Proteomic approaches in the search for disease biomarkers

Significant technological advances in protein chemistry, physics and computer sciences in the last two decades have greatly improved protein separation methodologies, such as electrophoresis and chromatography, and have established mass spectrometry (MS) as an indispensable tool for protein study. The goal of this review is to provide a brief overview of the recent improvements in these methodologies and present examples from their application in proteome analysis and search for disease biomarkers.     

Report on the first congress of the Spanish Proteomics Society

This report describes the first congress of the Spanish Proteomics Society (SEProt) and the Foundation Meeting of the European Proteomics Association (EuPA), which were held in Cordoba, Spain, February 13-17, 2005. The EuPA meeting joined together thirty European representatives from 17 national European proteomics organisations to discuss the opportunity of creating a supranational association aimed to promote all aspects of proteomics as a scientific discipline throughout Europe. The main subjects of the SEProt congress, which was attended by over 350 researchers mainly from Spain and other European countries, were the current status and applications of proteomics in medical and biological sciences.     

Proteomic analysis of Gal/GalNAc lectin-associated proteins in Entamoeba histolytica

Contact-dependent killing and phagocytosis of target cells by Entamoeba histolytica trophozoites is mediated by the galactose (Gal) and N-acetyl-d-galactosamine (GalNAc)-inhibitable lectin. Previous work has suggested that this lectin functions as part of a signal transduction complex. To identify proteins that might be part of this complex, amebic trophozoites were bound to GalNAc-BSA-labeled magnetic beads and lysed. Bound proteins were eluted from the beads and analyzed by tandem mass spectrometry. Along with the Gal/GalNAc lectin subunits, several cytoskeletal proteins, potential signaling proteins, and a novel transmembrane protein, consistently purified with the GalNAc-BSA beads.     

Cyclic tensile strain upregulates collagen synthesis in isolated tendon fascicles

Mechanical stimulation has been implicated as an important regulatory factor in tendon homeostasis. In this study, a custom-designed tensile loading system was used to apply controlled mechanical stimulation to isolated tendon fascicles, in order to examine the effects of 5% cyclic tensile strain at 1 Hz on cell proliferation and matrix synthesis. Sample viability and gross structural composition were maintained over a 24 h loading period. Data demonstrated no statistically significant differences in cell proliferation or glycosaminoglycan production, however, collagen synthesis was upregulated with the application of cyclic tensile strain over the 24 h period. Moreover, a greater proportion of the newly synthesised matrix was retained within the sample after loading. These data provide evidence of altered anabolic activity within tendon in response to mechanical stimuli, and suggest the importance of cyclic tensile loading for the maintenance of the collagen hierarchy within tendon.     

Functional RNA microarrays for high-throughput screening of antiprotein aptamers

High-throughput methods for generating aptamer microarrays are described. As a proof-of-principle, the microarrays were used to screen the affinity and specificity of a pool of robotically selected antilysozyme RNA aptamers. Aptamers were transcribed in vitro in reactions supplemented with biotinyl-guanosine 5'-monophosphate, which led to the specific addition of a 5' biotin moiety, and then spotted on streptavidin-coated microarray slides. The aptamers captured target protein in a dose-dependent manner, with linear signal response ranges that covered seven orders of magnitude and a lower limit of detection of 1 pg/mL (70 fM). Aptamers on the microarray retained their specificity for target protein in the presence of a 10,000-fold (w/w) excess of T-4 cell lysate protein. The RNA aptamer microarrays performed comparably to current antibody microarrays and within the clinically relevant ranges of many disease biomarkers. These methods should also prove useful for generating other functional RNA microarrays, including arrays for genomic noncoding RNAs that bind proteins. Integrating RNA aptamer microarray production with the maturing technology for automated in vitro selection of antiprotein aptamers should result in the high-throughput production of proteome chips.     

Partially supervised learning using an EM-boosting algorithm

Training data in a supervised learning problem consist of the class label and its potential predictors for a set of observations. Constructing effective classifiers from training data is the goal of supervised learning. In biomedical sciences and other scientific applications, class labels may be subject to errors. We consider a setting where there are two classes but observations with labels corresponding to one of the classes may in fact be mislabeled. The application concerns the use of protein mass-spectrometry data to discriminate between serum samples from cancer and noncancer patients. The patients in the training set are classified on the basis of tissue biopsy. Although biopsy is 100% specific in the sense that a tissue that shows itself to have malignant cells is certainly cancer, it is less than 100% sensitive. Reference gold standards that are subject to this special type of misclassification due to imperfect diagnosis certainty arise in many fields. We consider the development of a supervised learning algorithm under these conditions and refer to it as partially supervised learning. Boosting is a supervised learning algorithm geared toward high-dimensional predictor data, such as those generated in protein mass-spectrometry. We propose a modification of the boosting algorithm for partially supervised learning. The proposal is to view the true class membership of the samples that are labeled with the error-prone class label as missing data, and apply an algorithm related to the EM algorithm for minimization of a loss function. To assess the usefulness of the proposed method, we artificially mislabeled a subset of samples and applied the original and EM-modified boosting (EM-Boost) algorithms for comparison. Notable improvements in misclassification rates are observed with EM-Boost.     

Rab27b localizes to zymogen granules and regulates pancreatic acinar exocytosis

To understand the function of pancreatic zymogen granules, we performed a proteomics analysis to identify ZG membrane components. Here we report the identification of Rab27b through this proteomics study and validate its role in granule function. MALDI-MS peptide mass fingerprint was matched to rat Rab27b with 43% sequence coverage, and the identification was also confirmed by tandem mass spectrometry. The localization of Rab27b on ZGs was confirmed by Western blotting and immunocytochemistry. To examine the function of Rab27b in acinar secretion, we overexpressed wild type and mutant Rab27b protein in pancreatic acini using recombinant adenoviruses. Wild type Rab27b had no effect on amylase secretion, while Rab27b Q78L enhanced, and Rab27b N133I inhibited, CCK-induced amylase release by 92+/-13% and 53+/-8%, respectively. This enhancement and inhibition occurred at all points on the CCK dose-response curve and over a 30min time course. These results demonstrate that Rab27b is present on ZGs and plays an important role in regulating acinar exocytosis.     

The protein profile of acetazolamide-treated sera in mice bearing Lewis neoplasm

The aim of the present research is to analyze the proteome of neoplasm serum before and after treated with acetazolamide (20, 40, 80 mg kg(-1) d(-1) for 3 days p.o.). The Lewis lung carcinoma mice were used and carried out a comprehensive proteomic analysis by using the technologies of high-resolution two-dimensional polyacrylamide gel electrophoresis (2D PAGE) and mass spectrometry (MS). The results showed that the acetazolamide could dramatically reduce the lung metastasis and primary tumor growth. Its most potent inhibition rate on lung metastases was reach to 77.7% at the dose of 80 mg kg(-1) d(-1). The two dimension electrophoresis and software analysis reveal 393 protein spots in control gel, 385 protein spots were detected in treated gel and matched 209 protein spots with control gel, indicating that intensive changes had occurred during the process of treatment. Two obviously different spots were cut off from gel and for the peptide mass fingerprinting. Data base searching showed the two proteins' peptide much more mach with Histone H2B fragment and Ubc-like protein CROC1 fragment. The results suggest that acetazolamide has a strong anti-tumor and anti-metastasis effect on Lewis-lung-carcinoma. The mechanism may be related to its regulation on plenty of proteins, in particular, on upregulation of H2B and CROC-1 expression of postreplicational DNA repair related protein in serum.     

Application of immunoproteomics to rapid cytokine detection

Cytokines are pivotal to a balanced innate or cell-mediated immune response, and can be indicative of disease progression and/or resolution. Methods to measure key cytokines rapidly with accuracy, precision, and sensitivity are consequently important. The current assay technologies, which are based on RT-PCR, immunoassays, or bioassays, are limited in their use in the clinic, in particular because of the long time (1-3 h) required to carry out the assays. An alternative, semi-quantitative approach described here, uses an immunological capture step and a mass spectral readout. The goal of the assay is speed rather than sensitivity or precision.     

Salt stress adaptation of Bacillus subtilis: a physiological proteomics approach

The adaptation to osmotic stress is crucial for growth and survival of Bacillus subtilis in its natural ecosystem. Dual channel imaging and warping of 2-D protein gels were used to visualize global changes in the protein synthesis pattern of cells in response to osmotic stress (6% NaCl). Many vegetative enzymes were repressed in response to salt stress and derepressed after resumption of growth. The enzymes catalyzing the metabolic steps from glucose to 2-oxoglutarate, however, were almost constantly synthesized during salt stress despite the growth arrest. This indicates an enhanced need for the proline precursor glutamate. The synthesis of enzymes involved in sulfate assimilation and in the formation of Fe-S clusters was also induced, suggesting an enhanced need for the formation or repair of Fe-S clusters in response to salt stress. One of the most obvious changes in the protein synthesis profile can be followed by the very strong induction of the SigB regulon. Furthermore, members of the SigW regulon and of the PerR regulon, indicating oxidative stress after salt challenge, were also induced. This proteomic approach provides an overview of cell adaptation to an osmotic upshift in B. subtilis visualizing the most dramatic changes in the protein synthesis pattern.