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.
Comprehensive analysis of LC/MS data using pseudocolor plots.
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作者:Crutchfield Christopher A, Olson Matthew T, Gourgari Evgenia, Nesterova Maria, Stratakis Constantine A, Yergey Alfred L
| 期刊: | Journal of the American Society for Mass Spectrometry | 影响因子: | 2.700 |
| 时间: | 2013 | 起止号: | 2013 Feb;24(2):230-7 |
| doi: | 10.1007/s13361-012-0524-6 | ||
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