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Peak-tracking algorithm for use in comprehensive two-dimensional liquid chromatography – Application to monoclonal-antibody peptides

Stef R.A. Molenaar, Tina A. Dahlseid, Gabriel Mazzi Leme, Dwight R. Stoll, Peter J. Schoenmakers, Bob W.J. Pirok

2021Journal of Chromatography A22 citationsDOIOpen Access PDF

Abstract

A peak-tracking algorithm was developed for use in comprehensive two-dimensional liquid chromatography coupled to mass spectrometry. Chromatographic peaks were tracked across two different chromatograms, utilizing the available spectral information, the statistical moments of the peaks and the relative retention times in both dimensions. The algorithm consists of three branches. In the pre-processing branch, system peaks are removed based on mass spectra compared to low intensity regions and search windows are applied, relative to the retention times in each dimension, to reduce the required computational power by elimination unlikely pairs. In the comparison branch, similarity between the spectral information and statistical moments of peaks within the search windows is calculated. Lastly, in the evaluation branch extracted-ion-current chromatograms are utilized to assess the validity of the pairing results. The algorithm was applied to peptide retention data recorded under varying chromatographic conditions for use in retention modelling as part of method optimization tools. Moreover, the algorithm was applied to complex peptide mixtures obtained from enzymatic digestion of monoclonal antibodies. The algorithm yielded no false positives. However, due to limitations in the peak-detection algorithm, cross-pairing within the same peaks occurred and six trace compounds remained falsely unpaired.

Topics & Concepts

ChemistryChromatographySimilarity (geometry)PairingMass spectrometryFalse positive paradoxRetention timeAnalytical Chemistry (journal)Dimension (graph theory)AlgorithmArtificial intelligenceMathematicsComputer scienceImage (mathematics)Pure mathematicsPhysicsQuantum mechanicsSuperconductivityAnalytical Chemistry and ChromatographyChromatography in Natural ProductsBiochemical Analysis and Sensing Techniques
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