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Bayesian Confidence Intervals for Multiplexed Proteomics Integrate Ion-statistics with Peptide Quantification Concordance,
Affiliation:3. Department of Systems Biology, Harvard Medical School, Boston, MA 02115;4. Department of Molecular Biology & the Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544;5. DOE Center for Advanced Bioenergy and Bioproducts Innovation, Princeton, NJ 08544
Abstract:
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  • Highlights
    • •Bayesian Beta-Binomial model integrates ion statistics with peptide ratio agreement.
    • •Model appropriately interprets information from low signal peptides.
    • •Confidence can be assigned even without replicates.
    • •Model adds sensitivity to detection of small changes.
    Keywords:Algorithms  Biostatistics  Cell biology  Cellular organelles  Mass Spectrometry  Nuclear Translocation  Quantification  Statistics  Subcellular analysis  Tandem Mass Spectrometry  Multiplexed Proteomics  TMT  Xenopus
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