reactomics
reactomics leverages high-resolution paired mass distance (PMD) analysis of mass spectrometry data to detect and analyze chemical reactions among small molecules in untargeted metabolomics.
Key Features:
- High-resolution PMD analysis: Calculates paired mass distances (PMDs) from high-resolution mass spectrometry to reveal mass differences corresponding to biochemical transformations.
- PMD Network Analysis: Constructs and examines networks based on PMD-derived relationships to reveal interactions among small molecules.
- Reaction annotation via database mining: Links PMDs to known biochemical reactions by mining small molecule and reaction databases.
- Source appointment of unknown compounds: Associates unknown compounds with potential biochemical sources or origins through PMD–reaction associations.
- Biomarker reaction discovery: Identifies reaction-based biomarkers complementary to compound-centric metabolomics approaches.
- R implementation (pmd package): Implements the analytical framework and provides access to reaction/PMD databases via the pmd R package.
Scientific Applications:
- Environmental studies: Investigates biological fate and environmental impact of small molecules through reaction-level analysis.
- Physiological response investigations: Examines metabolic responses and biochemical transformations underlying physiological perturbations.
- Reaction-centric untargeted metabolomics: Retrieves biochemical relationships from untargeted data without prior compound identification.
- Dynamic metabolite interaction studies: Explores interactions among metabolites in complex biological systems.
Methodology:
Computationally, reactomics calculates PMDs from mass spectrometry data and links those PMDs to known biochemical reactions by mining small molecule and reaction databases; the approach is implemented in R via the pmd package, which provides the analytical framework and reaction/PMD databases.
Topics
Details
- Added:
- 1/14/2020
- Last Updated:
- 1/15/2021
Operations
Publications
Yu M, Petrick L. Reactomics: using mass spectrometry as a reaction detector. Unknown Journal. 2019. doi:10.1101/855148.
DOI: 10.1101/855148