Quantum-Si incorporated
TECHNIQUES FOR PROTEIN IDENTIFICATION USING MACHINE LEARNING AND RELATED SYSTEMS AND METHODS

Abstract:

Described herein are systems and techniques for identifying polypeptides using data collected by a protein sequencing device. The protein sequencing device may collect data obtained from detected light emissions by luminescent labels during binding interactions of reagents with amino acids of the polypeptide. The light emissions may result from application of excitation energy to the luminescent labels. The device may provide the data as input to a trained machine learning model to obtain output that may be used to identify the polypeptide. The output may indicate, for each of a plurality of locations in the polypeptide, one or more likelihoods that one or more respective amino acids is present at the location. The output may be matched to an amino acid sequence that specifies a protein.