Literature DB >> 29413745

Integrating bioinformatics approaches for a comprehensive interpretation of metabolomics datasets.

Dinesh Kumar Barupal1, Sili Fan1, Oliver Fiehn2.   

Abstract

Access to high quality metabolomics data has become a routine component for biological studies. However, interpreting those datasets in biological contexts remains a challenge, especially because many identified metabolites are not found in biochemical pathway databases. Starting from statistical analyses, a range of new tools are available, including metabolite set enrichment analysis, pathway and network visualization, pathway prediction, biochemical databases and text mining. Integrating these approaches into comprehensive and unbiased interpretations must carefully consider both caveats of the metabolomics dataset itself as well as the structure and properties of the biological study design. Special considerations need to be taken when adopting approaches from genomics for use in metabolomics. R and Python programming language are enabling an easier exchange of diverse tools to deploy integrated workflows. This review summarizes the key ideas and latest developments in regards to these approaches.
Copyright © 2018 Elsevier Ltd. All rights reserved.

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Year:  2018        PMID: 29413745      PMCID: PMC6358024          DOI: 10.1016/j.copbio.2018.01.010

Source DB:  PubMed          Journal:  Curr Opin Biotechnol        ISSN: 0958-1669            Impact factor:   9.740


  64 in total

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Journal:  BMC Bioinformatics       Date:  2013-03-27       Impact factor: 3.169

10.  Military training elicits marked increases in plasma metabolomic signatures of energy metabolism, lipolysis, fatty acid oxidation, and ketogenesis.

Authors:  J Philip Karl; Lee M Margolis; Nancy E Murphy; Christopher T Carrigan; John W Castellani; Elisabeth H Madslien; Hilde-Kristin Teien; Svein Martini; Scott J Montain; Stefan M Pasiakos
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  13 in total

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Review 3.  Omics-Facilitated Crop Improvement for Climate Resilience and Superior Nutritive Value.

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4.  Metabolomics Analytics Workflow for Epidemiological Research: Perspectives from the Consortium of Metabolomics Studies (COMETS).

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Review 7.  Bioinformatics for Marine Products: An Overview of Resources, Bottlenecks, and Perspectives.

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Review 8.  Evaluation of the use of untargeted metabolomics in the safety assessment of genetically modified crops.

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10.  Partial Least Squares Discriminant Analysis and Bayesian Networks for Metabolomic Prediction of Childhood Asthma.

Authors:  Rachel S Kelly; Michael J McGeachie; Kathleen A Lee-Sarwar; Priyadarshini Kachroo; Su H Chu; Yamini V Virkud; Mengna Huang; Augusto A Litonjua; Scott T Weiss; Jessica Lasky-Su
Journal:  Metabolites       Date:  2018-10-23
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