MRM-DIFF: data processing strategy for differential analysis in large scale MRM-based lipidomics studies.

Front Genet

Metabolome Informatics Research Team, Metabolomics Research Group, RIKEN Center for Sustainable Resource Science Yokohama, Japan ; National Institute of Genetics Shizuoka, Japan.

Published: February 2015

AI Article Synopsis

  • The study highlights the challenge of manual lipid analysis in lipidomics due to the complexity of monitoring numerous MRM transitions and isotopic peaks.
  • A new software called MRM-DIFF has been developed to streamline the identification and quantification of lipids by utilizing advanced algorithms for aligning chromatograms and adjusting parameters with quality control data.
  • The software and tutorials are available for download from the PRIMe database, providing an efficient tool for researchers to enhance accuracy in lipid profiling.

Article Abstract

Based on theoretically calculated comprehensive lipid libraries, in lipidomics as many as 1000 multiple reaction monitoring (MRM) transitions can be monitored for each single run. On the other hand, lipid analysis from each MRM chromatogram requires tremendous manual efforts to identify and quantify lipid species. Isotopic peaks differing by up to a few atomic masses further complicate analysis. To accelerate the identification and quantification process we developed novel software, MRM-DIFF, for the differential analysis of large-scale MRM assays. It supports a correlation optimized warping (COW) algorithm to align MRM chromatograms and utilizes quality control (QC) sample datasets to automatically adjust the alignment parameters. Moreover, user-defined reference libraries that include the molecular formula, retention time, and MRM transition can be used to identify target lipids and to correct peak abundances by considering isotopic peaks. Here, we demonstrate the software pipeline and introduce key points for MRM-based lipidomics research to reduce the mis-identification and overestimation of lipid profiles. The MRM-DIFF program, example data set and the tutorials are downloadable at the "Standalone software" section of the PRIMe (Platform for RIKEN Metabolomics, http://prime.psc.riken.jp/) database website.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4311682PMC
http://dx.doi.org/10.3389/fgene.2014.00471DOI Listing

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