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ModelAnalysis

Analysis of kinetics models that provides various statistics for the BioModels repository (http://www.ebi.ac.uk/biomodels-main). Existing BioModel statistic focus on what is modelled, with only minimal information about what is modelled (e.g., http://www.ebi.ac.uk/biomodels-main/static-pages.do?page=release_20140411). Having more details about the constructs and patterns used in models is helpful to establishing basic practices for kinetics modelling and tools to improve the quality of models. This has strong parallels with software engineering practices for documentation and programming style.

This project provides the following statistics for each model:

  • BIOMODEL ID
  • Numer of reactions
  • Mean, Std of # reactions per reaction
  • Mean, Std of # products per reaction
  • Fraction of constants for which units are specified
  • Fraction of kinetics that are classified as:
    • Mass action
    • Michaelis Menten
    • Functions
    • Other
  • Number of parameters
  • Model style
    • Fraction of reactions that contain the following patterns:
      • Add moiety: Reactant is a substring of a product.
      • Remove moiety: Product is a substring of a reactant.
      • Transfer moiety: One product is a substring of a reactant and another reactant appears as a product with the difference between the first reactant and product.
      • Add, remove, transfer Pi moiety: Looks for "p" at the beginning or end of a name.
      • Complex formation: At least two reactants appear as a substring ofone product.
      • Complex disassociation: Two products, when concatenated, form one reactant.
      • Catalyzed reaction: One or more species appears as both a reactant and a product.
      • Numbered label
      • Numbered constant corresponding to the label
  • Fraction of annotated model elements for the following:
    • species
    • reaction
    • parameters
  • Reaction network
    • Mean and standard deviation of path lengths
    • Number of entry nodes
    • Number of exit nodes
  • Number of compartments

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Analysis of kinetics models

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