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Atom Identifiers Generated by a Neighborhood-Specific Graph Coloring Method Enable Compound Harmonization across

Huan Jin1, Joshua M Mitchell2,3,4, Hunter N B Moseley2,3,4,5

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A new graph coloring method creates unique atom identifiers for metabolic networks, improving compound harmonization and database accuracy for metabolic flux analysis.

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atom identifieratom-resolved metabolic networkcommon subgraph isomorphismcompound identifierdatabase harmonizationgraph theorymetabolomics

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Area of Science:

  • Metabolic Engineering
  • Bioinformatics
  • Systems Biology

Background:

  • Metabolic flux analysis relies on accurate metabolic models and profiles.
  • High-quality metabolomics data is now available, but complete atom-resolved metabolic networks are often lacking.
  • This hinders the development of reliable metabolic models for various organisms.

Purpose of the Study:

  • To develop a novel method for constructing atom-resolved metabolic networks.
  • To enable automatic identification of molecular symmetry and compound harmonization across databases.
  • To improve the accuracy and integration of metabolic network data.

Main Methods:

  • Developed a neighborhood-specific graph coloring method to assign unique identifiers to each atom.
  • Generated compound coloring identifiers for harmonizing compounds across databases.
  • Utilized Enzyme Commission (EC) numbers to validate reaction correspondences.

Main Results:

  • Successfully created atom-resolved metabolic networks.
  • Detected 8865 correspondences between KEGG and MetaCyc compounds, with 5451 confirmed.
  • Validated 1848 additional correspondences using reaction EC numbers.
  • Identified errors in compound representation within KEGG and MetaCyc.

Conclusions:

  • The graph coloring method facilitates the construction of atom-resolved metabolic networks.
  • Compound coloring identifiers enable effective harmonization and integration of metabolic databases.
  • This methodology aids in database curation and improves metabolic network analysis.