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1.
Electrophoresis ; 26(7-8): 1500-12, 2005 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-15765480

RESUMO

A capillary electrophoresis-mass spectrometry (CE-MS) method has been developed to perform routine, automated analysis of low-molecular-weight peptides in human serum. The method incorporates transient isotachophoresis for in-line preconcentration and a sheathless electrospray interface. To evaluate the performance of the method and demonstrate the utility of the approach, an experiment was designed in which peptides were added to sera from individuals at each of two different concentrations, artificially creating two groups of samples. The CE-MS data from the serum samples were divided into separate training and test sets. A pattern-recognition/feature-selection algorithm based on support vector machines was used to select the mass-to-charge (m/z) values from the training set data that distinguished the two groups of samples from each other. The added peptides were identified correctly as the distinguishing features, and pattern recognition based on these peptides was used to assign each sample in the independent test set to its respective group. A twofold difference in peptide concentration could be detected with statistical significance (p-value < 0.0001). The accuracy of the assignment was 95%, demonstrating the utility of this technique for the discovery of patterns of biomarkers in serum.


Assuntos
Biomarcadores/sangue , Eletroforese Capilar/métodos , Espectrometria de Massas por Ionização por Electrospray/métodos , Automação , Eletroforese em Gel Bidimensional , Humanos
2.
Proteomics ; 3(7): 1365-73, 2003 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-12872237

RESUMO

Two-dimensional electrophoretic analyses of Escherichia coli cells producing recombinant human growth hormone (Nutropin) in fermentations were conducted. The resulting two-dimensional protein profiles were compared with those of nonproducing (blank) cells. A qualitative comparison was performed to address regulatory issues in the biopharmaceutical industry, and a semiquantitative comparison was performed to reveal information about the physiological state of the cells. The protein spots unique to production fermentation profiles were all related to recombinant human growth hormone (hGH); these included intact hGH, charge variants of hGH, and a proteolytically cleaved form of hGH, as expected. There were no E. coli host cell proteins unique to either the production or blank fermentation profiles. Rather, all detectable differences in E. coli proteins were quantitative in nature. Specifically, the levels of IbpA (inclusion body binding protein A), Ivy (inhibitor of vertebrate lysozyme), and a cleaved form of GroEL (Hsp60 homolog) were higher in hGH production profiles, whereas the levels of GlmU protein and PspA (phage shock protein A) were higher in blank profiles. In general, the high degree of similarity between proteomes for hGH-producing and nonproducing cells suggests that E. coli proteins from a nonproducing (blank) fermentation are appropriate for eliciting antibodies that are then used in immunoassays to measure host cell proteins in samples from production fermentations.


Assuntos
Proteínas de Bactérias/química , Escherichia coli/metabolismo , Hormônio do Crescimento Humano/biossíntese , Proteoma , Proteínas Recombinantes/metabolismo , Algoritmos , Proteínas de Bactérias/metabolismo , Reatores Biológicos , Proteínas de Transporte/metabolismo , Chaperonina 60/metabolismo , Eletroforese em Gel Bidimensional/métodos , Eletroforese em Gel de Poliacrilamida , Proteínas de Escherichia coli/metabolismo , Fermentação , Proteínas de Choque Térmico/metabolismo , Humanos , Imunoensaio , Immunoblotting , Plasmídeos/metabolismo
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