Source:http://linkedlifedata.com/resource/pubmed/id/15284095
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rdf:type | |
lifeskim:mentions | |
pubmed:issue |
18
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pubmed:dateCreated |
2004-12-13
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pubmed:abstractText |
SUMMARY: Using replicated human serum samples, we applied an error model for proteomic differential expression profiling for a high-resolution liquid chromatography-mass spectrometry (LC-MS) platform. The detailed noise analysis presented here uses an experimental design that separates variance caused by sample preparation from variance due to analytical equipment. An analytic approach based on a two-component error model was applied, and in combination with an existing data driven technique that utilizes local sample averaging, we characterized and quantified the noise variance as a function of mean peak intensity. The results indicate that for processed LC-MS data a constant coefficient of variation is dominant for high intensities, whereas a model for low intensities explains Poisson-like variations. This result leads to a quadratic variance model which is used for the estimation of sample preparation noise present in LC-MS data.
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pubmed:language |
eng
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pubmed:journal | |
pubmed:citationSubset |
IM
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pubmed:chemical | |
pubmed:status |
MEDLINE
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pubmed:month |
Dec
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pubmed:issn |
1367-4803
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pubmed:author | |
pubmed:issnType |
Print
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pubmed:day |
12
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pubmed:volume |
20
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pubmed:owner |
NLM
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pubmed:authorsComplete |
Y
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pubmed:pagination |
3575-82
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pubmed:dateRevised |
2006-11-15
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pubmed:meshHeading |
pubmed-meshheading:15284095-Algorithms,
pubmed-meshheading:15284095-Blood Chemical Analysis,
pubmed-meshheading:15284095-Blood Proteins,
pubmed-meshheading:15284095-Chromatography, Liquid,
pubmed-meshheading:15284095-Humans,
pubmed-meshheading:15284095-Mass Spectrometry,
pubmed-meshheading:15284095-Models, Biological,
pubmed-meshheading:15284095-Models, Chemical,
pubmed-meshheading:15284095-Models, Statistical,
pubmed-meshheading:15284095-Proteomics,
pubmed-meshheading:15284095-Quality Control,
pubmed-meshheading:15284095-Reproducibility of Results,
pubmed-meshheading:15284095-Sample Size,
pubmed-meshheading:15284095-Sensitivity and Specificity,
pubmed-meshheading:15284095-Serum,
pubmed-meshheading:15284095-Stochastic Processes
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pubmed:year |
2004
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pubmed:articleTitle |
Quantifying reproducibility for differential proteomics: noise analysis for protein liquid chromatography-mass spectrometry of human serum.
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pubmed:affiliation |
SurroMed, Inc., 1430 O'Brien Drive, Menlo Park, CA 94025, USA. manderle@surromed.com <manderle@surromed.com>
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pubmed:publicationType |
Journal Article,
Comparative Study,
Evaluation Studies,
Validation Studies
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