp29 was isolated from human liver and characterised by primary structural analysis and two-dimensional gel mapping. Comparisons with rat ERp29 revealed striking homologies both in sequence and physical properties. Characterisation of the isoelectric heterogeneity and anomalous mass on two-dimensional gels enabled two reported homologues (UL35 and ERp31) to be identified as ERp29. Resolution of a sequence discrepancy led to unequivocal correlation of human ERp29 with the cognate cDNA previously named ERp31 and ERp28. Consequent links established to human genome and proteome projects showed that ERp29 is encoded by a gene on chromosome 12 that is expressed universally in human tissues. Together, these findings unified various ERp29 homologues as products of a single gene orthologous to rat ERp29 and established ERp29 as the only known member of a new protein class. Investigations of ERp29 function in human health and disease should benefit from the integrated links between genome, proteome and murine model organisms established here.
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Affiliation(s)
- M J Hubbard
- Department of Biochemistry, University of Otago, Dunedin, New Zealand.
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21
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Bordini E, Hamdan M, Righetti PG. Alkylation power of free Immobiline chemicals towards proteins in isoelectric focusing and two-dimensional maps, as explored by matrix assisted laser desorption/ionization-time of flight-mass spectrometry. Electrophoresis 2000; 21:2911-8. [PMID: 11001303 DOI: 10.1002/1522-2683(20000801)21:14<2911::aid-elps2911>3.0.co;2-s] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
A number of Immobilines, with pK 1.0-10.3, were incubated with two proteins, bovine alpha-lactalbumin (pI 4.80) and chicken egg lysozyme (pI 9.32), at pH approximately 9-10 and the resulting solutions were examined by matrix assisted laser desorption/ionization mass spectrometry. The reflectron mode of the same technique was also used to analyze a number of tryptic digests of some solutions. The extent and the number of detected alkylation sites associated with the acidic protein were found to be linearly proportional to the pK values of the investigated Immobilines, an effect which was less evident for the basic protein. The high resolution measurements of some tryptic digests indicate the cysteine residues as the likely sites of alkylation. The implications of the present data for isoelectric focusing separations on immobilized pH gradients and for two-dimensional maps are discussed.
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Affiliation(s)
- E Bordini
- University of Verona, Department of Agricultural and Industrial Biotechnologies, Italy
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22
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Fegatella F, Cavicchioli R. Physiological responses to starvation in the marine oligotrophic ultramicrobacterium Sphingomonas sp. strain RB2256. Appl Environ Microbiol 2000; 66:2037-44. [PMID: 10788378 PMCID: PMC101451 DOI: 10.1128/aem.66.5.2037-2044.2000] [Citation(s) in RCA: 42] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Sphingomonas sp. strain RB2256 is representative of the ultramicrobacteria that proliferate in oligotrophic marine waters. While this class of bacteria is well adapted for growth with low concentrations of nutrients, their ability to respond to complete nutrient deprivation has not previously been investigated. In this study, we examined two-dimensional protein profiles for logarithmic and stationary-phase cells and found that protein spot intensity was regulated by up to 70-fold. A total of 72 and 177 spots showed increased or decreased intensity, respectively, by at least twofold during starvation. The large number of protein spots (1,500) relative to the small genome size (ca. 1.5 Mb) indicates that gene expression may involve co- and posttranslational modifications of proteins. Rates of protein and RNA synthesis were examined throughout the growth phase and up to 7 days of starvation and revealed that synthesis was highly regulated. Rates of protein synthesis and cellular protein content were compared to ribosome content, demonstrating that ribosome synthesis was not directly linked to protein synthesis and that the function of ribosomes may not be limited to translation. By comparing the genetic capacity and physiological responses to starvation of RB2256 to those of the copiotrophic marine bacterium Vibrio angustum S14 (J. Ostling, L. Holmquist, and S. Kjelleberg, J. Bacteriol. 178:4901-4908, 1996), the characteristics of a distinct starvation response were defined for Sphingomonas strain RB2256. The capacity of this ultramicrobacterium to respond to starvation is discussed in terms of the ecological relevance of complete nutrient deprivation in an oligotrophic marine environment. These studies provide the first evidence that marine oligotrophic ultramicrobacteria may be expected to include a starvation response and the capacity for a high degree of gene regulation.
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Affiliation(s)
- F Fegatella
- School of Microbiology and Immunology, The University of New South Wales, Sydney, 2052 UNSW, Australia
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23
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Abstract
Until recently scientists studied genes or proteins one at a time. With improvements in technology, new tools have become available to study the complex interactions that occur in biological systems. Global studies are required to do this, and these will involve genomic and proteomic approaches. High-throughput methods are necessary in each case because the number of genes and proteins in even the simplest of organisms are immense. In the developmental phase of genomics, the emphasis was on the generation and assembly of large amounts of nucleic acid sequence data. Proteomics is currently in a phase of technological development and establishment, and demonstrating the capacity for high throughput is a major challenge. However, funding bodies (both in the public and private sector) are increasingly focused on the usefulness of this capacity. Here we review the current state of proteome research in terms of capacity and utility.
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Affiliation(s)
- J L Harry
- Proteome Systems Limited, North Ryde, Sydney, NSW, Australia.
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24
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Galvani M, Bordini E, Piubelli C, Hamdan M. Effect of experimental conditions on the analysis of sodium dodecyl sulphate polyacrylamide gel electrophoresis separated proteins by matrix-assisted laser desorption/ ionisation mass spectrometry. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2000; 14:18-25. [PMID: 10623923 DOI: 10.1002/(sici)1097-0231(20000115)14:1<18::aid-rcm826>3.0.co;2-n] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Two mixtures of proteins having molecular weights in the range approximately 8-97 kDa were separated by sodium dodecyl sulphate polyacrylamide gel electrophoresis (SDS-PAGE) and examined by delayed extraction matrix-assisted laser desorption/ionisation mass spectrometry (MALDI-MS). Part of our aim in this study is to gain more insight into the influence of the various experimental conditions on the overall quality of the acquired mass spectral data. Different protein extraction procedures, two staining agents, and extraction times, were among the parameters assessed. In terms of the overall quality of the acquired mass spectra and the speed of protein recovery, ultrasonic assisted passive elution, into a solvent mixture containing formic acid/acetonitrile/2-isopropanol/water, was found to be more efficient than other elution procedures. The higher resolution associated with the delayed extraction mode allowed the identification of a number of protein modifications, including multiple formylation provoked by formic acid, cysteine alkylation caused by unpolymerised acrylamide monomers, and complexation with the staining reagents. The detection of these modifications, however, was limited to proteins under 30 kDa. Analysis of a ubiquitin tryptic digest by reflectron MALDI time-of-flight (TOF) allowed reliable identification of a number of the formylation sites.
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Affiliation(s)
- M Galvani
- GlaxoWellcome Medicines Research Centre, via Fleming 4, Verona, 37135 Italy
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25
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Fegatella F, Ostrowski M, Cavicchioli R. An assessment of protein profiles from the marine oligotrophic ultramicrobacterium, Sphingomonas sp. strain RB2256. Electrophoresis 1999; 20:2094-8. [PMID: 10451121 DOI: 10.1002/(sici)1522-2683(19990701)20:10<2094::aid-elps2094>3.0.co;2-e] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The protein expression profile of a novel marine oligotrophic ultramicrobacterium, Sphingomonas sp. strain RB2256, was investigated by two-dimensional polyacrylamide gel electrophoresis (2-D PAGE). Analytical reference maps were generated from mid-log phase batches and steady-state chemostat cultures with pH 4-8 immobilised pH gradients (IPGs) followed by sodium dodecyl sulphate-polyacrylamide gel electrophoresis. The resolved proteins were detected by two different methods: radioactive labeling and silver staining. Protein profiles generated from analytical 2-D PAGE gels were compared and differential analysis was performed using Melanie II software. Both methods (radioactive labeling and silver staining) resulted in reproducible, high resolution gels (up to 1600 protein spots). This approach is proving to be a powerful tool for investigating the molecular basis of the unique physiology of this model oligotrophic microorganism.
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Affiliation(s)
- F Fegatella
- School of Microbiology and Immunology, The University of NSW, Sydney, Australia
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26
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Lindahl M, Svartz J, Tagesson C. Demonstration of different forms of the anti-inflammatory proteins lipocortin-1 and Clara cell protein-16 in human nasal and bronchoalveolar lavage fluids. Electrophoresis 1999; 20:881-90. [PMID: 10344263 DOI: 10.1002/(sici)1522-2683(19990101)20:4/5<881::aid-elps881>3.0.co;2-6] [Citation(s) in RCA: 42] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The anti-inflammatory proteins lipocortin-1 and Clara cell protein-16 (CC-16) were studied in two-dimensional gel electrophoresis (2-DE) protein patterns of human nasal lavage fluids (NLFs) and bronchoalveolar lavage fluids (BALFs). Seven forms of lipocortin-1 were detected with Western immunoblots: three isoforms with an apparently normal Mr of 38 kDa and pI of 5.9, 6.0 and 6.1, and four truncated variants with pI/kDa 6.0/36, 6.4/36, 7.0/33, and 7.4/34. Four 6 kDa isoforms of CC-16 were found with pI 4.6, 4.8, 4.9, and 5.2. Lipocortin-1 and CC-16 were expressed in all individuals tested although not all variants were found in each individual. The overall levels of lipocortin-1 were higher in BALF than NLF and there were significant differences in the distribution of the different lipocortin-1 forms between BALFs and NLFs. One patient with occupational asthma and four children with rhinitis had increased levels of one of the truncated lipocortin-1 forms in NLF (pI/kDa: 7.4/34) and decreased levels of the major CC-16 form (pI/kDa: 4.8/6). The levels of CC-16 but not of lipocortin-1 were higher in BALF from smokers than from nonsmokers. These results indicate that the levels of lipocortin-1 and CC-16 in NLF and BALF may be altered in inflammatory airway disorders. Furthermore, the identification of different forms of the two proteins makes possible more detailed studies on the role of these proteins in inflammatory disease processes and anti-inflammatory therapies.
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Affiliation(s)
- M Lindahl
- Department of Health and Environment, Faculty of Health Sciences, University of Linköping, Sweden.
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27
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Abstract
The third Siena proteomics conference held August 31-September 4, 1998, heralded a change in emphasis from technology development to using proteomics to assist in resolving biological questions. In this review, proteomics is placed in context with other major influences in the way discovery research is conducted in biology. The current status of genomics is examined in its broadest sense, including how such studies may influence the development of proteomics. It is suggested that we are entering a new phase in biology where information is no longer limiting and integration of different technologies is required to attack the big problems of biology. While much of the focus of funding bodies, both in the public and private sector, is on practical outcomes (new drugs, etc.), the new technologies are equally amenable to attacking long-standing fundamental challenges, such as cell division, cell patterning and morphogenesis.
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Affiliation(s)
- K L Williams
- Proteome Systems, North Ryde, Sydney, NSW, Australia.
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28
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Traini M, Gooley AA, Ou K, Wilkins MR, Tonella L, Sanchez JC, Hochstrasser DF, Williams KL. Towards an automated approach for protein identification in proteome projects. Electrophoresis 1998; 19:1941-9. [PMID: 9740054 DOI: 10.1002/elps.1150191112] [Citation(s) in RCA: 89] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The development of automated, high throughput technologies for the rapid identification of proteins is essential for large-scale proteome projects. While a degree of automation already exists in some stages of the protein identification process, such as automated acquisition of matrix assisted laser desorption ionisation-time of flight (MALDI-TOF) mass spectra, efficient interfaces between different stages are still lacking. We report the development of a highly automated, integrated system for large scale identification of proteins separated by two-dimensional gel electrophoresis (2-DE), based on peptide mass fingerprinting. A prototype robotic system was used to image and excise 288 protein spots from an amido black stained polyvinylidene difluoride (PVDF) blot. Protein samples were enzymatically digested with a commercial automated liquid handling system. MALDI-TOF mass spectrometry was used to acquire mass spectra automatically, and the data analysed with novel automated peptide mass fingerprinting database interrogation software. Using this highly automated system, we were able to identify 95 proteins on the basis of peptide mass fingerprinting, isoelectric point and molecular weight, in a period of less than ten working days. Advantages, problems, and future developments in robotic excision systems, liquid handling, and automated database interrogation software are discussed.
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Affiliation(s)
- M Traini
- Macquarie University Centre for Analytical Biotechnology, School of Biological Sciences, Macquarie University, Sydney, NSW, Australia
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29
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Magi B, Bini L, Liberatori S, Marzocchi B, Raggiaschi R, Arcuri F, Tripodi SA, Cintorino M, Tosi P, Pallini V. Charge heterogeneity of macrophage migration inhibitory factor (MIF) in human liver and breast tissue. Electrophoresis 1998; 19:2010-3. [PMID: 9740062 DOI: 10.1002/elps.1150191120] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Macrophage migration inhibitory factor (MIF) is an ubiquitous protein playing various immunological and hormonal roles. Theoretical electrophoretic coordinates calculated from protein sequence in the SWISS-PROT database (AC P14174) are 12 kDa and pI 8.24. Using two-dimensional (2-D) immunoblotting, we have detected isoelectric forms at ca. 11.9 kDa, with pI values of 7.8 and 6.98 in human liver tissue, breast tissue and a cell line and in preparations of human MIF expressed in E. coli. This evidence suggests that MIF charge heterogeneity originates from a post-translational modification not requiring eukaryote-specific enzymes. We have also detected in human liver a minor immunoreactive spot at pI 6.23, which coincides with the MIF spot in the liver map in SWISS-2DPAGE. The pI 6.23 isoform also conceivably derives from post-translational modification, as MIF is known to be encoded in the human genome by a single copy gene.
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Affiliation(s)
- B Magi
- Dipartimento di Biologia Molecolare, Università degli Studi di Siena, Italy
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30
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Nygaard SC, Hart C, De Jongh KS. A novel method for quantitative analysis of recombinant secreted proteins using two-dimensional electrophoresis. Electrophoresis 1998; 19:1989-97. [PMID: 9740059 DOI: 10.1002/elps.1150191117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
We describe a two-dimensional polyacrylamide gel electrophoresis (2-D PAGE)-based approach for detecting and quantifying secreted recombinant proteins in media conditioned by baby hamster kidney (BHK) cells. Seven secreted proteins were analyzed in this system: leptin, thrombopoietin, thrombin, glycoprotein 130, soluble interleukin-2 receptor, and two novel sequences obtained from sequence database searches. BHK cells transfected with plasmids encoding each of these proteins, and cells transfected with empty plasmids (control cells), were metabolically labeled and the resulting conditioned media were analyzed by 2-D PAGE. Gel images derived from cells expressing recombinant proteins were compared with images from control cells in order to identify spots corresponding to the expressed proteins. All seven of the test proteins were successfully detected using this method. The sensitivity of the system was evaluated by diluting samples derived from high-expressing clones with conditioned media from control cells. The sensitivity of detection was protein-dependent, but recombinant proteins expressed at levels as low as 10 ng/mL could be detected. Quantification of recombinant protein levels was achieved by measuring spot intensities using phosphorimager analysis. The intensity of spots corresponding to recombinant proteins were compared with the spot intensity of an endogenous BHK protein which had been calibrated to a known standard. Estimates of the levels of expressed protein determined using this technique correlated with the levels determined using standard affinity assays. We conclude that this system provides a reliable method for quantifying levels of protein expression when specific assays are unavailable.
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31
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Packer NH, Lawson MA, Jardine DR, Sanchez JC, Gooley AA. Analyzing glycoproteins separated by two-dimensional gel electrophoresis. Electrophoresis 1998; 19:981-8. [PMID: 9638944 DOI: 10.1002/elps.1150190613] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Two-dimensional (2-D) electrophoresis is the preferred method for separating the glycoforms of proteins. The isoforms usually present as 'trains' of spots in the first dimension and may also differ in molecular weight. The primary goal for analyzing the carbohydrate content of glycoprotein spots is to understand the 'rules' which govern the migration of glycoproteins in 2-D electrophoresis. These rules can then be used to produce predictive vectors to interpret changes in glycosylation patterns. Techniques for the analysis of oligosaccharides released from glycoproteins which have been electroblotted to PVDF membrane after one-dimensional (1-D) and 2-D preparative gel electrophoresis are described. The oligosaccharides are removed enzymatically (PNGase F of N-linked oligosaccharides) or chemically (beta-elimination of O-linked oligosaccharides) and separated by high performance anion exchange chromatography (HPAEC-PAD) and identified by electrospray ionization mass spectrometry (ESI-MS) or analyzed directly by ESI-MS. After enzymic removal of the N-linked oligosaccharides the protein spots can be further analyzed by Edman sequence tagging for identification and quantitation of the protein and by acid hydrolysis for monosaccharide analysis of the O-linked oligosaccharides. These approaches have been proved on 1-D PAGE electroblotted bovine fetuin and human glycophorin A and then used to analyze two abundant proteins which separate as glycoforms on 2-D PAGE preparative narrow range (pH 4.5-5.5) blots of human plasma: alpha2-HS glycoprotein (human fetuin) and alpha1-antitrypsin (alpha1-protease inhibitor). It is apparent that both the macroheterogeneity (site occupation) and microheterogeneity (diversity of structures) of the glycosylation contribute to the separation of protein isoforms in 2-D PAGE.
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Affiliation(s)
- N H Packer
- Macquarie University Center for Analytical Biotechnology, School of Biological Sciences and Chemistry, Macquarie University, Sydney, NSW, Australia.
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