title: Comprehensive analysis of LC/MS data using pseudocolor plots.
abstract: We have developed new applications of the pseudocolor plot for the analysis of LC/MS data. These applications include spectral averaging, analysis of variance, differential comparison of spectra, and qualitative filtering by compound class. These applications have been motivated by the need to better understand LC/MS data generated from analysis of human biofluids. The examples presented use data generated to profile steroid hormones in urine extracts from a Cushing's disease patient relative to a healthy control, but are general to any discovery-based scanning mass spectrometry technique. In addition to new visualization techniques, we introduce a new metric of variance: the relative maximum difference from the mean. We also introduce the concept of substructure-dependent analysis of steroid hormones using precursor ion scans. These new analytical techniques provide an alternative approach to traditional untargeted metabolomics workflow. We present an approach to discovery using MS that essentially eliminates alignment or preprocessing of spectra. Moreover, we demonstrate the concept that untargeted metabolomics can be achieved using low mass resolution instrumentation.
authors.affiliation: National Institutes of Health, Bethesda, MD 20892, USA.
authors.forename: Christopher A
authors.initials: CA
authors.lastname: Crutchfield
authors.forename: Matthew T
authors.initials: MT
authors.lastname: Olson
authors.forename: Evgenia
authors.initials: E
authors.lastname: Gourgari
authors.forename: Maria
authors.initials: M
authors.lastname: Nesterova
authors.forename: Constantine A
authors.initials: CA
authors.lastname: Stratakis
authors.forename: Alfred L
authors.initials: AL
authors.lastname: Yergey
mesh_terms: D000704:Analysis of Variance; D016022:Case-Control Studies; D002851:Chromatography, High Pressure Liquid / Q000379:methods*; D006728:Hormones / Q000652:urine; D006801:Humans; D007091:Image Processing, Computer-Assisted / Q000379:methods*; D013058:Mass Spectrometry / Q000379:methods*; D055432:Metabolomics / Q000379:methods; D047748:Pituitary ACTH Hypersecretion / Q000652:urine; D013256:Steroids / Q000652:urine
chemical_list: D006728:Hormones; D013256:Steroids