Literature DB >> 29280991

R2DGC: threshold-free peak alignment and identification for 2D gas chromatography-mass spectrometry in R.

Ryne C Ramaker1,2, Emily R Gordon1, Sara J Cooper1.   

Abstract

Summary: Comprehensive 2D gas chromatography-mass spectrometry is a powerful method for analyzing complex mixtures of volatile compounds, but produces a large amount of raw data that requires downstream processing to align signals of interest (peaks) across multiple samples and match peak characteristics to reference standard libraries prior to downstream statistical analysis. Very few existing tools address this aspect of analysis and those that do have shortfalls in usability or performance. We have developed an R package that implements retention time and mass spectra similarity threshold-free alignments, seamlessly integrates retention time standards for universally reproducible alignments, performs common ion filtering and provides compatibility with multiple peak quantification methods. We demonstrate that our package's performance compares favorably to existing tools on a controlled mix of metabolite standards separated under variable chromatography conditions and data generated from cell lines. Availability and implementation: R2DGC can be downloaded at https://github.com/rramaker/R2DGC or installed via the Comprehensive R Archive Network (CRAN). Contact: sjcooper@hudsonalpha.org. Supplementary information: Supplementary data are available at Bioinformatics online.

Mesh:

Year:  2018        PMID: 29280991      PMCID: PMC6248453          DOI: 10.1093/bioinformatics/btx825

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  4 in total

Review 1.  Comprehensive two-dimensional gas chromatography-mass spectrometry: a review.

Authors:  Luigi Mondello; Peter Quinto Tranchida; Paola Dugo; Giovanni Dugo
Journal:  Mass Spectrom Rev       Date:  2008 Mar-Apr       Impact factor: 10.946

2.  Data analysis tool for comprehensive two-dimensional gas chromatography/time-of-flight mass spectrometry.

Authors:  Sandra Castillo; Ismo Mattila; Jarkko Miettinen; Matej Orešič; Tuulia Hyötyläinen
Journal:  Anal Chem       Date:  2011-03-24       Impact factor: 6.986

Review 3.  Emerging applications of metabolomics in drug discovery and precision medicine.

Authors:  David S Wishart
Journal:  Nat Rev Drug Discov       Date:  2016-03-11       Impact factor: 84.694

4.  Model-based peak alignment of metabolomic profiling from comprehensive two-dimensional gas chromatography mass spectrometry.

Authors:  Jaesik Jeong; Xue Shi; Xiang Zhang; Seongho Kim; Changyu Shen
Journal:  BMC Bioinformatics       Date:  2012-02-08       Impact factor: 3.169

  4 in total
  2 in total

1.  Metabolic Alterations and WNT Signaling Impact Immune Response in HGSOC.

Authors:  Rebecca C Arend; Carly B Scalise; Emily R Gordon; Allison M Davis; McKenzie E Foxall; Bobbi E Johnston; David K Crossman; Sara J Cooper
Journal:  Clin Cancer Res       Date:  2022-04-01       Impact factor: 13.801

Review 2.  The metaRbolomics Toolbox in Bioconductor and beyond.

Authors:  Jan Stanstrup; Corey D Broeckling; Rick Helmus; Nils Hoffmann; Ewy Mathé; Thomas Naake; Luca Nicolotti; Kristian Peters; Johannes Rainer; Reza M Salek; Tobias Schulze; Emma L Schymanski; Michael A Stravs; Etienne A Thévenot; Hendrik Treutler; Ralf J M Weber; Egon Willighagen; Michael Witting; Steffen Neumann
Journal:  Metabolites       Date:  2019-09-23
  2 in total

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