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Effects of Edible Insect Tenebrio molitor Larva Fermentation Extract as a Substitute Protein on Hepatosteatogenesis and Proteomic Changes in Obese Mice Induced by High-Fat Diet. Int J Mol Sci 2021; 22:ijms22073615. [PMID: 33807173 PMCID: PMC8037111 DOI: 10.3390/ijms22073615] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Revised: 03/27/2021] [Accepted: 03/29/2021] [Indexed: 02/06/2023] Open
Abstract
Mealworms (Tenebrio molitor larva) are an edible insect and a protein-rich food; however, research on mealworms as a substitute protein is insufficient. In this study, mealworm fermentation extract (TMP) was assessed as a replacement for soy protein (SP) in a control diet (CON) or a high-fat diet (HFD) of mice for 12 weeks. TMP substitution reduced body weight, body weight gain, body fat mass (perirenal and mesenteric), fat size, glucose intolerance, and insulin resistance compared to the HFD-SP group. TMP alleviated hepatic steatosis (lipid contents and lipid droplets) in high-fat-fed mice and down-regulated the PPARγ, CD36, and DGAT2 gene levels. Proteomic analysis showed that a HFD for 12 weeks up-regulated 20 proteins and down-regulated 17 proteins in mice fed SP. On the other hand, TMP reversed the protein profiles. TMP significantly down-regulated KHK, GLO1, ATP5H, SOD, and DDAH1 and up-regulated DLD, Mup1, CPS1, Ces3b, PDI, and HYOU1 compared to the HFD-SP group. These proteins are involved in the glucose, lipid, and amino acid metabolism, as well as in oxidative stress and endoplasmic reticulum stress. Thus, substituting SP for TMP helped improve HFD-induced obesity, steatosis, and insulin resistance in mice. These results suggest that TMP is a potential substitute for commonly used protein sources.
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Profiling of local disease-sparing responses to bovine respiratory syncytial virus in intranasally vaccinated and challenged calves. J Proteomics 2019; 204:103397. [PMID: 31146050 DOI: 10.1016/j.jprot.2019.103397] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Revised: 05/17/2019] [Accepted: 05/23/2019] [Indexed: 02/06/2023]
Abstract
Bovine and human respiratory syncytial viruses (BRSV, HRSV) are primary causes of pneumonia in calves and children respectively, with vaccination offering protection via antibody and cellular immune responses. However, with no vaccines currently licensed for human use, evaluation of local responses to BRSV vaccination may provide insights to aid the design of effective safe HRSV vaccines. Calves received intranasal single component BRSV vaccine or "3-Way" vaccine (BRSV, Bovine Herpes Virus-1 (BHV-1), Bovine Parainfluenza Virus Type-3 (BPIV-3)), and were BRSV-challenged 42 days post-vaccination. All vaccinates exhibited reduced pulmonary lesioning with elevated anti-BRSV serum IgG, and higher nasal anti-BRSV IgA in 3-Way vaccinates. Thirty-nine proteins associated with homeostatic and immune processes were altered in vaccinates, with enhanced 3-Way vaccinate group proteins associated with Th1/Th2 balance and immunoglobulin class switching. Proteins altered in the pharyngeal tonsil of animals euthanized early related to anti-inflammatory responses and lymphoid tissue remodeling. These findings indicate that multivalent vaccines distinctly modulate local immune responses, with clear correlation between the pharyngeal tonsil proteome profile and resulting immune protection and disease-sparing. This suggests that the efficacy of low-antigenic subunit vaccine components for problematic pathogens such as HRSV could be enhanced by use in combination with existing safe live vaccines. SIGNIFICANCE: This study demonstrates that vaccine valency can alter post-challenge proteome responses within the pharyngeal tonsil, a sentinel site of primary immune responses, with the magnitude of response dependent on antigen formulation. Observed differential responses can be attributed to antigenic material and viral nucleic acid from multivalent formulations providing additional T-cell epitopes and PAMPS. These findings indicate that incorporation of subunits proteins within multivalent formulations containing live virus has the potential to induce/skew a favorable immune response, utilising the natural adjuvanting effects of safe proven live vaccines.
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Gray DW, Welsh MD, Doherty S, Mooney MH. Identification of candidate protein markers of Bovine Parainfluenza Virus Type 3 infection using an in vitro model. Vet Microbiol 2017; 203:257-266. [DOI: 10.1016/j.vetmic.2017.03.013] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2016] [Revised: 03/10/2017] [Accepted: 03/10/2017] [Indexed: 01/05/2023]
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Tarasov A, Gray DW, Tsai MY, Shields N, Montrose A, Creedon N, Lovera P, O'Riordan A, Mooney MH, Vogel EM. A potentiometric biosensor for rapid on-site disease diagnostics. Biosens Bioelectron 2015; 79:669-78. [PMID: 26765531 DOI: 10.1016/j.bios.2015.12.086] [Citation(s) in RCA: 66] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2015] [Revised: 12/11/2015] [Accepted: 12/24/2015] [Indexed: 01/08/2023]
Abstract
Quantitative point-of-care (POC) devices are the next generation for serological disease diagnosis. Whilst pathogen serology is typically performed by centralized laboratories using Enzyme-Linked ImmunoSorbent Assay (ELISA), faster on-site diagnosis would infer improved disease management and treatment decisions. Using the model pathogen Bovine Herpes Virus-1 (BHV-1) this study employs an extended-gate field-effect transistor (FET) for direct potentiometric serological diagnosis. BHV-1 is a major viral pathogen of Bovine Respiratory Disease (BRD), the leading cause of economic loss ($2 billion annually in the US only) to the cattle and dairy industry. To demonstrate the sensor capabilities as a diagnostic tool, BHV-1 viral protein gE was expressed and immobilized on the sensor surface to serve as a capture antigen for a BHV-1-specific antibody (anti-gE), produced in cattle in response to viral infection. The gE-coated immunosensor was shown to be highly sensitive and selective to anti-gE present in commercially available anti-BHV-1 antiserum and in real serum samples from cattle with results being in excellent agreement with Surface Plasmon Resonance (SPR) and ELISA. The FET sensor is significantly faster than ELISA (<10 min), a crucial factor for successful disease intervention. This sensor technology is versatile, amenable to multiplexing, easily integrated to POC devices, and has the potential to impact a wide range of human and animal diseases.
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Affiliation(s)
- Alexey Tarasov
- School of Materials Science and Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA.
| | - Darren W Gray
- Institute for Global Food Security, School of Biological Sciences, Queen's University Belfast, Belfast, Northern Ireland BT9 5AG, United Kingdom
| | - Meng-Yen Tsai
- School of Materials Science and Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Niall Shields
- Institute for Global Food Security, School of Biological Sciences, Queen's University Belfast, Belfast, Northern Ireland BT9 5AG, United Kingdom
| | - Armelle Montrose
- Nanotechnology Group, Tyndall National Institute, University College Cork, Cork T12R5CP, Ireland
| | - Niamh Creedon
- Nanotechnology Group, Tyndall National Institute, University College Cork, Cork T12R5CP, Ireland
| | - Pierre Lovera
- Nanotechnology Group, Tyndall National Institute, University College Cork, Cork T12R5CP, Ireland
| | - Alan O'Riordan
- Nanotechnology Group, Tyndall National Institute, University College Cork, Cork T12R5CP, Ireland
| | - Mark H Mooney
- Institute for Global Food Security, School of Biological Sciences, Queen's University Belfast, Belfast, Northern Ireland BT9 5AG, United Kingdom
| | - Eric M Vogel
- School of Materials Science and Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA
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Butt RH, Coorssen JR. Coomassie blue as a near-infrared fluorescent stain: a systematic comparison with Sypro Ruby for in-gel protein detection. Mol Cell Proteomics 2013; 12:3834-50. [PMID: 24043422 DOI: 10.1074/mcp.m112.021881] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Abstract
Quantitative proteome analyses suggest that the well-established stain colloidal Coomassie Blue, when used as an infrared dye, may provide sensitive, post-electrophoretic in-gel protein detection that can rival even Sypro Ruby. Considering the central role of two-dimensional gel electrophoresis in top-down proteomic analyses, a more cost effective alternative such as Coomassie Blue could prove an important tool in ongoing refinements of this important analytical technique. To date, no systematic characterization of Coomassie Blue infrared fluorescence detection relative to detection with SR has been reported. Here, seven commercial Coomassie stain reagents and seven stain formulations described in the literature were systematically compared. The selectivity, threshold sensitivity, inter-protein variability, and linear-dynamic range of Coomassie Blue infrared fluorescence detection were assessed in parallel with Sypro Ruby. Notably, several of the Coomassie stain formulations provided infrared fluorescence detection sensitivity to <1 ng of protein in-gel, slightly exceeding the performance of Sypro Ruby. The linear dynamic range of Coomassie Blue infrared fluorescence detection was found to significantly exceed that of Sypro Ruby. However, in two-dimensional gel analyses, because of a blunted fluorescence response, Sypro Ruby was able to detect a few additional protein spots, amounting to 0.6% of the detected proteome. Thus, although both detection methods have their advantages and disadvantages, differences between the two appear to be small. Coomassie Blue infrared fluorescence detection is thus a viable alternative for gel-based proteomics, offering detection comparable to Sypro Ruby, and more reliable quantitative assessments, but at a fraction of the cost.
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Moro S, Chipman JK, Antczak P, Turan N, Dekant W, Falciani F, Mally A. Identification and Pathway Mapping of Furan Target Proteins Reveal Mitochondrial Energy Production and Redox Regulation as Critical Targets of Furan Toxicity. Toxicol Sci 2012; 126:336-52. [DOI: 10.1093/toxsci/kfs005] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
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7
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Wong LLY, Fan ST, Man K, Sit WH, Jiang PP, Jor IWY, Lee CYK, Ling WL, Tam KT, Wan JMF. Identification of liver proteins and their roles associated with carbon tetrachloride-induced hepatotoxicity. Hum Exp Toxicol 2010; 30:1369-81. [PMID: 21138988 DOI: 10.1177/0960327110391388] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Carbon tetrachloride (CCl(4)) is a common hepatotoxin used in experimental models to elicit liver injury. To identify the proteins involved in CCl(4)-induced hepatotoxicity, two-dimensional gel electrophoresis was employed followed by mass spectrometry - mass spectrometry (MS/MS) to study the differentially expressed proteins during CCl(4) exposure in the Fischer 344 rat liver proteome for 5 weeks. Ten spots with notable changes between the Control and CCl(4) groups were successfully identified. Among them, four proteins with significant up-regulation, namely calcium-binding protein 1, protein disulfide isomerase, mitochondrial aldehyde dehydrogenase precursor, and, glutathione-S-transferase mu1 and six proteins with significant down-regulation, namely catechol-O-methyltransferase, hemoglobin-alpha-2-chain, hemopexin precursor, methionine sulfoxide reductase A, catalase and carbonic anhydrase 3, were identified. The data indicates that CCl(4) causes hepatotoxicity by depleting oxygen radical scavengers in the hepatocytes. In this rat model, we profiled hepatic proteome alterations in response to CCl(4) intoxication. The findings should facilitate understanding of the mechanism of CCl(4)-induced liver injury.
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Affiliation(s)
- Leo Lap Yan Wong
- School of Biological Sciences, The University of Hong Kong, HKSAR, China
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Doran P, Dowling P, Donoghue P, Buffini M, Ohlendieck K. Reduced expression of regucalcin in young and aged mdx diaphragm indicates abnormal cytosolic calcium handling in dystrophin-deficient muscle. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2006; 1764:773-85. [PMID: 16483859 DOI: 10.1016/j.bbapap.2006.01.007] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2005] [Revised: 12/09/2005] [Accepted: 01/02/2006] [Indexed: 11/16/2022]
Abstract
The cytosolic Ca2+ -binding protein regucalcin is involved in intracellular signaling and present in high abundance in the liver. Here, we could show by comparative mass spectrometry-based proteomics screening of normal versus dystrophic fibres that regucalcin of 33.9 kDa and pI5.2 also exists in diaphragm muscle. Since the expression of sarcolemmal Ca2+ -leak channels and luminal Ca2+ -binding elements is altered in dystrophin-deficient muscle, we initiated this study in order to determine whether additional soluble muscle proteins involved in Ca2+ -handling are affected in muscular dystrophy. Following separation by two-dimensional gel electrophoresis, the spot pattern of the normal versus the mdx diaphragm muscle proteome was evaluated by densitometry. The expression levels of 20 major protein spots were shown to change and their identity determined by mass spectrometry. A 2-fold reduction of regucalcin in mdx diaphragm, as well as in dystrophic limb muscle and heart, was confirmed by immunoblotting in both young and aged mdx mice. The results from our proteomics analysis of dystrophic diaphragm support the concept that abnormal Ca2+ -handling is involved in x-linked muscular dystrophy. The reduction in key Ca2+ -handling proteins may result in an insufficient maintenance of Ca2+ -homeostasis and an abnormal regulation of Ca2+ -dependent enzymes resulting in disturbed intracellular signaling mechanisms in dystrophinopathies.
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Affiliation(s)
- Philip Doran
- Department of Biology, National University of Ireland, Maynooth, Co. Kildare, Ireland
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Fandiño AS, Rais I, Vollmer M, Elgass H, Schägger H, Karas M. LC-nanospray-MS/MS analysis of hydrophobic proteins from membrane protein complexes isolated by blue-native electrophoresis. JOURNAL OF MASS SPECTROMETRY : JMS 2005; 40:1223-31. [PMID: 16127664 DOI: 10.1002/jms.903] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
The application of two-dimensional electrophoresis for the identification of hydrophobic membrane proteins is principally hampered by precipitation of many of these proteins during first-dimension, isoelectric focusing. Therefore new strategies towards the identification and characterization of membrane proteins are being developed. In this work we present a direct and rapid approach from blue-native gels to mass spectrometry, which allows the analyses of complete complexes and prevents protein aggregation of hydrophobic regions during electrophoresis. We combine blue-native gel electrophoresis and liquid chromatography--nanospray-iontrap tandem mass spectrometry to analyze the composition of oxidative phosphorylation complexes I, III, IV and V from bovine-heart mitochondria as a model system containing a number of highly hydrophobic proteins. Bands from blue-native gels were subjected either to in-gel or to in-solution tryptic digestion. The obtained peptide mixtures were further analyzed by liquid chromatography--tandem mass spectrometry and the corresponding proteins were identified by database search. From a total of 86 proteins, 67 protein subunits could be identified including all highly hydrophobic components, except the ND4L and ND6 subunits of complex I. We demonstrate that liquid chromatography--tandem mass spectrometry combined to blue-native electrophoresis is a straightforward tool for proteomic analysis of multiprotein complexes, and especially for the identification of very hydrophobic membrane protein constituents that are not accessible by common isoelectric focusing/sodium dodecyl sulphate gel electrophoresis.
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Affiliation(s)
- Anabel S Fandiño
- Agilent Technologies R and D and Marketing GmbH and Co. KG, 76337 Waldbronn, Germany
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Low TY, Leow CK, Salto-Tellez M, Chung MCM. A proteomic analysis of thioacetamide-induced hepatotoxicity and cirrhosis in rat livers. Proteomics 2005; 4:3960-74. [PMID: 15526343 DOI: 10.1002/pmic.200400852] [Citation(s) in RCA: 113] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Thioacetamide (TAA) administration is an established technique for generating rat models of liver fibrosis and cirrhosis. Oxidative stress is believed to be involved as TAA-induced liver fibrosis is initiated by thioacetamide S-oxide, which is derived from the biotransformation of TAA by the microsomal flavine-adenine dinucleotide (FAD)-containing monooxygense (FMO) and cytochrome P450 systems. A two-dimensional gel electrophoresis-mass spectrometry approach was applied to analyze the protein profiles of livers of rats administered with sublethal doses of TAA for 3, 6 and 10 weeks respectively. With this approach, 59 protein spots whose expression levels changed significantly upon TAA administration were identified, including three novel proteins. These proteins were then sorted according to their common biochemical properties and functions, so that pathways involved in the pathogenesis of rat liver fibrosis due to TAA-induced toxicity could be elucidated. As a result, it was found that TAA-administration down-regulated the enzymes of the primary metabolic pathways such as fatty acid beta-oxidation, branched chain amino acids and methionine breakdown. This phenomenon is suggestive of the depletion of succinyl-CoA which affects heme and iron metabolism. Up-regulated proteins, on the other hand, are related to oxidative stress and lipid peroxidation. Finally, these proteomics data and the data obtained from the scientific literature were integrated into an "overview model" for TAA-induced liver cirrhosis. This model could now serve as a useful resource for researchers working in the same area.
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Affiliation(s)
- Teck Yew Low
- Department of Biochemistry, Faculty of Medicine, National University of Singapore, Singapore
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11
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Barrier M, Mirkes PE. Proteomics in developmental toxicology. Reprod Toxicol 2005; 19:291-304. [PMID: 15686865 DOI: 10.1016/j.reprotox.2004.09.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2004] [Revised: 07/26/2004] [Accepted: 09/03/2004] [Indexed: 10/26/2022]
Abstract
The objective of this presentation is to review the major proteomic technologies available to developmental toxicologists and, when possible, to provide examples of how various proteomic technologies have been used in developmental toxicology or toxicology in general. The field of proteomics is too broad for us to go into great depth about each technology, so we have attempted to provide brief overviews supplemented with many references that cover the subjects in more detail. Proteomics tools produce a global view of complex biological systems by examining complex protein mixtures using large-scale, high-throughput technologies. These technologies speed up the process of protein separation, quantification, and identification. As an important complement to genomics, proteomics allows for the examination of the entire complement of proteins in an organism, tissue, or cell-type. Current proteomics technologies not only identify protein expression, but also post-translational modifications and protein interactions. The field of proteomics is expanding rapidly to provide greater volume and quality of protein information to help understand the multifaceted nature of biological systems.
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Affiliation(s)
- Marianne Barrier
- Birth Defects Research Laboratory, Division of Genetics and Developmental Medicine, Department of Pediatrics, University of Washington, Box 356320, 1959 NE Pacific Street, Seattle, WA 98195, USA
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Affiliation(s)
- Frank A Witzmann
- Department of Cellular and Integrative Physiology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
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Yun JP, Liew CT, Chew EC, Yin XY, Lai PBS, Fai YH, Li HKR, Jin ML, Ding MX, Li MT, Lin HL, Lau WY. Nuclear matrix protein expressions in hepatocytes of normal and cirrhotic rat livers under normal and regenerating conditions. J Cell Biochem 2004; 91:1269-79. [PMID: 15048880 DOI: 10.1002/jcb.20034] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
We explored the feasibility of studying nuclear matrix protein (NMP) expressions of the hepatocytes in normal and cirrhotic rat livers with liver regeneration after partial hepatectomy. Sixteen Wistar healthy rats were studied with experimental liver regeneration and/or liver cirrhosis. Two-dimensional (2-D) gel electrophoresis was used to generate these NMP compositions from these rat liver samples. Several antibodies against cytokeratin, vimentin, actin, B23, HNF4alpha, and heat shock protein 70 were used for identification by Western blot. Totally, 41 strongly stained protein spots were characterized on the 2-D gels. Thirty-four protein spots were detected in all of these rat livers, of which, cytokeratin, vimentin, actin, HNF4alpha, and heat shock protein 70 were identified. B23 was detected in the regenerated livers. Three protein spots (s33, s34, and s35) were detectable only in NMP preparation extracted from the regenerating rat livers after hepatectomy. Another three protein spots (s36, s37, and s38) were detectable only in NMP preparation extracted from thioacetamide-induced cirrhotic rat livers. Under these conditions including experimental liver regeneration and/or liver cirrhosis, Over thirty higher abundance NMPs of hepatocytes were consistently expressed and considered as common and basic NMPs. Some of the NMPs are specific for liver regeneration and may play a critical role in cell proliferation and cell cycle, and some are specific for liver cirrhosis.
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Affiliation(s)
- Jing-Ping Yun
- Department of Pathology, Cancer Center of Sun Yat-Sen University, Guangzhou, China.
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Kramer JA, Kolaja KL. Toxicogenomics: an opportunity to optimise drug development and safety evaluation. Expert Opin Drug Saf 2002; 1:275-86. [PMID: 12904143 DOI: 10.1517/14740338.1.3.275] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
'Toxicogenomics', the use of complex populations of mRNA to understand toxicity, is a relatively new field which combines the wealth of gene sequence information with advances in miniaturisation technology. In a parallel evolutionary path that the broader field of toxicology has encountered, toxicogenomics is steadily changing from descriptive to mechanistic research and will ultimately progress to a predictive science. This review focuses on the application of microarray research tools to toxicology studies in preclinical development. In particular, the 'testing funnel' approach to candidate selection in drug development is used to discuss the strategic implementation of toxicogenomics to help develop drugs that harbour less toxicity. Examples of where toxicogenomics has increased mechanistic and descriptive understanding of cellular toxicity are discussed, as are early efforts to develop molecular biomarkers that are predictive of longer-term toxicity.
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Affiliation(s)
- Jeffrey A Kramer
- Global Toxicology, Pharmacia Corporation, St Louis, MO 63167, USA
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Galeva N, Altermann M. Comparison of one-dimensional and two-dimensional gel electrophoresis as a separation tool for proteomic analysis of rat liver microsomes: cytochromes P450 and other membrane proteins. Proteomics 2002; 2:713-22. [PMID: 12112853 DOI: 10.1002/1615-9861(200206)2:6<713::aid-prot713>3.0.co;2-m] [Citation(s) in RCA: 72] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Gel electrophoresis in combination with peptide mass fingerprinting is the method of choice for proteomic profiling of various in vitro and in vivo biological systems. In the investigation reported here we analyzed the protein composition of hepatic microsomes from untreated and phenobarbital treated rats, using one-dimensional (1-DE) and two-dimensional (2-DE) gel electrophoresis, followed by tryptic peptide mapping. To better characterize capabilities of 2-DE 1-DE with regard to microsomal membrane proteins, "ghosts" of microsomal vesicles enriched in membrane proteins were obtained and analyzed. Both 1-DE and 2-DE showed that phenobarbital induces not only cytochromes P450 2B1and 2B2 but such stress related endoplasmic reticulum proteins as protein disulfide isomerase A(3) and A(6) and 78 kDa glucose regulated protein. The analytical performance of 1-DE with regard to endoplasmic reticulum membrane proteins is incomparably greater than that of 2-DE. Twenty-two out of a total of thirty-four known to date microsomal rat membrane proteins were identified by 1-DE in combination with matrix-assisted laser desorption/ionization-mass spectrometry of in-gel digests. At the same time using various types of 2-DE, we were able to identify only three rat microsomal membrane proteins. The data presented in this manuscript clearly demonstrate that 1-DE in combination with peptide mass fingerprinting can be successfully used for cataloging proteins of the endoplasmic reticulum, and that the proteomic analysis of the subcellular organelles containing a considerable number of highly hydrophobic membrane proteins should be performed by combined application of 1-D and 2-D electrophoresis.
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Affiliation(s)
- Nadezhda Galeva
- Biochemical Research Service Laboratory, University of Kansas, Lawrence, KS 66045-7582, USA
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Dumas ME, Canlet C, André F, Vercauteren J, Paris A. Metabonomic assessment of physiological disruptions using 1H-13C HMBC-NMR spectroscopy combined with pattern recognition procedures performed on filtered variables. Anal Chem 2002; 74:2261-73. [PMID: 12038750 DOI: 10.1021/ac0156870] [Citation(s) in RCA: 54] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Metabonomic characterization of long-lasting although weak physiological events such as anabolic disruptions remains poorly investigated. We have validated 1H-13C HMBC-NMR as a suitable generator of instrumental variables that are strongly linked to the concentration of endogenous metabolites in biological fluids. This method is interfaced to multivariate pattern recognition procedures. Fingerprints established from urine sample collected on cattle treated with anabolic steroids were used to validate this method. Four main results arise from this study. (i) 2D NMR is as informative as 1D NMR. (ii) 2D NMR variable clustering highlights successfully a contingent redundancy of variables, although a relevant hierarchical model of statistical correlations covering from structural relationships to physiologic links can also be evidenced. (iii) To enhance pattern recognition performances, we have validated a variable selection algorithm for accurate prediction of unknown individuals belonging to predetermined groups achieved by linear discriminant analysis (LDA). This algorithm synthesizes the whole information contained in the data set by selecting preferentially nonredundant variables. Parameters generating variable subsets are validated by predicted variance efficiency obtained when minimizing error rates calculated by cross-validation methods. (iv) Provided variables are correctly filtered, LDA fairly competes with partial least-squares methods for both classification of individuals and statistical interpretation of metabolic responses obtained in such a physiological disruption context.
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Gianazza E, Eberini I, Villa P, Fratelli M, Pinna C, Wait R, Gemeiner M, Miller I. Monitoring the effects of drug treatment in rat models of disease by serum protein analysis. J Chromatogr B Analyt Technol Biomed Life Sci 2002; 771:107-30. [PMID: 12015995 DOI: 10.1016/s0378-4347(01)00562-x] [Citation(s) in RCA: 41] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
In this review we list from literature investigations on rat serum proteins using electrophoretic techniques in connection with drug testing. From our own research work, we provide annotated two-dimensional maps of rat serum proteins under control and experimental conditions. Emphasis is on species-specific components and on the effects of acute and chronic inflammation. We discuss our project of structural proteomics on rat serum as a minimally invasive approach to pharmacological investigation, and we outline a typical experimental plan for drug testing according to the above guidelines. We then report in detail on the results of our trials of anti-inflammatory drugs on adjuvant arthritis, an animal model of disease resembling in many aspects human rheumatoid arthritis. We demonstrate a correlation between biochemical parameters and therapeutic findings and outline the advantages of the chosen methodological approach, which proved also sensitive in revealing "side effects" of the test drugs. In an appendix we describe our experimental protocol when performing two-dimensional electrophoresis of rat serum.
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Affiliation(s)
- Elisabetta Gianazza
- Dipartimento di Scienze Farmacologiche, Università degli Studi di Milano via Balzaretti 9, I-20133 Milan, Italy.
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Abstract
We updated the two-dimensional protein database for mouse liver. Microsomal and cytosolic fractions of the liver proteins from male mice were separated by two-dimensional electrophoresis. The proteins were identified by Matrix-assisted laser desorption/ionization-mass spectrometry (MALDI-MS) on the basis of peptide mass fingerprinting, following in-gel digestion with trypsin and matching with the theoretical peptide masses of all known proteins from all species. Approximately 5800 spots, excised from 14 two-dimensional gels, were analyzed which resulted in the identification of about 2500 proteins that were the products of 328 different genes. The database includes 112 newly identified gene products. The fractionation prior to two-dimensional electrophoresis was essential for the detection of the new proteins, 55% of which were found in the microsomal and 35% in the cytosolic fraction. The more frequently identified proteins in the various gels were heat shock proteins, house-keeping enzymes, such as ATP synthase chains, disulfide isomerase, and structural proteins, such as tropomyosin. About 45% of the identified proteins were detected 1-3 times, 45% 4-9 times, and the rest 10 or more times. Most proteins were represented by many spots. In average, about 18-20 spots were detected per gene product.
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Affiliation(s)
- M Fountoulakis
- Genomics Technologies, F. Hoffmann-La Roche Ltd., Basel, Switzerland.
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Sanllorenti PM, Rosenfeld J, Ronchi VP, Ferrara P, Conde RD. Two dimensional non equilibrium pH gel electrophoresis mapping of cytosolic protein changes caused by dietary protein depletion in mouse liver. Mol Cell Biochem 2001; 220:49-56. [PMID: 11451382 DOI: 10.1023/a:1010853719232] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Two-dimensional non-equilibrium pH gel electrophoresis (2D-NEPHGE) analysis was used to evaluate the effects of dietary protein depletion on the protein composition of mouse liver cytosol. Analysing the cytosol from both normal and protein depleted liver, the position in gels of more than three hundred protein spots was determined. After 5 days of protein depletion, about 20% of the spots either increased or decreased more than 2 fold. Five spots of glyceraldehyde-3-phosphate dehydrogenase (GAPDH) were recognised by specific antibodies. The glutathione S-transferase (GSTs) subunits Ybl, Yc and Yf were identified by the simultaneous analysis of both glutathione-binding cytosolic proteins and the corresponding standards. As estimated by internal optical density (IOD) of spots, the changes caused by protein depletion in GAPDH and GST subunit contents were similar to those obtained by other methods. By means of mass spectrometric analysis of tryptic peptides generated from spots and/or comparison of two-dimensional gel electrophoretic patterns, carbonic anhydrase III (CAIII), Cu, Zn superoxide dismutase (CuZnSOD) and a cytochrome P450 cytosolic protein (cyt P450) were identified. These three proteins, as well as GSTs, are related with intracellular detoxification and free radical scavenging systems. Their contents were regulated by dietary protein restriction in a manner indicative of diminished liver defence against oxidising agents.
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Affiliation(s)
- P M Sanllorenti
- Instituto de Investigaciones Biológicas, Facultad de Ciencias Exactas y Naturales, Universidad Nacional de Mar del Plata, Argentina
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20
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Steiner S, Gatlin CL, Lennon JJ, McGrath AM, Seonarain MD, Makusky AJ, Aponte AM, Esquer-Blasco R, Anderson NL. Cholesterol biosynthesis regulation and protein changes in rat liver following treatment with fluvastatin. Toxicol Lett 2001; 120:369-77. [PMID: 11323196 DOI: 10.1016/s0378-4274(01)00268-5] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
The enzyme 3-hydroxy-3-methylglutaryl-coenzyme A (HMG-CoA) reductase is a key regulator in cholesterol biosynthesis and HMG CoA reductase inhibitors (statins) have become a widely prescribed family of lipid lowering agents. Cholesterol synthesis occurs predominantly in liver which is the target organ of statins. We studied the effects of fluvastatin (Lescol), a member of the statin family, on hepatic protein regulation. Male F344 rats treated with 0.8 mg/kg per day fluvastatin or 24 mg/kg per day fluvastatin for 7 days showed treatment-related changes in 58 liver proteins (P<0.005). Major effects were evident in the cholesterol biosynthesis pathway including the induction of enzymes upstream and downstream of the target enzyme HMG CoA reductase. Treatment also triggered alterations in key enzymes of carbohydrate metabolism and was associated with changes in a heterogeneous set of cellular stress proteins involved in cytoskeletal structure, calcium homeostasis and protease activity. The latter set of protein alterations indicates that hepatotoxicity is associated with high-dose treatment. Based on the results it is suggested that HMG-CoA synthase and isopentenyl-diphosphate delta-isomerase may be explored as alternative drug targets and that the induction levels of these enzymes may serve as a measure of potency of individual statin drugs. It is proposed that efficacy and cellular stress markers discovered in this study may be used in a high throughput screen (HTS) assay format to compare efficiently and accurately the therapeutic windows of different members of the statin family.
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Affiliation(s)
- S Steiner
- Large Scale Proteomics Corporation, 9620 Medical Center Drive, Suite 201, Rockville, MD 20850, USA.
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21
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Cunningham MJ. Genomics and proteomics: the new millennium of drug discovery and development. J Pharmacol Toxicol Methods 2000; 44:291-300. [PMID: 11274896 DOI: 10.1016/s1056-8719(00)00111-8] [Citation(s) in RCA: 53] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
One of the most pressing issues facing the pharmaceutical and biotechnology industry is the tremendous dropout rate of lead drug candidates. Over the last two decades, several new genomic technologies have been developed in hopes of addressing the issues of target identification and lead candidate optimization. Gene expression microarray is one of these technologies and this review describes the four main formats, which are currently available: (a) cDNA; (b) oligonucleotide; (c) electrokinetic; and (d) fiberoptic. Many of these formats have been developed with the goal of screening large numbers of genes. Recently, a high-throughput array format has been developed where a large number of samples can be assayed using arrays in parallel. In addition, focusing on gene expression may be only one avenue in preventing lead candidate failure. Proteomics or the study of protein expression may also play a role. Two-dimensional polyacrylamide gel electrophoresis (2-DE) coupled with mass spectroscopy has been the most widely accepted format to study protein expression. However, protein microarrays are now being developed and modified to a high-throughput screening format. Examples of several gene and protein expression studies as they apply to drug discovery and development are reviewed. These studies often result in large data sets. Examples of how several statistical methods (principal components analysis [PCA], clustering methods, Shannon entropy, etc.) have been applied to these data sets are also described. These newer genomic and proteomic technologies and their analysis and visualization methods have the potential to make the drug discovery and development process less costly and more efficient by aiding to select better target and lead candidates.
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Affiliation(s)
- M J Cunningham
- Genometrix, Inc., 2700 Research Forest Drive, The Woodlands, TX 77381, USA.
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22
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Carroll K, Ray K, Helm B, Carey E. Two-dimensional electrophoresis reveals differential protein expression in high- and low-secreting variants of the rat basophilic leukaemia cell line. Electrophoresis 2000; 21:2476-86. [PMID: 10939461 DOI: 10.1002/1522-2683(20000701)21:12<2476::aid-elps2476>3.0.co;2-j] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The aim of this investigation was the identification of cellular proteins that confer a high secretory phenotype on subclones of the rat basophilic leukaemia (RBL) cell line as a model of mast cell regulated degranulation. Following protein separation by two-dimensional (2-D) electrophoresis and silver staining, more than 2000 polypeptide "spots" were resolved reproducibly. Higher sample loads and Coomassie blue staining facilitated the identification by delayed extraction-matrix-assisted laser desorption/ionization (DE-MALDI) mass spectrometry of several polypeptides that were differentially expressed in the high- and low-secreting clones. Several proteins were identified whose expression could contribute to the difference in secretory phenotype. Furthermore, silver-stained 2-D gel patterns suggested differential expression of proteins in the 20-25 kDa and the pI 4.5-7.5 range, characteristic of small guanosine 5'-triphosphate (GTP)-binding proteins. By a combination of "GTP overlay" and immunoblotting, we were able to demonstrate differential expression of small GTP binding-proteins, including Rab3 proteins, in high-and low-secreting clones. The sensitivity of this complementary approach facilitated the detection of some GTP binding and Rab3 proteins, whose expression was not evident in silver-stained 2-D gels.
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Affiliation(s)
- K Carroll
- Krebs Institute for Biomolecular Research, Department of Molecular Biology and Biotechnology, The University of Sheffield, UK.
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23
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Steiner S, Gatlin CL, Lennon JJ, McGrath AM, Aponte AM, Makusky AJ, Rohrs MC, Anderson NL. Proteomics to display lovastatin-induced protein and pathway regulation in rat liver. Electrophoresis 2000; 21:2129-37. [PMID: 10892724 DOI: 10.1002/1522-2683(20000601)21:11<2129::aid-elps2129>3.0.co;2-v] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Lovastatin is a lipid lowering agent that acts by inhibiting 3-hydroxy-3-methylglutaryl-coenzyme A (HMG-CoA) reductase, a key regulatory enzyme in cholesterol biosynthesis. In this study the pattern of gene network regulation induced in hepatic proteins as a response to lovastatin treatment was analyzed by proteomics. In livers of male F344 rats treated with 1.6 mg/kg/day lovastatin or 150 mg/kg/day lovastatin for seven days, 36 proteins were found to be significantly altered (p<0.001) in relation to treatment. The changed proteins were classified according to their cellular function and participation in biochemical pathways. The following observations were made: (i) inhibition of HMG-CoA reductase provoked a regulatory response in the cholesterol synthesis pathway including the induction of cytosolic HMG-CoA synthase and of isopentenyl-diphosphate delta-isomerase, (ii) manipulation of the lipid metabolism triggered alterations in key enzymes of the carbohydrate metabolism, and (iii) lovastatin treatment was associated with signs of toxicity as reflected by changes in a heterogeneous set of cellular stress proteins involved in functions such as cytoskeletal structure, calcium homeostasis, protease inhibition, cell signaling or apoptosis. These results present new insights into liver gene network regulations induced by lovastatin and illustrate a yet unexplored application of proteomics to discover new targets by analysis of existing drugs and the pathways that they regulate.
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Affiliation(s)
- S Steiner
- Large Scale Proteomics Corporation, Rockville, MD 20850, USA.
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24
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Fountoulakis M, Berndt P, Boelsterli UA, Crameri F, Winter M, Albertini S, Suter L. Two-dimensional database of mouse liver proteins: changes in hepatic protein levels following treatment with acetaminophen or its nontoxic regioisomer 3-acetamidophenol. Electrophoresis 2000; 21:2148-61. [PMID: 10892726 DOI: 10.1002/1522-2683(20000601)21:11<2148::aid-elps2148>3.0.co;2-x] [Citation(s) in RCA: 84] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Overdose of acetaminophen (APAP) causes acute hepatotoxicity in rodents and man. The mechanism underlying APAP-induced liver injury remains unclear, but experimental evidence strongly suggests that activation of APAP and subsequent formation of protein adducts are involved in hepatotoxicity. Using proteomics technologies, we constructed a two-dimensional protein database for mouse liver, comprising 256 different gene products and investigated the proteins affected after APAP-induced hepatotoxicity. Adult male mice received a single dose of APAP (100 or 300 mg/kg) or its nontoxic regioisomer 3-acetamidophenol (AMAP, 300 mg/kg). The extent of liver damage was assessed 8 h after administration by increased liver enzyme release and histopathology. Changes in the protein level were studied by comparison of the intensities of the corresponding spots on two-dimensional (2-D) gels. The expression level of about 35 of the identified proteins was modified due to treatment with APAP or AMAP. The observed changes were usually in the order of 10-50% of the control value and were more marked in the high- than in the low-dose of APAP-treated animals. Most of the changes caused by AMAP occurred in a subset of the proteins modified by APAP. Many of the proteins showing changed expression levels are either known targets for covalent modification by N-acetyl-p-benzoquinoneimine (NAPQI) or involved in the regulation of mechanisms that are believed to drive APAP-induced hepatotoxicity.
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Affiliation(s)
- M Fountoulakis
- F. Hoffmann-LaRoche Ltd., Pharmaceutical Research, Genomics Technologies, Basle, Switzerland
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25
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Newsholme SJ, Maleeff BF, Steiner S, Anderson NL, Schwartz LW. Two-dimensional electrophoresis of liver proteins: characterization of a drug-induced hepatomegaly in rats. Electrophoresis 2000; 21:2122-8. [PMID: 10892723 DOI: 10.1002/1522-2683(20000601)21:11<2122::aid-elps2122>3.0.co;2-#] [Citation(s) in RCA: 46] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Two-dimensional electrophoresis (2-DE) of liver proteins was applied to further characterize an unusual drug-induced increase in hepatocellular rough endoplasmic reticulum (RER) in Sprague-Dawley rats given a substituted pyrimidine derivative. Absolute liver weights of drug-treated rats (9.9 +/- 0.4 g) increased above vehicle-treated controls (7.2 +/- 0.2 g) by 37%. Light microscopy revealed diffuse granular basophilia of the hepatocellular cytoplasm, uncharacteristic of hepatocytes and suggested cells rich in ribosomes, which was confirmed by electron microscopy. Immunostaining for cell proliferation, viz., 5-bromo-2'-deoxyuridine (BrdU) and proliferating cell nuclear antigen (PCNA), indicated marked hepatocellular proliferative activity. 2-DE of solubilized liver using an ISO-DALT gel system indicated significant (p<0.001) quantitative changes in at least 17 liver proteins (12 increased, 5 decreased) compared to controls. The protein with the largest increase was homologous to acute-phase reactant, contrapsin-like protein inhibitor-6. Other markedly upregulated proteins were methionine adenosyltransferase, a catalyst in methionine/ATP metabolism and mitochondrial HMG-CoA synthase, involved in cholesterol synthesis. The complementary strategies of 2-DE coupled either with database spot mapping or protein isolation and amino acid sequencing successfully identified a subset of proteins from xenobiotic-damaged rodent livers, the expression of which differed from controls. However, the current bioinformatics platform for rodent hepatic proteins and limited knowledge of specific protein functionality restricted application of this proteomics profile to further define a mechanistic basis for this unusual hepatotoxicity.
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Affiliation(s)
- S J Newsholme
- SmithKline Beecham Pharmaceuticals, King of Prussia, PA 19406, USA.
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26
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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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27
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Witzmann FA, Bauer MD, Fieno AM, Grant RA, Keough TW, Lacey MP, Sun Y, Witten ML, Young RS. Proteomic analysis of the renal effects of simulated occupational jet fuel exposure. Electrophoresis 2000; 21:976-84. [PMID: 10768784 DOI: 10.1002/(sici)1522-2683(20000301)21:5<976::aid-elps976>3.0.co;2-5] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
We analyzed protein expression in the cytosolic fraction prepared from whole kidneys in male Swiss-Webster mice exposed 1 h/day for five days to aerosolized JP-8 jet fuel at a concentration of 1000 mg/m3, simulating military occupational exposure. Kidney cytosol samples were solubilized and separated via large-scale, high-resolution two-dimensional electrophoresis (2-DE) and gel patterns scanned, digitized and processed for statistical analysis. Significant changes in soluble kidney proteins resulted from jet fuel exposure. Several of the altered proteins were identified by peptide mass finger-printing and related to ultrastructural abnormalities, altered protein processing, metabolic effects, and paradoxical stress protein/detoxification system responses. These results demonstrate a significant but comparatively moderate JP-8 effect on protein expression in the kidney and provide novel molecular evidence of JP-8 nephrotoxicity. Human risk is suggested by these data but conclusive assessment awaits a noninvasive search for biomarkers in JP-8 exposed humans.
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Affiliation(s)
- F A Witzmann
- Department of Biology, Indiana University-Purdue University, Columbus 47203, USA.
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28
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Johnston-Wilson NL, Sims CD, Hofmann JP, Anderson L, Shore AD, Torrey EF, Yolken RH. Disease-specific alterations in frontal cortex brain proteins in schizophrenia, bipolar disorder, and major depressive disorder. The Stanley Neuropathology Consortium. Mol Psychiatry 2000; 5:142-9. [PMID: 10822341 DOI: 10.1038/sj.mp.4000696] [Citation(s) in RCA: 379] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Severe psychiatric disorders such as schizophrenia, bipolar disorder and major depressive disorder are brain diseases of unknown origin. No biological marker has been documented at the pathological, cellular, or molecular level, suggesting that a number of complex but subtle changes underlie these illnesses. We have used proteomic technology to survey postmortem tissue to identify changes linked to the various diseases. Proteomics uses two-dimensional gel electrophoresis and mass spectrometric sequencing of proteins to allow the comparison of subsets of expressed proteins among a large number of samples. This form of analysis was combined with a multivariate statistical model to study changes in protein levels in 89 frontal cortices obtained postmortem from individuals with schizophrenia, bipolar disorder, major depressive disorder, and non-psychiatric controls. We identified eight protein species that display disease-specific alterations in level in the frontal cortex. Six show decreases compared with the non-psychiatric controls for one or more diseases. Four of these are forms of glial fibrillary acidic protein (GFAP), one is dihydropyrimidinase-related protein 2, and the sixth is ubiquinone cytochrome c reductase core protein 1. Two spots, carbonic anhydrase 1 and fructose biphosphate aldolase C, show increase in one or more diseases compared to controls. Proteomic analysis may identify novel pathogenic mechanisms of human neuropsychiatric diseases.
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Affiliation(s)
- N L Johnston-Wilson
- Stanley Division of Developmental Neurovirology, Johns Hopkins University, Baltimore, MD 21287-4933, USA.
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29
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Tragas C, Pawliszyn J. On-line coupling of high performance gel filtration chromatography with imaged capillary isoelectric focusing using a membrane interface. Electrophoresis 2000; 21:227-37. [PMID: 10634491 DOI: 10.1002/(sici)1522-2683(20000101)21:1<227::aid-elps227>3.0.co;2-m] [Citation(s) in RCA: 40] [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
A high performance liquid chromatography system, a sample preparation device, and an imaged capillary IEF (CIEF) instrument are integrated and multiplexed on-line. The system is equivalent to two-dimensional polyacrylamide gel electrophoresis (2-D PAGE), by transferring the principle of 2-D separation to the capillary format. High performance liquid chromatography (HPLC) provides protein separation based on size using a gel filtration chromatography (GFC) column. Each eluted protein is sampled and directed to a novel microdialysis hollow fiber membrane device, where simultaneous desalting and carrier ampholyte mixing occurs. The sample is then driven to the separation column in an on-line fashion, where CIEF takes place. The fluidic technology used by our 2-D system leads to natural automation. The coupling of the two techniques is simple. This is attributed to high speed and efficiency of the sample preparation device that acts as an interface between the two systems, as well as the speed and simplicity of our whole column absorption imaged CIEF instrument. To demonstrate the feasibility of this approach, the separation of a mixture of two model proteins is studied. Sample preparation and CIEF were complete in just 4-5 min, for each of the eluted proteins. Total analysis time is about 24 min. Three-dimensional data representations are constructed. Challenges and methods to further improve our instrument are discussed, and the design of an improved horseshoe-shaped sample preparation sample loop membrane interface is presented and characterized.
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Affiliation(s)
- C Tragas
- Department of Chemistry, University of Waterloo, ON, Canada
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30
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Asquith TN, Gauggel DL, Esquer-Blasco R, Anderson NL, Isfort RJ. Confirmed identities of proteins from a two-dimensional map of Syrian hamster embryo cells. Electrophoresis 1999; 20:1646-51. [PMID: 10424491 DOI: 10.1002/(sici)1522-2683(19990601)20:7<1646::aid-elps1646>3.0.co;2-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The Syrian hamster embryo (SHE) cell transformation assay is widely used to screen chemicals for carcinogenic potential. However, the biochemical mechanisms of transformation in SHE cells are incompletely understood relative to other rodent systems. Thus identification of proteins which change during transformation can provide clues to biochemical mechanisms. Previously, we published a map of SHE cell proteins based on comparisons to other maps. In this report we provide direct sequence analysis of numerous proteins which were previously identified solely by electrophoretic mobility. Protein sequencing verified original spot identifications and extended the range of identified proteins. The updated map will assist in evaluating biochemical mechanisms of morphological transformation in hamster cells.
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Affiliation(s)
- T N Asquith
- Miami Valley Laboratories, The Procter & Gamble Company, Cincinnati, OH 45253-8707, USA.
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31
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Gauss C, Kalkum M, Löwe M, Lehrach H, Klose J. Analysis of the mouse proteome. (I) Brain proteins: separation by two-dimensional electrophoresis and identification by mass spectrometry and genetic variation. Electrophoresis 1999; 20:575-600. [PMID: 10217174 DOI: 10.1002/(sici)1522-2683(19990301)20:3<575::aid-elps575>3.0.co;2-3] [Citation(s) in RCA: 99] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The total protein of the mouse brain was fractionated into three fractions, supernatant, pellet extract and rest pellet suspension, by a procedure that avoids any loss of groups or classes of proteins. The supernatant proteins were resolved to a maximum by large-gel two-dimensional electrophoresis. Two-dimensional patterns from ten individual mice of the commonly used inbred strain C57BL/6 (species: Mus musculus) were prepared. The master pattern was subjected to densitometry, computer-assisted image analysis and treatment with our spot detection program. The resulting two-dimensional pattern, a standard pattern for mouse brain supernatant proteins, was divided into 40 squares, calibrated, and specified by providing each spot with a number. The complete pattern and each of the 40 squares are shown in our homepage (http://www.charite.de/ humangenetik). The standard pattern comprises 8767 protein spots. To identify the proteins known so far in the brain fraction investigated, a first set of 200 spots was analyzed by matrix-assisted laser desorption/ionization - mass spectrometry (MALDI-MS) after in-gel digestion. By screening protein databases 115 spots were identified; by extending the analysis to selected, genetically variant protein spots, 166 spots (including some spot series) were identified in total. This number was increased to 331 by adding protein spots identified indirectly by a genetic approach. By comparing the two-dimensional patterns from C57BL/6 mice with those of another mouse species (Mus spretus), more than 1000 genetically variant spots were detected. The genetic analysis allowed us to recognize spot families, i.e., protein spots that represent the same protein but that are post-translationally modified. If some members of the family were identified, the whole family was considered as being identified. Spot families were investigated in more detail, and interpreted as the result of protein modification or degradation. Genetic analysis led to the interesting finding that the size of spot families, i.e., the extent of modification or degradation of a protein, can be genetically determined. The investigation presented is a first step towards a systematic analysis of the proteome of the mouse. Proteome analysis was shown to become more efficient, and, at the same time, linked to the genome, by combining protein analytical and genetic methods.
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Affiliation(s)
- C Gauss
- Max-Planck Institut für Molekulare Genetik, Berlin, Germany
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32
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Michalski WP, Shiell BJ. Strategies for analysis of electrophoretically separated proteins and peptides. Anal Chim Acta 1999. [DOI: 10.1016/s0003-2670(98)00486-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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33
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Tietz P, de Groen PC, Anderson NL, Sims C, Esquer-Blasco R, Meheus L, Raymackers J, Dauwe M, LaRusso NF. Cholangiocyte-specific rat liver proteins identified by establishment of a two-dimensional gel protein database. Electrophoresis 1998; 19:3207-12. [PMID: 9932816 DOI: 10.1002/elps.1150191825] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The liver is composed of a variety of cells that form a functional unit involved in uptake, synthesis, metabolism, and secretion. Until recently, most studies examining liver function did not analyze the specific proteins expressed or functions performed by the multiple individual cell types that constitute the hepatic mass. In the last decade, novel isolation methods have been developed that allow the purification of liver cell populations highly enriched in one type of liver cell. Here, we present a detailed two-dimensional (2-D) protein map of rat bile duct epithelial cells (i.e., cholangiocytes) using a recently developed isolation procedure. In addition, we identify 27 major cholangiocyte proteins either by comparison to maps of known rat liver proteins (based on pI and Mr) or by tryptic digestion and microsequencing. Finally, we compare the relative abundance of individual proteins present in cholangiocytes to whole liver as well as hepatocyte-specific proteins. Our results show that cholangiocytes express a unique array of individual proteins. The cholangiocyte 2-D protein pattern is markedly different from that of isolated rat hepatocytes or whole rat liver, with high levels of proteins previously known to be expressed by cholangiocytes (e.g., cytokeratins, actins) as well as protein not previously demonstrated to be expressed at high levels (e.g., annexin V, selenium binding protein). We conclude that this cholangiocyte-derived, 2-D protein map will be a crucial resource for studies directed at our understanding of cholangiocyte physiology and pathobiology.
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Affiliation(s)
- P Tietz
- Mayo Clinic, Rochester, MN 55905, USA
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34
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Skaar TC, Prasad SC, Sharareh S, Lippman ME, Brünner N, Clarke R. Two-dimensional gel electrophoresis analyses identify nucleophosmin as an estrogen regulated protein associated with acquired estrogen-independence in human breast cancer cells. J Steroid Biochem Mol Biol 1998; 67:391-402. [PMID: 10030688 DOI: 10.1016/s0960-0760(98)00142-3] [Citation(s) in RCA: 47] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
Abstract
We have used two-dimensional gel electrophoresis to identify proteins associated with estrogen-induced proliferation in MCF-7 breast cancer cells and their progression to estrogen-independent proliferation. We compared the total cellular proteins from MCF-7 cells and an estrogen independent derivative of the MCF-7 cells MCF-7/LCC1 (Brünner et al. Cancer Research 1993, 53, 283-290), each grown with and without estradiol. These comparisons reveal seven estrogen-regulated proteins. Three of these proteins (HI-1: 36 kDa/pI 4.5, HI-10: 40 kDa/pI 5.5 and HI-19: 62 kDa/pI 5.0) exhibit a 'progression-like' pattern, being induced by estradiol in MCF-7 cells and constitutively present/upregulated in the MCF-7/LCC1 growing without estradiol. HI-11 (65 kDa/pI 5.5) is strongly induced by estradiol in MCF-7 cells but constitutively downregulated and unresponsive to estradiol in the MCF-7/LCC1 cells. Two proteins exhibit a suppressor pattern and are downregulated by estradiol in the estrogen-dependent MCF-7 cells (HI-3: 44 kDa/pI 4.4 and HI-4: 56 kDa/ pI 5.2) and present in MCF-7/LCC1 cells growing without estradiol at levels comparable to that seen in estrogen-treated MCF-7 cells. One protein (HI-9: 68 kDa/pI 5.5) exhibits a marked estrogen regulated pI shift, rather than changes in abundance. We purified and sequenced the HI-10 protein, which we identified as the nucleolar protein, nucleophosmin (NPM). One- and two-dimensional Western blot analyses of MCF-7/LCC1 cell lysates confirmed that HI-10 is immunoreactive with an antinucleophosmin antibody. Western blotting also confirmed the estrogenic regulation of NPM seen in the initial two-dimensional gel electrophoresis studies. Thus, NPM is induced by estradiol in the MCF-7 cells and upregulated in the MCF-7/LCC1 cells growing without estrogen, clearly associating its expression with an acquired estrogen-independent phenotype. NPM has several potentially important roles in regulating cell function and signaling. It is a substrate for phosphorylation by p34cdc2 kinase, protein kinase C and nuclear kinase II, and a repressor of the transcriptional regulating activities of both the IRF-1 tumor suppressor protein and the YY1 transcription factor. Studies are currently underway to determine which of these NPM functions may be involved in the hormonal progression of breast cancer.
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Affiliation(s)
- T C Skaar
- Vincent T. Lombardi Cancer Center, Georgetown University Medical School, Washington, DC 20007, USA
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Chataway TK, Whittle AM, Lewis MD, Bindloss CA, Davey RC, Moritz RL, Simpson RJ, Hopwood JJ, Meikle PJ. Two-dimensional mapping and microsequencing of lysosomal proteins from human placenta. Placenta 1998; 19:643-54. [PMID: 9859869 DOI: 10.1016/s0143-4004(98)90026-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Lysosomes degrade a wide range of macromolecules to yield monomer products which are exported out of the lysosome by a series of transporters. In addition, lysosomes perform a range of other functions which are cell or tissue specific. In order to gain insight into the tissue specific role of lysosomes, carrier-ampholyte two-dimensional electrophoresis (2-DE) was used in combination with N-terminal sequencing to identify the major proteins present in both the membrane and luminal space of placental lysosomes. From the 45 N-terminal peptide sequences generated, 14 luminal and five membrane proteins were identified while three other sequences were novel. The sequenced proteins were a mixture of lysosomal and non-lysosomal proteins. The lysosomal proteins consisted of gamma-interferon-inducible protein (IP-30), Saposin D, cathepsins B and D, beta-hexosaminidase, palmitoyl protein thioesterase, alpha-glucosidase, and LAMP-1. The non-lysosomal proteins were serum albumin, serotransferrin, haemoglobin gamma G chain, alpha-1-antitrypsin, placental lactogen, endoplasmin, peptide binding protein 74, p60 lymphocyte protein, p450 side chain cleavage enzyme and placental alkaline phosphatase. The 2-DE maps obtained in this study are the first to identify the major proteins in both the lumen and membrane of placental lysosomes through sequence analysis, and thus provide the basis upon which to build a complete 2-DE database of the lysosome. Furthermore, the identities of the proteins sequenced from the placental lysosomes suggest a role for lysosomes in the transport of nutrients across the trophoblastic layer.
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Affiliation(s)
- T K Chataway
- Department of Chemical Pathology, Women's and Children's Hospital, North Adelaide, South Australia, Australia
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Giometti CS, Tollaksen SL, Liang X, Cunningham ML. A comparison of liver protein changes in mice and hamsters treated with the peroxisome proliferator Wy-14,643. Electrophoresis 1998; 19:2498-505. [PMID: 9820974 DOI: 10.1002/elps.1150191424] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Interspecies differences in the liver response to Wy-14,643, a potent peroxisome proliferator in rats and mice, have been demonstrated. While both rats and mice show dramatic increases in the number of peroxisomes, the activity of peroxisomal enzymes involved in the beta-oxidation of fatty acids, and heptocyte replication, Syrian hamsters have a more moderate peroxisome proliferation response and no sustained increase in cell replication. Rats and mice, but not hamsters, develop hepatocellular carcinoma after prolonged exposure to Wy-14,643. To further characterize this species difference, two-dimensional gel electrophoresis (2-DE) has been used to compare the effect of 14-day exposure to various dietary concentrations of Wy-14,643 on liver protein expression in male mice and hamsters. Digitized images of the 2-DE protein maps were searched for significant changes. The peroxisome bifunctional enzyme (PBE) enoyl CoA hydratase/3-hydroxyacyl dehydrogenase, which migrates to the same position in mouse and hamster liver protein 2-DE patterns, increased in abundance by more than three times the control level in both mice and hamsters. In addition to the quantitative change in PBE, significant quantitative changes (P < 0.001) were found in 49 mouse liver proteins (47 decreasing and 2 increasing) and in 35 hamster liver proteins (27 decreasing and 8 increasing). There was little overlap in the mouse and hamster proteins showing quantitative changes in response to Wy-14,643, with the exception of PBE and one unidentified liver protein with an approximate molecular weight of 50,000. These results show that although peroxisome proliferation occurs in the livers of both mice and hamsters exposed to Wy-14,643, other species-specific changes in proteins occur that are independent of the peroxisome proliferation response and that could be related to species-specific susceptibility or resistance to liver tumor induction.
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Affiliation(s)
- C S Giometti
- Center for Mechanistic Biology and Biotechnology, Argonne National Laboratory, IL 60439, USA.
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Haynes P, Miller I, Aebersold R, Gemeiner M, Eberini I, Lovati MR, Manzoni C, Vignati M, Gianazza E. Proteins of rat serum: I. Establishing a reference two-dimensional electrophoresis map by immunodetection and microbore high performance liquid chromatography-electrospray mass spectrometry. Electrophoresis 1998; 19:1484-92. [PMID: 9694300 DOI: 10.1002/elps.1150190845] [Citation(s) in RCA: 48] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
In the present investigation, we have identified 56 major spots, or spot rows, corresponding to 22 proteins, in the 2-DE pattern of adult male rats. This was done mainly by applying two complementary techniques, namely immunoblotting and high performance liquid chromatography-mass spectrometry (HPLC-MS) peptide mapping. Glycoproteins were characterized by affinity blotting with six lectins. We have also detailed how rat serum differs from human serum in two main respects: (i) relative abundance of individual proteins, which amounts in some cases to a complete absence in either sample, and (ii) varying molecular parameters for homologous proteins. It was thus possible to establish a first-generation reference map of rat serum proteins, which can be accessed through http://weber.u.washington.edu/ruedilab/aebersold++ +.html. We hope the present database will be a useful reference for the evaluation of changes in serum protein distribution in the course of pharmacological and toxicological studies. The recognition of species-specific proteins appears of special relevance in this respect.
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Affiliation(s)
- P Haynes
- Department of Molecular Biotechnology, University of Washington, School of Medicine, Seattle, USA
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Chataway TK, Whittle AM, Lewis MD, Bindloss CA, Moritz RL, Simpson RJ, Hopwood JJ, Meikle PJ. Development of a two-dimensional gel electrophoresis database of human lysosomal proteins. Electrophoresis 1998; 19:834-6. [PMID: 9629923 DOI: 10.1002/elps.1150190538] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Two-dimensional gel electrophoresis databases have been generated for a range of tissue cell and fluid types, from a number of species. A major difficulty in the development of such databases is the large number of proteins present in even a single cell type (> 10,000) and the low levels of many of these proteins. One approach to overcome these difficulties is to fractionate the cell into its organelles and generate individual databases for each subcellular component. This has the added advantage of assigning a cellular location to each protein identified. Here we report the development of a two-dimensional gel electrophoresis database of lysosomal proteins.
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Affiliation(s)
- T K Chataway
- Lysosomal Diseases Research Unit, Department of Chemical Pathology, Women's and Children's Hospital, North Adelaide, South Australia, Australia
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Li G, Waltham M, Anderson NL, Unsworth E, Treston A, Weinstein JN. Rapid mass spectrometric identification of proteins from two-dimensional polyacrylamide gels after in gel proteolytic digestion. Electrophoresis 1997; 18:391-402. [PMID: 9150917 DOI: 10.1002/elps.1150180313] [Citation(s) in RCA: 69] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
We report a rapid method for identifying proteins resolved by two-dimensional polyacrylamide gel electrophoresis (2-D PAGE) using matrix-assisted laser desorption ionization-mass spectrometry (MALDI-MS). In-gel digestion was performed in a way such that the volume ratio of trypsin solution to gel plug was quantitatively controlled to promote reproducible digestion and to maximize the digestion yield. To make the digestion samples more compatible with MALDI-MS, the volatile salt ammonium bicarbonate in the digestion buffer was largely removed prior to peptide extraction. Samples of mixed tryptic peptides from in-gel digestion were used without purification to obtain molecular weights by MALDI-MS with alpha-cyano, 4-hydroxy-cinnamic acid as the matrix. Modifications of MALDI sample loading procedures improved the detection sensitivity by one half to one order of magnitude. The peptide mass peaks in MALDI-MS spectra were distinguished from those of impurities by using several types of controls, and masses were corrected by using trypsin autodigestion fragments as internal calibration standards. Two different peptide-matching computer programs were used to interrogate sequence databases and identify proteins. Identification was enhanced by generation of orthogonal data sets (by using different proteases) and by including experimental values of isoelectric point (pI) and molecular weight to exclude false entries in the candidate lists. Approximately 1% of the material from a spot was used in each sample loading, and nine protein spots from rat liver 2-D PAGE gels were identified correctly, as judged by comparison with identification results previously obtained from Edman sequencing. A previously identified low-abundance spot was not identified by MALDI-MS, presumably because there was insufficient material in a single gel. The sample handling procedure reported here should permit us to identify many 2-D PAGE protein spots of medium abundance.
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Affiliation(s)
- G Li
- Laboratory of Molecular Pharmacology, National Cancer Institute (NCI), NIH, Bethesda, MD 20892-4255, USA
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Abstract
In order to obtain an estimate of the overall level of correlation between mRNA and protein abundances for a well-characterized pharmaceutically relevant biological system, we have analyzed human liver by quantitative two-dimensional electrophoresis (for protein abundances) and by Transcript Image methodology (for mRNA abundances). Incyte's LifeSeq database was searched for expressed sequence tag (EST) sequences corresponding to a series of 23 proteins identified on 2-D maps in the Large Scale Biology (LSB) Molecular Anatomy database, resulting in estimated abundances for 19 messages (4 were undetected) among 7926 liver clones sequenced. A correlation coefficient of 0.48 was obtained between the mRNA and protein abundances determined by the two approaches, suggesting that post-transcriptional regulation of gene expression is a frequent phenomenon in higher organisms. A comparison with published data (Kawamoto, S., et al., Gene 1996, 174, 151-158) on the abundances of liver mRNAs for plasma proteins (secreted by the liver) suggests that higher abundance messages are strongly enriched in secreted sequences. Our data confirms this: of the 50 most abundant liver mRNAs, 29 coded for secreted proteins, while none of the 50 most abundant proteins appeared to be secreted products (although four plasma and red blood cell proteins were present in this group as contaminants from tissue blood).
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Affiliation(s)
- L Anderson
- Large Scale Biology Corporation, Rockville, MD 20850-3338, USA.
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O'Connell KL, Stults JT. Identification of mouse liver proteins on two-dimensional electrophoresis gels by matrix-assisted laser desorption/ionization mass spectrometry of in situ enzymatic digests. Electrophoresis 1997; 18:349-59. [PMID: 9150913 DOI: 10.1002/elps.1150180309] [Citation(s) in RCA: 186] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
A number of proteins from a silver-stained two-dimensional (2-D) electrophoresis gel of mouse liver whole-cell lysate were identified by peptide mass mapping and sequence database searching. The excised protein spots were processed by in situ reduction and alkylation, followed by Lys-C digestion. The masses of the resulting peptide mixtures were measured with a matrix-assisted laser desorption/ionization (MALDI) reflection-time-of-flight mass spectrometer. These masses were used successfully to search a protein sequence database. Optimized silver staining and digestion protocols allowed proteins to be identified routinely at the low picomole level. The high mass accuracy and resolution provided by delayed extraction were important for high specificity in the database search. Fragment ion data obtained by MALDI post-source decay (PSD) measurements not only provided confirmation of peptide identification, but could be used to identify the protein from a single peptide without spectral interpretation.
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Affiliation(s)
- K L O'Connell
- Protein Chemistry Department, Genentech, Inc., South San Francisco, CA 94080, USA
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Jungblut P, Thiede B, Zimny-Arndt U, Müller EC, Scheler C, Wittmann-Liebold B, Otto A. Resolution power of two-dimensional electrophoresis and identification of proteins from gels. Electrophoresis 1996; 17:839-47. [PMID: 8783010 DOI: 10.1002/elps.1150170505] [Citation(s) in RCA: 132] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Affiliation(s)
- P Jungblut
- Max-Delbrück-Centrum für Molekulare Medizin, Berlin, Germany.
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