• MS2AI: Automated repurposing of public peptide LC-MS data for machine learning applications

    11 days ago - By Oxford Journals

    AbstractMotivationLiquid-chromatography mass-spectrometry is the established standard for analyzing the proteome in biological samples by identification and quantification of thousands of proteins. Machine learning promises to considerably improve the analysis of the resulting data, however, there is yet to be any tool that mediates the path from raw data to modern ML applications. More specifically, ML applications are currently hampered by three major limitations: (1) absence of balanced training data with large sample size; (2) unclear definition of sufficiently information-rich data...
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