Methods in molecular biology · 2010 · 94 citations · 26 references
Life SciencesBiochemistryPharmaceutical AnalysisMass Spectrometric AnalysisMetabolismMetabolomicsMass Spectrometry-based MetabolomicsMetabolite ExtractionMetabolite IdentificationMetabolite ProfilingMetabolite QuantificationMetabolomics Data AnalysisMetabolite Data ProcessingMetabolome Data AnalysisMetabolomics Data Processing
Data processing forms a crucial step in metabolomics studies, impacting upon data output quality, analysis potential and subsequent biological interpretation. This chapter provides an overview of data processing and analysis of GC-MS- and LC-MS-based metabolomics data. Data preprocessing steps are described, including the different software available for dealing with such complex datasets. Multivariate techniques for the subsequent analysis of metabolomics data, including principal components analysis (PCA) and partial least squares discriminant analysis (PLS-DA), are described with illustrations. Steps for the identification of potential biomarkers and the use of metabolite databases are also outlined.
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KEGG: Kyoto Encyclopedia of Genes and Genomes
Hiroyuki Ogata, Susumu Goto, Kazushige Sato et al. · Nucleic Acids Research · 1999 · 32.4K citations · Full text
Metabolomics – the link between genotypes and phenotypes
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A User's Guide to Principal Components
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David S. Wishart, Dorit Tzur, Craig Knox et al. · Nucleic Acids Research · 2007 · 3.3K citations · Full text