Model Curation Edmund J. Crampin Auckland Bioengineering Institute - PowerPoint PPT Presentation

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Model Curation Edmund J. Crampin Auckland Bioengineering Institute

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Title: Model Curation Edmund J. Crampin Auckland Bioengineering Institute


1
Model CurationEdmund J. CrampinAuckland
Bioengineering Institute
  • CellML Curation
  • MIRIAM
  • Automated Curation
  • What is a valid reference description?
  • Going Further
  • models and data
  • community forum

2
Curation of CellML Models
  • http//www.cellml.org/notes/curation-document/
  • Level 0
  • not curated
  • Level 1
  • encoded model represents published model
  • Level 2
  • encoded model reproduces published results
  • Level 3
  • encoded model satisfies domain-specific
    requirements
  • Levels are not a hierarchy Level 2 compliance
    may break Level 1 compliance

3
Level 2 Validity Checking
  • Validation
  • Simulates reference set of results
  • Simulation / Graphing Metadata (Andrew and Andre)
  • Reference Description
  • Script process of running model, generating
    plots, validating against published results

4
Domain-Specific Requirements
  • Units
  • Biophysics
  • Mass balance
  • Charge balance
  • Osmotic balance
  • Thermodynamic consistency
  • Mathematics
  • ICs
  • BCs
  • well-posed

5
MIRIAM
  • Minimum Information Requested In the Annotation
    of (Biochemical) Models
  • Le Novère et al., Nature Biotechnology 23
    1509-1515, 2005
  • http//www.ebi.ac.uk/compneur-srv/miriam/
  • Arose from ICSB 2004 Heidelberg
  • Proposal in 2 parts
  • Correspondence to a Reference Description
  • Set of rules for dealing with encoding, structure
    and results when simulated
  • Annotation scheme
  • documentation of model

6
MIRIAM Reference Correspondence
  • Encoding in public, machine-readible format
  • Compliance with standard in which encoded
  • Explicit relationship to a set of results
  • Model structure should reflect biological
    processes
  • Instantiation in a simulation (all quantitative
    attributes defined ICs, parameters etc)
  • Instantiation of simulation reproduces set of
    results listed in 3.

7
MIRIAM Annotation Scheme
  • Attribution Annotation
  • association of the model with reference
    description and encoding process
  • External Data Resources Annotation
  • link model components to corresponding databases,
    ontologies (etc.)
  • allows models to be queried

8
MIRIAM Attribution Annotation
  • Name of model
  • Citation (of Reference Description)
  • Name(s) of creator(s) of encoding
  • Time and date of encoding and modifications
  • Statement of terms of distribution

9
MIRIAM Resources
  • External data resources annotation
  • Database and web services to map Unique Resource
    Identifiers (URIs) to worldwide open access
    bioinformatics resources
  • Implemented in biomodels.net

10
Automating Curation
  • What can be automated?
  • What must be manually curated?
  • Units (Jsim, Jonathan Cooper Oxford)
  • Checking of biophysical properties? (mass,
    charge, osmotic balance?)

11
What is a valid reference description?
  • MIRIAM
  • Scientific article
  • Any other unique publication, print or online,
    which describes precisely the structure of the
    model, parameters, and expected output
  • Encoded model must correspond to a single RD.
  • Better (?)
  • Can an annotated CellML model be its own
    reference description?
  • ModelML?

12
Going Further
  • Relationship between model and data
  • Databasing of data used to fit models
  • Automated validation of model results against
    newly added data sets
  • Community commentary
  • Comments from authors
  • Critiques from community
  • Expert information
  • Moderated forum?
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