RESUMO
OBJECTIVE: To find a panel of proteins in antemortem cerebrospinal fluid (CSF) that could be used to differentiate between samples from Alzheimer's disease (AD) patients and samples from healthy and neurological control subjects. METHODS: For a test cohort, antemortem CSF proteins from 34 AD and 34 non-AD patients were separated using two-dimensional gel electrophoresis. The resulting protein patterns were analyzed using the random forest multivariate statistical method. Protein spots of interest were identified using tandem time-of-flight mass spectrometry. A validation cohort consisting of CSF from 18 AD patients and 10 non-AD subjects was analyzed in a similar way. RESULTS: Using the test cohort, a panel of 23 spots was identified that could be used to differentiate AD and non-AD gels with a sensitivity of 94%, a specificity of 94%, and a predicted classification error rate of only 5.9%. These proteins are related to the transport of beta-amyloid, the inflammatory response, proteolytic inhibition, and neuronal membrane proteins. The 23 spots separately classified the validation cohort with 90% sensitivity (probable AD subjects), 83% specificity, and a predicted classification error rate of 14% in a blinded analysis. The total observed sensitivity is 93%, the total observed specificity is 90%, and the predicted classification error rate is 8.3%. INTERPRETATION: A panel of possible CSF biomarkers for AD has been identified using proteomic methods.
Assuntos
Doença de Alzheimer/líquido cefalorraquidiano , Doença de Alzheimer/diagnóstico , Biomarcadores/líquido cefalorraquidiano , Proteômica , Estudos de Coortes , Eletroforese em Gel Bidimensional , Humanos , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Método Simples-Cego , Espectrometria de Massas em TandemRESUMO
BACKGROUND: The study of proteins with altered production in postmortem cerebrospinal fluid (CSF) compared with antemortem CSF may improve the understanding of biochemical changes that occur immediately after death. METHODS: Two CSF samples (1 antemortem and 1 postmortem) were collected from 7 patients and analyzed by 2-dimensional gel electrophoresis. An analysis was also performed to identify proteins that showed a correlation between concentration change and postmortem interval. Tandem mass spectrometry was used to identify the proteins. RESULTS: Fifty-four protein spots were identified that showed a consistent and significant change in concentration in the postmortem CSF of all 7 patients (>3.5-fold, P <0.01). The proteins in these spots derive from a variety of functional groups, including cytoskeletal proteins, enzymes involved in glycolysis, and proteins that prevent oxidative stress. Fourteen protein spots were found to have an increase in production that correlated with postmortem interval. CONCLUSIONS: Changes in protein production of postmortem vs antemortem CSF were studied. The proteins observed to change production in the postmortem CSF include several proteins previously observed as potential stroke biomarkers.
Assuntos
Proteínas do Líquido Cefalorraquidiano/análise , Mudanças Depois da Morte , Proteoma/análise , Idoso , Idoso de 80 Anos ou mais , Proteínas do Líquido Cefalorraquidiano/biossíntese , Eletroforese em Gel Bidimensional , Feminino , Humanos , Masculino , Espectrometria de Massas , Pessoa de Meia-Idade , Fatores de TempoRESUMO
An important consideration in the measurement of quantitative changes in protein expression is the consistency of the observations for a given technique as well as the reproducibility of the experiment. A quantitative assessment of the technical and biological variability is crucial to avoid erroneous inferences and conclusions. Two methods for measuring quantitative changes in protein expression are two-dimensional electrophoresis (2-DE) and shotgun proteomics of isobaric-tagged samples using iTRAQ reagents. An assessment of changes in Escherichia coli protein expression in response to rhsA induction demonstrates that half of the quantified protein expression ratios have a coefficent of variation (CV) less than 0.31 using 2-DE and less than 0.24 using isobaric tags; whereas 95% of the quantified protein expression ratios have a CV less than 0.81 using 2-DE and less than 0.53 using isobaric tags. The selective removal of outlier data points from the shotgun method using Grubb's and Rosner's statistical outlier tests improves the consistency of the quantitation data obtained.
Assuntos
Eletroforese em Gel Bidimensional/métodos , Proteínas de Escherichia coli/análise , Proteoma/análise , Proteômica/métodos , Cromatografia Líquida , Escherichia coli/metabolismo , Corantes Fluorescentes , Expressão Gênica , Espectrometria de Massas , Reprodutibilidade dos TestesRESUMO
It has been suggested that the activation of the complement system is involved in the pathogenesis of several neurodegenerative diseases including Alzheimer's disease (AD), Parkinson's disease (PD), and multiple sclerosis (MS). Here, the CSF expression levels of complement proteins C3b, C4b, factor B, and factor H were compared between normal subjects and patients diagnosed with AD, PD, MS, and neurosyphilis. The CSF proteins were initially separated using two-dimensional gel electrophoresis, which allowed the comparison of some of the individual complement isoforms. Patients with AD, PD, and MS all showed more than one complement isoform with a significant change (p < 0.05) in CSF expression level compared to normal subjects. PD patients were found to have the greatest number of significantly changed isoforms, all showing a decreased expression level in PD CSF. The complement isoforms examined were able to distinguish between some, but not all, of the diseases studied. The data suggest that when investigating a protein as a possible biomarker, it may be useful to compare individual protein isoform expression levels in addition to the more commonly measured total protein expression level.
Assuntos
Proteínas do Sistema Complemento/líquido cefalorraquidiano , Doenças Neurodegenerativas/líquido cefalorraquidiano , Doença de Alzheimer/líquido cefalorraquidiano , Biomarcadores , Complemento C3b/líquido cefalorraquidiano , Complemento C4b/líquido cefalorraquidiano , Fator B do Complemento/líquido cefalorraquidiano , Fator H do Complemento/líquido cefalorraquidiano , Eletroforese em Gel Bidimensional , Humanos , Espectrometria de Massas , Esclerose Múltipla/líquido cefalorraquidiano , Doenças Neurodegenerativas/diagnóstico , Doença de Parkinson/líquido cefalorraquidianoRESUMO
We test the ability of state-of-the-art two-dimensional electrophoresis (2-DE) technology to enable the proteome mapping of ante mortem cerebrospinal fluid (CSF) from a single individual. Using the sensitive technologies of a fluorescent protein stain and fluorescence laser scanning of 2-DE gels, combined with matrix-assisted laser desorption/ionization-time of flight/time of flight-mass spectrometry (MALDI-TOF/TOF-MS) for protein identification, a highly detailed 2-DE map of the CSF proteome was created. The 2-DE map contains 600 identified spots representing 82 different proteins. Of the 82 proteins identified, 25 have not appeared in any previously published 2-DE map of CSF, and 11 have not been previously reported to exist in CSF. Most of the identifications originate from an ante mortem CSF sample collected from a single hydrocephalus patient. A supplemental map created from neurologically normal patients is also presented. A webpage with protein identification and scoring information from both maps is available at http://www.leelab.org/csfmap.