i m s b mmd- a mathematical modeling database for cell signaling pathways. v. mahesh*, m. breit, g....

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I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute for Biomedical Signal Processing and Imaging, University for Health Sciences, Medical Informatics and Technology, Hall in Tirol, Austria. [email protected] imsb.umit.at DBiBD 2005 National e-Science Centre, Edinburgh, Scotland, UK

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Page 1: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S B

MMD- A Mathematical Modeling Database for Cell Signaling Pathways.

V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg

Institute for Biomedical Signal Processing and Imaging, University for Health Sciences, Medical Informatics and Technology,

Hall in Tirol, Austria. [email protected]

imsb.umit.at

DBiBD 2005 National e-Science Centre,

Edinburgh, Scotland, UK

Page 2: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S BRoadmap

• Motivation

• Need of an Integrative Environment

• Knowledge Utilization

• Integrative Environment

• MMD Core Schema

• Results

• Current Status of MMD

• Discussion and Outlook

Page 3: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S BMotivation and GoalMotivation

• Improving the level of understanding cell signaling pathways will have a number of potential and practical applications for medications and drug design.

• For example TNFα mediated NF-κB signaling pathway takes part in:– Cancer, Diabetes, Morbus Crohn– Protein-Protein Interaction-Networks.

Goal

• Building up of a knowledgebase.• That stores biological information.• That stores modeling information (including mathematical models) concerning pathways.

Page 4: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S BNeed of an Integrative Environment

Hypothesizedmechanistic

diagram

Experimentaldesign

Mathematicalmodeling

Mathematical analysis

Predictions

Experimentalmethods

Time coursemeasured data

Match ?

No

SimulationTranslation

Page 5: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S BKnowledge Utilization

Conceptual Models

Biocarta: EGF MAPK Kaskade

Mathematical Model

Biological Databases

Schoeberl B et al. Nat Biotechnol. 2002 Apr;20(4):370-5.

Page 6: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S B

Biological Knowledge Modeling Knowledge

Modeling Tools

Simulation &Analysis

Pathway Tools

Biological Interpretation

Combing Abstract Knowledge

Page 7: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S B

KEGG

DIP

GO

IntegratedWorkspace

Mathematical Modeling Database

Designing Environment

Data exchange between PathBlazer and MMD

BIND

CZDB

Modeling data handling

Simulation Environment

Integrative Environment

MS-SQL Server2000

Data exchange between Matlab and MMD

BIND,DIPBiological

Dataset

SimulationDataset

Modeling Dataset

Page 8: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S B

Knowledgebase (KB): Information about pathways, interactions and their association to components that includes modeling dataset.

Pathways: A group of interacting components.

Reactions:

A group of components that undergo a transformation.

Components: It can be a protein, DNA/RNA, sub molecule, etc that is involved in a reaction.

Organizational Structure of MMD

Results

Pathways

Reactions

Components

Knowledgebase

Page 9: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S BDatabase Core Schema

Components

Reactions

Pathways

Page 10: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S B A Model stored in MMDBouwmeester T, etal. Nat Cell Biol. 2004 Feb;6(2):97-105

TNF pathway model.Cho KH, etal. Simulation. 2003 Dec;79(12):726-39

Page 11: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S BComponent & Reaction records of MMD

Component_ID

Name Component_Description

Disease

Formula

Source

Created

1472 TNFR1 Tumor necrosis factor receptor superfamily, member 1A; tumor necrosis factor-alpha receptor; tumor necrosis factor binding protein 1. A member of the TNF-receptor superfamily. One of the major receptors for the tumor necrosis factor-alpha. Germline mutations of the extracellular domains of this receptor were found to be associated with the autosomal dominant periodic fever syndrome. Note that the GI refers to an incomplete description of the molecule, [mat_peptide:22-455]. OMIM:191190

Biological

28.01.20

04 14:44:05

Reaction_ID Reaction_NameReaction_Description

DiseaseReaction_Formu

laCreated

Datasource

40105 TNFalpha/TNFR1 association and dissociation

-(k1)*(m1)*(m2) +(k2)*(m3) +(k24)*(m24) +(k13)*(m12)

05.07.2004 11:42:46

IMSB

Page 12: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S BCurrent Status of MMD

1. We have incorporated biological knowledge from the online protein databases

like BIND,DIP and others, into our database.

2. We implemented and tested the TNFpathway model based on Cho et al. within our environment.

3. We extended the TNFpathway model of Cho using the integrative environment.

4. We implemented data handling tools between different parts of the integrative environment, e.g., pathway-XML file handling tool in Matlab to extract modeling information (set of ODEs).

Page 13: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S BDiscussion & Outlook• Expanding the Database Schema

- Experimental and Clinical data.

- Protein complex building.

- Validation of implemented pathway models.

• Further Work

- Extending the database schema for including simulation results.

- Incorporate a flexible data exchange format using XML that

supports us to exchange the data e.g., using Biopax.

- Incorporating BIOUML or Cytoscape tool into our environment for

a more global visualization.

Page 14: I M S B MMD- A Mathematical Modeling Database for Cell Signaling Pathways. V. Mahesh*, M. Breit, G. Enzenberg, B. Pfeifer, R. Modre-Osprian, B. Tilg Institute

I M S BTeam

Integrativer Environment,Database

Computational Systems Biology

Biological and Clinical Questions

Modeling and Simulation of Signaling Pathways.

Mahesh Visvanathan, M.Sc. Breit Marc, M.Sc.

Enzenberg Gernot, Dr.Bernhard Pfeifer, Dip.-Ing. Modre-Osprian Robert, Dr.

Tilg Bernhard, Prof., Dr.