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Chemical Proportionality within Molecular Networks.

Daniel Petras1,2,3, Andrés Mauricio Caraballo-Rodríguez1,2, Alan K Jarmusch1,2

  • 1Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, San Diego, California 92093, United States.

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Summary

Chemical Proportionality (ChemProp) contextualizes molecular networks by scoring abundance changes between connected molecules. This method prioritizes biologically relevant transformations and proportional changes in related compounds within complex datasets.

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Area of Science:

  • Computational chemistry
  • Bioinformatics
  • Analytical chemistry

Background:

  • Molecular networking connects structurally similar molecules using mass spectrometry fragmentation data.
  • Analyzing dynamic changes in molecular abundance within networks is crucial for understanding biological and chemical processes.

Purpose of the Study:

  • To introduce Chemical Proportionality (ChemProp) for contextualizing molecular networks.
  • To develop a method for scoring and visualizing abundance changes between connected molecules in sequential data.
  • To prioritize molecules and transformations in biological and chemical systems.

Main Methods:

  • Developed the ChemProp workflow to score abundance variations between nodes in molecular networks.
  • Applied ChemProp to sequential data series, such as temporal or spatial relationships.
  • Utilized Global Natural Products Social Molecular Networking (GNPS) for workflow implementation.

Main Results:

  • ChemProp successfully contextualized molecular networks by scoring abundance changes.
  • The workflow demonstrated utility in prioritizing specific molecules in various biological contexts.
  • Demonstrated application in bacterial bile acid transformations, human drug metabolism, and natural product biosynthesis.

Conclusions:

  • ChemProp provides a novel approach to analyze and interpret molecular networks based on abundance dynamics.
  • The tool enhances the prioritization of key molecules and transformations in complex biological systems.
  • ChemProp is freely accessible via the GNPS environment, promoting broader research applications.