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Analyzing marginal cases in differential shotgun proteomics.


ABSTRACT: We present an approach to statistically pinpoint differentially expressed proteins that have quantitation values near the quantitation threshold and are not identified in all replicates (marginal cases). Our method uses a Bayesian strategy to combine parametric statistics with an empirical distribution built from the reproducibility quality of the technical replicates.The software is freely available for academic use at http://pcarvalho.com/patternlab.

SUBMITTER: Carvalho PC 

PROVIDER: S-EPMC3018820 | biostudies-other | 2011 Jan

REPOSITORIES: biostudies-other

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Analyzing marginal cases in differential shotgun proteomics.

Carvalho Paulo C PC   Fischer Juliana S G JS   Perales Jonas J   Yates John R JR   Barbosa Valmir C VC   Bareinboim Elias E  

Bioinformatics (Oxford, England) 20101111 2


<h4>Summary</h4>We present an approach to statistically pinpoint differentially expressed proteins that have quantitation values near the quantitation threshold and are not identified in all replicates (marginal cases). Our method uses a Bayesian strategy to combine parametric statistics with an empirical distribution built from the reproducibility quality of the technical replicates.<h4>Availability</h4>The software is freely available for academic use at http://pcarvalho.com/patternlab. ...[more]

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