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Application of three-way principal component analysis to the evaluation of two-dimensional maps in proteomics.

Three-way PCA has been applied to proteomic pattern images to identify the classes of samples present in the dataset. The developed method has been applied to two different datasets: a rat sera dataset, constituted by five samples of healthy Wistar rat sera and five samples of nicotine-treated Wistar rat sera; a human lymph-node dataset constituted by four healthy lymph-nodes and four lymph-nodes affected by a non-Hodgkin's lymphoma. The method proved to be successful in the identification of the classes of samples present in both of the groups of 2D-PAGE images, and it allowed us to identify the regions of the two-dimensional maps responsible for the differences occurring between the classes for both rat sera and human lymph-nodes datasets.

Algorithms↗

Two-dimensional gel proteome reference map of blood monocytes.

BACKGROUND: Blood monocytes play a central role in regulating host inflammatory processes through chemotaxis, phagocytosis, and cytokine production. However, the molecular details underlying these diverse functions are not completely understood. Understanding the proteomes of blood monocytes will provide new insights into their biological role in health and diseases. RESULTS: In this study, monocytes were isolated from five healthy donors. Whole monocyte lysates from each donor were then analyzed by 2D gel electrophoresis, and proteins were detected using Sypro Ruby fluorescence and then examined for phosphoproteomes using ProQ phospho-protein fluorescence dye. Between 1525 and 1769 protein spots on each 2D gel were matched, analyzed, and quantified. Abundant protein spots were then subjected to analysis by mass spectrometry. This report describes the protein identities of 231 monocyte protein spots, which represent 164 distinct proteins and their respective isoforms or subunits. Some of these proteins had not been previously characterized at the protein level in monocytes. Among the 231 protein spots, 19 proteins revealed distinct modification by protein phosphorylation. CONCLUSION: The results of this study offer the most detailed monocyte proteomic database to date and provide new perspectives into the study of monocyte biology.

Journal Article↗

['Proteomics': the mapping of all human proteins].

The genomes of many organisms, including humans, are now largely known. In the wake of this there is a need to identify and measure all proteins that are encoded by the genome (proteomics). This need leads to turbulent developments in the area of analytical techniques, such as two-dimensional electrophoresis, mass spectrometry, and protein chips. The rapidity of advancements justifies the expectation that in the next 5-10 years it will indeed become possible to determine the proteome of an organism or its components such as plasma, serum, or tissues. In combination with information on initiation and progress of disease, proteomics will contribute to improving health and to better primary and secondary prevention.

Databases, Protein↗

Global analysis of the Ralstonia metallidurans proteome: prelude for the large-scale study of heavy metal response.

A proteome map of Ralstonia metallidurans strain CH34 was constructed using two-dimensional (2-D) gel electrophoresis in combination with automated Edman degradation and mass spectrometry (MS). R. metallidurans CH34 is the type-strain of a family of highly related strains characterized by their multiple resistance to millimolar amounts of heavy metals, conferred by two large plasmids. The protein content of this bacterium grown in minimal medium was separated by 2-D gel electrophoresis using various pH gradients. Protein identification was carried out via N-terminal amino acid sequencing, matrix assisted laser desorption/ionisation-time of flight-mass spectrometry (MALDI-TOF-MS) and tandem MS. So far, 224 different proteins were characterized from 352 protein spots. Although the proteome map is still not complete, one could appraise the importance of proteomics for genome analyses through (i). the identification of previously undetected open reading frames, (ii). the identification of proteins not encoded by the already sequenced genome fragments, (iii). the characterization of protein-encoding genes spanning two different contigs, enabling their merging, and (iv). the precise delineation of the N-terminus of several proteins. Finally, this map will prove a useful tool in the identification of proteins differentially expressed in the presence of different heavy metals.

Databases, Protein↗

Mapping the proteome of thylakoid membranes by de novo sequencing of intermembrane peptide domains.

The proteome of a membrane compartment has been investigated by de novo sequence analysis after tryptic in gel digestion. Protein complexes and corresponding protein subunits were separated by a 2-D Blue Native (BN)/SDS-PAGE system. The transmembrane proteins of thylakoid membranes from a higher plant (Hordeum vulgare L.) were identified by the primary sequence of hydrophilic intermembrane peptide domains using nano ESI-MS/MS-analysis. Peptide analysis revealed that lysine residues of membrane proteins are primarily situated in the intermembrane domains. We concluded that esterification of lysine residues with fluorescent dyes may open the opportunity to label membrane proteins still localized in native protein complexes within the membrane phase. We demonstrate that covalent labelling of membrane proteins with the fluorescent dye Cy3 allows high sensitive visualization of protein complexes after 2-D BN/SDS-PAGE. We show that pre-electrophoretic labelling of protein subunits supplements detection of proteins by post-electrophoretic staining with silver and CBB and assists in completing the identification of the membrane proteome.

Amino Acid Sequence↗

Mycoplasma gallisepticum hemagglutinin V1hA, pyruvate dehydrogenase PdhA, lactate dehydrogenase, and elongation factor Tu share epitopes with Mycoplasma imitans homologues.

Mycoplasma gallisepticum is a major pathogen of poultry. Mycoplasma imitans is genetically and antigenically closely related to M. gallisepticum, but so far, only a few proteins of M. imitans have been identified as sharing epitopes with M. gallisepticum. In this study, we identified three proteins of M. gallisepticum that share with M. imitans epitopes defined by monoclonal antibodies (MAbs). MAb 9D4 reacted with the 67-kD hemagglutinin V1hA (previously termed pMGA) of M. gallisepticum and with its continuously expressed 40-kD protein. This MAb also reacted with a 40-kD protein of M. imitans, but not with its putative V1hA. Two-dimensional (2D) immunoblots of M. gallisepticum strains showed that their 40-kD proteins reacting with MAb 9D4 are expressed as major forms with isoelectric points (pI) around 6, and also as less-abundant forms differing in pI. In M. imitans, major forms of 40-kD proteins recognized by MAb 9D4 had pI around 6, whereas minor forms had pI between 5.5 and 5.8. The N-terminal sequence of the M. gallisepticum 40-kD protein recognized by MAb 9D4 strongly indicates that this protein is pyruvate dehydrogenase E1, subunit alpha (PdhA protein, also termed AcoA). The position of elongation factor Tu (EF-Tu), detected by the reference MAb GB8, was very similar in the 2D proteome maps of M. gallisepticum and M. imitans (MW of about 45 kD; pI - 5.6). In both M. gallisepticum and M. imitans, MAb 7G1 reacted with proteins of about 36 kD with similar charges (major forms with pI of about 8). The position of this protein in the proteome map of M. gallisepticum and its N-terminal sequence strongly suggest that MAb 7G1 recognizes lactate (malate) dehydrogenase (Ldh or Mdh). Comparison of 2D proteomes of 10 M. gallisepticum strains indicated that positions of EF-Tu, PdhA, and Ldh proteins are rather consistent and can be used as reference points in further analyses of the M. gallisepticum proteome.

Amino Acid Sequence↗

Proteome analysis of red deer antlers.

Deer antlers are the only mammalian organs capable of repeated regeneration. Although antlers are known to develop from pedicles, which arise from antlerogenic cells of cranial periosteum, their developmental process is not fully elucidated. For example, while endocrine and environmental factors influence the antler development, it is still unclear which signaling pathways are involved in the transduction of such stimuli. To study the developmental process of antlers and identify proteins functioning in their growth, we have established proteome maps of red deer (Cervus elaphus) antlers. With two-dimensional gel electrophoresis and matrix-assisted laser desorption/ionization mass spectrometry, we analyzed more than 800 protein spots and identified approximately 130 individual proteins derived from the growing tip of antlers. The overall profile of the antler proteome was dissimilar to those of other types of tissue. Also comparison of proteomes derived from proximal bony tissue and the growing tip of antlers revealed substantial differences. Moreover several cell growth or signaling-related proteins are expressed exclusively in the growing tip, suggesting that these proteins function in the growth and differentiation of antlers. Currently, using the antler proteome maps, we are actively searching for the regulatory factor(s) that may control the antler development.

Animals↗

Mapping the proteome of Drosophila melanogaster: analysis of embryos and adult heads by LC-IMS-MS methods.

Multidimensional separations combined with mass spectrometry are used to study the proteins that are present in two states of Drosophila melanogaster: the whole embryo and the adult head. The approach includes the incorporation of a gas-phase separation dimension in which ions are dispersed according to differences in their mobilities and is described as a means of providing a detailed analytical map of the proteins that are present. Overall, we find evidence for 1133 unique proteins. In total, 780 are identified in the head, and 660 are identified in the embryo. Only 307 proteins are in common to both developmental stages, indicating that there are significant differences in these proteomes. A comparison of the proteome to a database of mRNAs that are found from analysis by cDNA approaches (i.e., transcriptome) also shows little overlap. All of this information is discussed in terms of the relationship between the predicted genome, and measured transcriptomes and proteomes. Additionally, the merits and weaknesses of current technologies are assessed in some detail.

Animals↗

Outer membrane vesicles of the VA-MENGOC-BC vaccine against serogroup B of Neisseria meningitidis: Analysis of protein components by two-dimensional gel electrophoresis and mass spectrometry.

Neisseria meningitidis is a Gram-negative bacterium responsible for significant mortality worldwide. While effective polysaccharides-based vaccines exist against serogroups A, C, W135, and Y, no similar vaccine is suitable for children under 4 years against disease caused by serogroup B strains. Therefore, major vaccine efforts against this serogroup are based on outer membrane vesicles (OMVs), containing major outer membrane proteins. The OMV-based vaccine produced by the Finlay Institute in Cuba (VA-MENGOC-BC) contributed to the rapid decline of the epidemic in this Caribbean island. While the content of major proteins in this vaccine has been discussed, no detailed work of an outer membrane proteomic map of this, or any other, commercially available OMV-derived product has been published so far. Since OMVs exhibit a large bias toward a few major proteins and usually contain a high content of lipids, establishing the adequate conditions for high resolution, 2-DE of this kind of preparation was definitely a technical challenge. In this work, 2-DE and MS have been used to generate a proteomic map of this product, detailing the presence of 31 different proteins, and it allows the identification of new putative protective protein components it contains.

Amino Acid Sequence↗

Proteome reference map of Pseudomonas putida strain KT2440 for genome expression profiling: distinct responses of KT2440 and Pseudomonas aeruginosa strain PAO1 to iron deprivation and a new form of superoxide dismutase.

The genome sequence of Pseudomonas putida strain KT2440, a nutritionally versatile, saprophytic and plant root-colonizing Gram-negative soil bacterium, was recently determined by K. E. Nelson et al. (2002, Environ Microbiol 4: 799-808). Here, we present a two-dimensional gel protein reference map of KT2440 cells grown in mineral salts medium with glucose as carbon source. Proteins were identified by matrix-assisted laser desorption ionization time-of-flight (MALDI-TOF) analysis, in conjunction with an in-house database developed from the genome sequence of KT2440, and approximately 200 two-dimensional gel spots were assigned. The map was used to assess the genomic response of KT2440 to iron limitation stress and to compare this response with that of the closely related facultative human pathogen Pseudomonas aeruginosa strain PAO1. The synthesis of about 25 proteins was affected in both strains, including four prominent upregulated ferric uptake regulator (Fur) protein-dependent proteins, but there were also striking differences in their proteome responses, for example in the expression of superoxide dismutases (Sod), which may indicate important roles of iron-responsive functions in the adaptation of these two bacteria to different lifestyles. The Sod enzyme of KT2440 was shown to be a novel heterodimer of the SodA and SodB polypeptides.

Adaptation, Biological↗

Proteome analysis of chicken embryonic gonads: identification of major proteins from cultured gonadal primordial germ cells.

The domestic chicken (Gallus gallus) is an important model for research in developmental biology because its embryonic development occurs in ovo. To examine the mechanism of embryonic germ cell development, we constructed proteome map of gonadal primordial germ cells (gPGCs) from chicken embryonic gonads. Embryonic gonads were collected from 500 embryos at 6 days of incubation, and the gPGCs were cultured in vitro until colony formed. After 7-10 days in culture, gPGC colonies were separated from gonadal stroma cells (GSCs). Soluble extracts of cultured gPGCs were then fractionated by two-dimensional gel electrophoresis (pH 4-7). A number of protein spots, including those that displayed significant expression levels, were then identified by use of matrix-assisted laser desorption/ionization-time of flight (MALDI-TOF) mass spectrometry and LC-MS/MS. Of the 89 gPGC spots examined, 50 yielded mass spectra that matched avian proteins found in on-line databases. Proteome map of this type will serve as an important reference for germ cell biology and transgenic research.

Animals↗

Proteomic survey of the pathogenic Mycoplasma hyopneumoniae strain 7448 and identification of novel post-translationally modified and antigenic proteins.

Mycoplasma hyopneumoniae is an important pathogen for pigs, being the causative agent of enzootic pneumonia. Recently, the genome sequences of three strains, J, 7448 and 232 have been reported. Here, we describe the results of a proteomic analysis, based on two-dimensional gel electrophoresis of soluble protein extracts, immunoblot and mass spectrometry, which was carried out aiming the identification of gene products and antigenic proteins from the M. hyopneumoniae pathogenic strain 7448. A preliminary M. hyopneumoniae proteome map in two pH ranges (3-10 and 4-7) was produced. A total of 31 different coding DNA sequences (CDSs), including three hypothetical ones, were experimentally verified with the identification of the corresponding protein products by matrix-assisted laser desorption/ionisation time-of-flight mass spectrometry. According to the Clusters of Orthologous Groups (COG) functional classification, the identified proteins were assigned to the groups of metabolism (13), cellular processes (5) and information and storage processing (4). Nine of the identified proteins were not classifiable by COG, including some related to cytoadherence and possibly involved in pathogenicity. Moreover, at least five highly antigenic proteins of M. hyopneumoniae were identified by immunoblots, including four novel ones (a heat shock protein 70, an elongation factor Tu, a pyruvate dehydrogenase E1-beta subunit and the P76 membrane protein). The now available proteome map is expected to serve as a reference for comparative analyses between M. hyopneumoniae pathogenic and non-pathogenic strains, and for methabolic studies based on cells cultured under modified conditions.

Animals↗

Profiling stage-dependent changes of protein expression in Caenorhabditis elegans by mass spectrometric proteome analysis leads to the identification of stage-specific marker proteins.

Proteome maps obtained by synchronization of the wild-type Caenorhabditis elegans development reflected stage-dependent molecular differences and revealed dynamic cytoskeletal processes during ontogenesis. Distinct protein spots that may function as molecular markers for the corresponding developmental stages were mass spectrometrically identified. The amount of the Cu(2+)- Zn(2+) superoxide dismutase (CE23550) and an aspartyl proteinase (CE21681) was highest in the first larval stage (L1) and decreased during the ontogenesis from the first larval stage to the adult. Tropomyosin III (CE29059) was prominently present in the first and second larval stage (L1/L2). Abundances of actin 1 or 4 (CE12358 or CE13148) and tropomyosin I (CE28782) were particularly high in multiple spots in the third larval stage (L3). Interestingly, the amount of DIM-1 protein (CE27706), reflected by two spots, was the lowest in this stage. A particular splicing factor (CE31089) was detected only in the fourth larval stage (L4), whereas a spot with high abundance representing the cuticle collagen (CE02272) was only found highly expressed in adult animals (A). In addition, a Ca(2+)-binding protein (CE12368) and one protein spot which has not yet been identified, both reached their maximal spot intensities in the adult stage (A). Moreover, the ASP-1, CCT-5, GPD-1, GPD-2, HSP-6, HSP-16.2, IFB-2, LEC-2, LIN-53, LMN-1, MDH-1, NUD-1, RPA-0, RSP-12, SOD-1, TBB-1, TBB-2, TMY-1, UNC-60, and VIT-2 proteins for which mutants are available and two still unidentified protein spots which were present in all developmental stages, have been reproducibly localized in proteome maps of distinct ontogenesis states.

Animals↗

Oxidative-stress-related proteome changes in Helicobacter pylori-infected human gastric mucosa.

Helicobacter pylori infection leads to gastroduodenal inflammation, peptic ulceration and gastric carcinoma. Proteomic analysis of the human gastric mucosa from the patients with erosive gastritis, peptic ulcer or gastric cancer, which were either infected or not with H. pylori, was used to determine the differentially expressed proteins by H. pylori in the human gastric mucosa in order to investigate the pathogenic mechanism of H. pylori -induced gastric diseases. Prior to the experiment, the expression of the main 18 proteins were identified in the gastric mucosa and used for a proteome map of the human gastric mucosa. Using two-dimensional electrophoresis of the protein isolated from the H. pylori -infected tissues, Coomassie Brilliant Blue staining and computerized analysis of the stained gel, the expression of eight proteins were altered in the H. pylori -infected tissues compared with the non-infected tissues. MS analysis (matrix-assisted laser desorption/ionization-time of flight MS) of the tryptic fragment and a data search allowed the the identification of the four increased proteins (78 kDa glucose-regulated protein precursor, endoplasmin precursor, aldehyde dehydrogenase 2 and L-lactate dehydrogenase B chain) and the four decreased proteins (intracellular chloride channel protein 1, glutathione S-transferase, heat-shock protein 60 and cytokeratin 8) caused by H. pylori infection in the gastric mucosa. These proteins are related to cell proliferation, carcinogenesis, cytoskeletal function and cellular defence mechanism. The common feature is that these proteins are related to oxidative-stress-mediated cell damage. In conclusion, the established gastric mucosal proteome map might be useful for detecting the disease-related protein changes. The H. pylori -induced alterations in protein expression demonstrate the involvement of oxidative stress in the pathogenesis of H. pylori -induced gastric diseases, including inflammation, ulceration and carcinogenesis.

Electrophoresis, Gel, Two-Dimensional↗

Comparative proteomic profiling of murine skin.

Mammalian skin is regularly exposed to different environmental stresses, each of which results in specific compensatory changes in protein expression that can be assessed by proteomic analysis. We have established a reference proteome map of BALB/c murine skin allowing the resolution of greater than 500 protein spots in a single two-dimensional polyacrylamide gel. Forty-four protein spots, corresponding to 28 different cutaneous proteins, were identified using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry and the Mascot online database searching algorithm. Twenty-five proteins were expressed at higher levels in the epidermis, whereas only nine were found predominantly in the subepidermal tissues. A subset of protein spots exhibited strain-specific expression. Proteins of diverse function were identified, including those involved in stress response, apoptosis, growth inhibition, the maintenance of structural integrity, translational control, energy metabolism, calcium binding, cholesterol transport, and the scavenging of free radicals. Prohibitin expression was detected cutaneously, with more abundant protein and mRNA levels in the epidermis. Five molecular chaperones including protein di-sulfide isomerase, 78 kDa glucose-regulated protein precursor, heat shock protein 60 (HSP60), HSP70, and HSP27 were also identified. Of these, HSP27 expression was confined mainly to the epidermis, and expression of protein disulfide isomerase was found primarily in the subepidermal tissues. Proteomic analysis of skin following heat or cold shock resulted in increased levels of HSP27, HSP60, and HSP70 suggesting involvement of these chaperones in the cutaneous response mechanism to temperature stress. These data establish numerous reference markers within the proteome map of murine skin and provide an important framework for future efforts aimed at characterization of the epidermal and subepidermal responses to environmental changes.

Abdomen↗

Lens proteomics: the accumulation of crystallin modifications in the mouse lens with age.

PURPOSE: To identify modified crystallins associated with aging of lens and produce two-dimensional electrophoresis (2-DE) proteome maps of crystallins in mouse lens. METHODS: Lens proteins from mice of increasing age or different strains were separated by either chromatography or 2-DE. Masses of whole proteins or tryptic peptides were analyzed by mass spectrometry. Changes in the abundance of individual crystallins were determined by image analysis of 2-DE gels. RESULTS: The measured masses of all known mouse crystallins, with the exception of gammaD and gammaF, matched the masses calculated from their reported sequences. Analysis by 2-DE indicated that most posttranslational modifications took place in mice after 6 weeks of age. Partially degraded crystallins, including betaB1, betaB2, betaB3, betaA3, alphaA, and alphaB, were found in greater proportion in the insoluble fractions. gamma-Crystallins A through F also became insoluble during aging. However, insolubilization of gamma-crystallins was associated with a decrease in isoelectric point (pI). Aging was also associated with increased phosphorylation of soluble alphaA- and alphaB-crystallins, confirmed by mass measurements of these proteins eluted from 2-DE gels. Comparison of protein profiles between several strains of mice used to produce transgenic or knockout models of cataract indicated few differences, except for an additional acidic form of a gamma-crystallin, possibly due to a polymorphism. CONCLUSIONS: These results suggest that partial degradation of alpha- and beta-crystallins and increased acidity of gamma-crystallins may cause insolubilization during aging. The 2-DE proteome maps of mouse lens proteins created in this study, using immobilized pH gradients, will be useful for comparison with maps of lens proteins of mice with cataracts so that cataract-specific modifications may be identified.

Aging↗

From genome to proteome: protein map of Haemophilus influenzae.

High-resolution two-dimensional (2-D) polyacrylamide gel electrophoresis allows the separation of complex biological mixtures (i.e., several hundred proteins from a bacterial cell lysate) in a single experiment. In this report proteins from Haemophilus influenzae were separated by 2-D gels and analyzed by peptide mass fingerprinting and/or amino acid analysis. By comparing the peptide mass profiles and the amino acid composition with the Haemophilus influenzae database, 119 protein spots were identified. The combination of amino acid analysis and peptide mass fingerprinting is a powerful tool for a rapid and economical identification of a large number of proteins resolved by 2-D gels. Studies on gene regulation and changes of protein expression upon drug treatment require quick and serial analysis techniques to efficiently identify potential new drug targets.

Amino Acids↗