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Journal ArticleDOI

Web-based inference of biological patterns, functions and pathways from metabolomic data using MetaboAnalyst

TLDR
This protocol provides a step-wise description on how to format and upload data to MetaboAnalyst, how to process and normalize data,How to identify significant features and patterns through univariate and multivariate statistical methods and how to use metabolite set enrichment analysis and metabolic pathway analysis to help elucidate possible biological mechanisms.
Abstract
MetaboAnalyst is an integrated web-based platform for comprehensive analysis of quantitative metabolomic data. It is designed to be used by biologists (with little or no background in statistics) to perform a variety of complex metabolomic data analysis tasks. These include data processing, data normalization, statistical analysis and high-level functional interpretation. This protocol provides a step-wise description on how to format and upload data to MetaboAnalyst, how to process and normalize data, how to identify significant features and patterns through univariate and multivariate statistical methods and, finally, how to use metabolite set enrichment analysis and metabolic pathway analysis to help elucidate possible biological mechanisms. The complete protocol can be executed in approximately 45 min.

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Citations
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Journal ArticleDOI

MetaboAnalyst 2.0—a comprehensive server for metabolomic data analysis

TL;DR: MetaboAnalyst 2.0 now contains dozens of new features and functions including new procedures for data filtering, data editing and data normalization and it also supports multi-group data analysis, two-factor analysis as well as time-series data analysis.
Journal ArticleDOI

A positive/negative ion–switching, targeted mass spectrometry–based metabolomics platform for bodily fluids, cells, and fresh and fixed tissue

TL;DR: A quantitative polar metabolomics profiling platform using selected reaction monitoring with a 5500 QTRAP hybrid triple quadrupole mass spectrometer that covers all major metabolic pathways and is compatible with polar metabolites from any biological source.
Journal ArticleDOI

Metformin Retards Aging in C. elegans by Altering Microbial Folate and Methionine Metabolism

TL;DR: It is reported that metformin increases lifespan by altering microbial folate and methionine metabolism, consistent with action of this drug as a dietary restriction mimetic.
Journal ArticleDOI

Translational biomarker discovery in clinical metabolomics: an introductory tutorial

TL;DR: The concept of ROC curves are introduced and their use in single biomarker analysis for clinical chemistry is described and the meaning of area under R OC curves under AUC and partial AUC is explained, as well as the calculation of confidence intervals.
Journal ArticleDOI

NetworkAnalyst for statistical, visual and network-based meta-analysis of gene expression data

TL;DR: This protocol provides a step-wise description of how to effectively use NetworkAnalyst to perform network analysis and visualization from gene lists; to perform meta- analysis on gene expression data while taking into account multiple metadata parameters; and, finally, to perform a meta-analysis of multiple gene expressionData sets.
References
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Journal ArticleDOI

Random Forests

TL;DR: Internal estimates monitor error, strength, and correlation and these are used to show the response to increasing the number of features used in the forest, and are also applicable to regression.
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Significance analysis of microarrays applied to the ionizing radiation response

TL;DR: A method that assigns a score to each gene on the basis of change in gene expression relative to the standard deviation of repeated measurements is described, suggesting that this repair pathway for UV-damaged DNA might play a previously unrecognized role in repairing DNA damaged by ionizing radiation.
Journal ArticleDOI

XCMS: processing mass spectrometry data for metabolite profiling using nonlinear peak alignment, matching, and identification.

TL;DR: An LC/MS-based data analysis approach, XCMS, which incorporates novel nonlinear retention time alignment, matched filtration, peak detection, and peak matching, and is demonstrated using data sets from a previously reported enzyme knockout study and a large-scale study of plasma samples.
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Metabolomics - the link between genotypes and phenotypes

TL;DR: In this review, the differences among metabolite target analysis, metabolite profiling, and metabolic fingerprinting are clarified, and terms are defined.
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