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Model and simulation management for systems biology




                Dagmar Waltemath, Ron Henkel,
                Martin Scharm, Olaf Wolkenhauer

                 Dept. of Systems Biology and Bioinformatics
                            University of Rostock

                     dagmar.waltemath@uni-rostock.de

06.12.2012              Model and simulation management | D. Waltemath
Models, models, models




                       And that‘s why we need systems biology!
                                                                             http://www.cs.uofs.edu/~varrialer2/
06.12.2012                  Model and simulation management | D. Waltemath                                     2
Models, models, models




                       And that‘s why we need model management!
                                                                            http://www.cs.uofs.edu/~varrialer2/
06.12.2012                 Model and simulation management | D. Waltemath                                     3
Challenge: Model reuse




             On the left: Goldbeter, 1991 (Proc Natl Acad Sci) view of the cdc2 kinase. On the right:
             Gardner's extension of that model with a Cyclin inhibitor, Gardner et al., 1998 (Proc Natl Acad
             Sci) (Fig. taken from original publications, extended by M. Scharm)
06.12.2012                                  Model and simulation management | D. Waltemath                     4
Challenge: Result reproducibility
                “[..] in Biomodel database the model BIOMD0000000139 and BIOMD0000000140
                are two different models and they are supposed to show different results. Unfortunately
                simulating them in Copasi gives same result for both the models. [..] “
                                                                                          (on sbml-discuss)




06.12.2012                               Model and simulation management | D. Waltemath                       5
Challenge: Result reproducibility
                “[..] in Biomodel database the model BIOMD0000000139 and BIOMD0000000140
                are two different models and they are supposed to show different results. Unfortunately
                simulating them in Copasi gives same result for both the models. [..] “
                                                                                          (on sbml-discuss)
             Reply: Where is the problem?




                     (Figures produced by Frank Bergmann in SBW Workbench)
06.12.2012                               Model and simulation management | D. Waltemath                       6
Field of research




                                 Management
               Model Version         Model                        Model
                 Control            Storage                       Search

                 Simulation        Simulation                  Simulation
               Version Control      Storage                     Search




06.12.2012                         Model and simulation management | D. Waltemath   7
Model management: Version control
             - Model history How did this model change in the past? Which parts? When?
             - Difference detection What changed in this version?
             - Change presentation Which parts of the model changed most frequently?



  Model version control enables the study of a model’s history and
  ensures long-term availability of results. (More: M. Scharm)



     Model Version Control                 Model Storage                            Model Search
06.12.2012                         Model and simulation management | D. Waltemath                  8
Model management: Storage
             - Annotated model code SBML, CellML, NeuroML, …, MIRIAM URNs,
               identifiers.org
             - Model structure
             - Linked models and simulation experiments Which models on yeast
               show sustained oscillations?

  Graph-based storage incorporates structural information
  and experiments in the search. (More: R. Henkel)



     Model Version Control               Model Storage                            Model Search
06.12.2012                       Model and simulation management | D. Waltemath                  9
Model management: Search
             - Find models by annotation Which models exist about Gluconeogenesis?
             - Find model by structure Which models investigate the production of
               lacZ/β-Galactosidase?
             - Rank models Which model is the most suitable to study glycolytic
               oscillations? And why?

  Ranked model retrieval supports users in quickly finding
  relevant models. (More: R. Henkel)



     Model Version Control                 Model Storage                            Model Search
06.12.2012                         Model and simulation management | D. Waltemath                  10
Simulation Management
             - Standard formats for simulation encoding SED-ML, MIASE, KiSAO
             - Linking models and simulation Which experiments are available for my
               yeast metabolism model?
             - Consistency checks Can I perform my analysis on this version of Ulf’s
               model?

  SED-ML improves result reproducibility and enables the linking
  of experiments to models. (More: D. Waltemath)



             Simulation VC              Simulation Storage                          Simulation Search
06.12.2012                         Model and simulation management | D. Waltemath                       11
SEMS: Methods for Model & Simulation Management

   Model Version control                     Model Storage                           Model Search

• XML version control         • Relational databases                • Ranked model retrieval
                                Waltemath et al., 2011 (DBSpektrum)   Henkel et al., 2010 (BMC Bioinf)
• Difference detection in XML
  Waltemath et al., submitted • Graph-based storage                 • Structure- and
                                Henkel et al., 2012 (INFORMATIK)      ontology-based search


        Simulation VC                    Simulation Storage                         SimulationSearch

• Standardized encoding of simulation setups Waltemath et al., 2011 (BMC SysBiol)
• Linking models and simulation descriptions Henkel et al., 2012 (INFORMATIK)
06.12.2012                         Model and simulation management | D. Waltemath                      12
References
             Goldbeter , 1991 (Proc Natl Acad Sci ) Goldbeter A. A minimal cascade model for the mitotic oscillator
             involving cyclin and cdc2 kinase.
             Gardner et al., 1998 (Proc Natl Acad Sci ) Gardner TS, Dolnik M, Collins JJ. A theory for controlling cell
             cycle dynamics using a reversibly binding inhibitor.
             Waltemath et al. (submitted ) Waltemath D et al. (under revision) On improving model reuse and result
             reproducibility through version control for computational models of biological systems.
             Waltemath et al., 2011 (BMC SysBiol) Waltemath D, Adams R, Bergmann FT, Hucka M, Kolpakov F, et
             al. (2011)Reproducible computational biology experiments with SED-ML - The Simulation Experiment
             Description Markup Language BMC Systems Biology 2011, 5:198
             Henkel et al., 2010 (BMC Bioinf) Henkel R, Endler L, Peters A, Le Novère N & Waltemath D (2010):
             Ranked retrieval of Computational Biology models. BMC Bioinformatics, 11(423)
             Henkel et al., 2012 (INFORMATIK) R. Henkel, N. le Novère, O. Wolkenhauer, D. Waltemath (2012)
             Consideratons of graph-based concepts to manage computational biology models and associated
             simulations. In: 4. Workshop über Daten in den Lebenswissenschaften: Datenbanken als
             Kommunikationszentrum, INFORMATIK 2012, Brunswig, Germany.
             Waltemath et al., 2011 (DBSpektrum) Waltemath D, Henkel R, Meyer H & Heuer A (2011): Das Sombi-
             Framework zum Ermitteln geeigneter Suchfunktionen für biologische Modelldatenbasen. Datenbank-
             Spektrum.

06.12.2012                                   Model and simulation management | D. Waltemath                               13

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Sems project overview

  • 1. Model and simulation management for systems biology Dagmar Waltemath, Ron Henkel, Martin Scharm, Olaf Wolkenhauer Dept. of Systems Biology and Bioinformatics University of Rostock dagmar.waltemath@uni-rostock.de 06.12.2012 Model and simulation management | D. Waltemath
  • 2. Models, models, models And that‘s why we need systems biology! http://www.cs.uofs.edu/~varrialer2/ 06.12.2012 Model and simulation management | D. Waltemath 2
  • 3. Models, models, models And that‘s why we need model management! http://www.cs.uofs.edu/~varrialer2/ 06.12.2012 Model and simulation management | D. Waltemath 3
  • 4. Challenge: Model reuse On the left: Goldbeter, 1991 (Proc Natl Acad Sci) view of the cdc2 kinase. On the right: Gardner's extension of that model with a Cyclin inhibitor, Gardner et al., 1998 (Proc Natl Acad Sci) (Fig. taken from original publications, extended by M. Scharm) 06.12.2012 Model and simulation management | D. Waltemath 4
  • 5. Challenge: Result reproducibility “[..] in Biomodel database the model BIOMD0000000139 and BIOMD0000000140 are two different models and they are supposed to show different results. Unfortunately simulating them in Copasi gives same result for both the models. [..] “ (on sbml-discuss) 06.12.2012 Model and simulation management | D. Waltemath 5
  • 6. Challenge: Result reproducibility “[..] in Biomodel database the model BIOMD0000000139 and BIOMD0000000140 are two different models and they are supposed to show different results. Unfortunately simulating them in Copasi gives same result for both the models. [..] “ (on sbml-discuss) Reply: Where is the problem? (Figures produced by Frank Bergmann in SBW Workbench) 06.12.2012 Model and simulation management | D. Waltemath 6
  • 7. Field of research Management Model Version Model Model Control Storage Search Simulation Simulation Simulation Version Control Storage Search 06.12.2012 Model and simulation management | D. Waltemath 7
  • 8. Model management: Version control - Model history How did this model change in the past? Which parts? When? - Difference detection What changed in this version? - Change presentation Which parts of the model changed most frequently? Model version control enables the study of a model’s history and ensures long-term availability of results. (More: M. Scharm) Model Version Control Model Storage Model Search 06.12.2012 Model and simulation management | D. Waltemath 8
  • 9. Model management: Storage - Annotated model code SBML, CellML, NeuroML, …, MIRIAM URNs, identifiers.org - Model structure - Linked models and simulation experiments Which models on yeast show sustained oscillations? Graph-based storage incorporates structural information and experiments in the search. (More: R. Henkel) Model Version Control Model Storage Model Search 06.12.2012 Model and simulation management | D. Waltemath 9
  • 10. Model management: Search - Find models by annotation Which models exist about Gluconeogenesis? - Find model by structure Which models investigate the production of lacZ/β-Galactosidase? - Rank models Which model is the most suitable to study glycolytic oscillations? And why? Ranked model retrieval supports users in quickly finding relevant models. (More: R. Henkel) Model Version Control Model Storage Model Search 06.12.2012 Model and simulation management | D. Waltemath 10
  • 11. Simulation Management - Standard formats for simulation encoding SED-ML, MIASE, KiSAO - Linking models and simulation Which experiments are available for my yeast metabolism model? - Consistency checks Can I perform my analysis on this version of Ulf’s model? SED-ML improves result reproducibility and enables the linking of experiments to models. (More: D. Waltemath) Simulation VC Simulation Storage Simulation Search 06.12.2012 Model and simulation management | D. Waltemath 11
  • 12. SEMS: Methods for Model & Simulation Management Model Version control Model Storage Model Search • XML version control • Relational databases • Ranked model retrieval Waltemath et al., 2011 (DBSpektrum) Henkel et al., 2010 (BMC Bioinf) • Difference detection in XML Waltemath et al., submitted • Graph-based storage • Structure- and Henkel et al., 2012 (INFORMATIK) ontology-based search Simulation VC Simulation Storage SimulationSearch • Standardized encoding of simulation setups Waltemath et al., 2011 (BMC SysBiol) • Linking models and simulation descriptions Henkel et al., 2012 (INFORMATIK) 06.12.2012 Model and simulation management | D. Waltemath 12
  • 13. References Goldbeter , 1991 (Proc Natl Acad Sci ) Goldbeter A. A minimal cascade model for the mitotic oscillator involving cyclin and cdc2 kinase. Gardner et al., 1998 (Proc Natl Acad Sci ) Gardner TS, Dolnik M, Collins JJ. A theory for controlling cell cycle dynamics using a reversibly binding inhibitor. Waltemath et al. (submitted ) Waltemath D et al. (under revision) On improving model reuse and result reproducibility through version control for computational models of biological systems. Waltemath et al., 2011 (BMC SysBiol) Waltemath D, Adams R, Bergmann FT, Hucka M, Kolpakov F, et al. (2011)Reproducible computational biology experiments with SED-ML - The Simulation Experiment Description Markup Language BMC Systems Biology 2011, 5:198 Henkel et al., 2010 (BMC Bioinf) Henkel R, Endler L, Peters A, Le Novère N & Waltemath D (2010): Ranked retrieval of Computational Biology models. BMC Bioinformatics, 11(423) Henkel et al., 2012 (INFORMATIK) R. Henkel, N. le Novère, O. Wolkenhauer, D. Waltemath (2012) Consideratons of graph-based concepts to manage computational biology models and associated simulations. In: 4. Workshop über Daten in den Lebenswissenschaften: Datenbanken als Kommunikationszentrum, INFORMATIK 2012, Brunswig, Germany. Waltemath et al., 2011 (DBSpektrum) Waltemath D, Henkel R, Meyer H & Heuer A (2011): Das Sombi- Framework zum Ermitteln geeigneter Suchfunktionen für biologische Modelldatenbasen. Datenbank- Spektrum. 06.12.2012 Model and simulation management | D. Waltemath 13