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Expanding Urinary Metabolite Annotation through Integrated Mass Spectral Similarity Networking

Fausto Carnevale Neto, Daniel Raftery

2021Analytical Chemistry36 citationsDOIOpen Access PDF

Abstract

tool network annotation propagation (NAP), and ClassyFire chemical ontology, embedded in a multilayered molecular network by MolNetEnhancer, we were able to expand the chemical characterization to ∼50% of the data set. The integrative approach led to the annotation of 275 compounds at the metabolomics standards initiative (MSI) confidence level 2, as well as 459 and 578 urinary metabolites (MSI level 3) in both negative and positive ESI modes, respectively. The exhaustive MS2-based annotation outperformed similar studies applied to larger cohorts while offering the discovery of metabolites not identified by the MS2 library search. This is the first work that effectively integrates orthogonal annotation methods and MS2-based fragmentation studies to improve metabolite annotation in urine samples.

Topics & Concepts

ChemistryAnnotationMetabolomicsComputational biologyMass spectrometryMetabolomeMetaboliteChromatographyComputer scienceArtificial intelligenceBiochemistryBiologyMetabolomics and Mass Spectrometry StudiesAnalytical Chemistry and ChromatographyAdvanced Chemical Sensor Technologies