ProteoRift Protocols: A Deep Learning Filtering Workflow for Peptide Identification in Mass Spectrometry Data.
This chapter presents a machine-learning model, called ProteoRift, capable of predicting multiple properties of the peptide directly from the spectra, which helps to apply more targeted filters in the database search and provides up to 12× speedup as compared to mass-only filtering in peptide identification.