the erato systems biology workbench michael hucka, hamid bolouri, andrew finney, herbert sauro erato...
TRANSCRIPT
![Page 1: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/1.jpg)
The ERATO Systems Biology Workbench
Michael Hucka, Hamid Bolouri,Andrew Finney, Herbert Sauro
ERATO Kitano Systems Biology ProjectCalifornia Institute of Technology, Pasadena, CA, USA
Principal Investigators: John Doyle, Hiroaki Kitano
Collaborators: Adam Arkin (BioSpice), Dennis Bray (StochSim), Igor Goryanin (DBsolve), Les Loew (Virtual Cell), Pedro Mendes
(Gepasi/Copasi), Masaru Tomita (E-Cell)
![Page 2: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/2.jpg)
2
Background• Modeling, simulation & analysis are critical
– Huge volumes of data– Many disparate findings
• Rapid rate of software tool development– Roles: data filtering, model creation, model simulation – Many groups are creating many tools
• Different packages have different niche strengths reflecting expertise & preferences of the group
• Strengths are often complementary to those of other packages
![Page 3: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/3.jpg)
3
Complementary Strengths of Tools
Tool 7
Tool 3
Tool 4
Tool 2
Tool 6
Tool 5
Tool 1
Multistate reactions/stochastic
Reaction/Diffusion
Visualization of networks
Optimization
Bifurcation analysis
Handle large systems
![Page 4: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/4.jpg)
4
Problems• No single package answers all needs of modelers
• No single tool is likely to do so in the near future– Range of capabilities is large– New techniques ( new tools) evolving too rapidly
• Researchers are likely to continue using multiple packages for the foreseeable future
• Problems in using multiple tools:– Simulations & results often cannot be shared or re-used – Duplication of software development effort
![Page 5: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/5.jpg)
5
Goal & Approach• Systems Biology Workbench goal: to provide
software infrastructure that – Enables sharing of simulation/analysis software & models
– Enables collaboration between software developers
• Two-pronged approach:– Develop a common model exchange language
• SBML: Systems Biology Markup Language– Develop an environment that enables tools to interact
• SBW: Systems Biology Workbench
![Page 6: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/6.jpg)
6
Systems Biology Markup Language
• Problem:– Many software tools, few common exchange formats
• Difficult to take advantage of multiple tools• Difficult to establish repositories of models
• A Solution (In Principle):– Define a common exchange language
• Use a simple, well-supported, textual substrate (XML)• Add components that reflect the natural conceptual
constructs used by modelers in the domain
![Page 7: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/7.jpg)
7
• Domain: biochemical network models
• A model is described using a list of components:
– Beginning of model definition» List of unit definitions (optional)» List of compartments» List of species» List of parameters (optional)» List of rules (optional)» List of reactions
– End of model definition
• Each component has a specific structure
Structure of Model Definitions in SBML
![Page 8: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/8.jpg)
8
Example
S1
X2
X1
k1*X0
k2*S1
k3*S1
X0
![Page 9: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/9.jpg)
9
Example (cont.)<?xml version=“1.0” encoding=“UTF-8”?><sbml level=“1” version=“1”> <model name=“simple”>
<listOfCompartments> <compartment name=“c1” /> </listOfCompartments>
<listOfSpecies> <specie name=“X0” compartment=“c1” boundaryCondition=“true” initialAmount=“1”/> <specie name=“S1” compartment=“c1”
boundaryCondition=“false” initialAmount=“0”/> <specie name=“X1” compartment=“c1”
boundaryCondition=“true” initialAmount=“0”/> <specie name=“X2” compartment=“c1”
boundaryCondition=“true” initialAmount=“0.23”/> </listOfSpecies>
![Page 10: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/10.jpg)
10
Example (cont.)<?xml version=“1.0” encoding=“UTF-8”?><sbml level=“1” version=“1”> <model name=“simple”>
<listOfCompartments> <compartment name=“c1” /> </listOfCompartments>
<listOfSpecies> <specie name=“X0” compartment=“c1” boundaryCondition=“true” initialAmount=“1”/> <specie name=“S1” compartment=“c1”
boundaryCondition=“false” initialAmount=“0”/> <specie name=“X1” compartment=“c1”
boundaryCondition=“true” initialAmount=“0”/> <specie name=“X2” compartment=“c1”
boundaryCondition=“true” initialAmount=“0.23”/> </listOfSpecies>
![Page 11: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/11.jpg)
11
Example (cont.)<?xml version=“1.0” encoding=“UTF-8”?><sbml level=“1” version=“1”> <model name=“simple”>
<listOfCompartments> <compartment name=“c1” /> </listOfCompartments>
<listOfSpecies> <specie name=“X0” compartment=“c1” boundaryCondition=“true” initialAmount=“1”/> <specie name=“S1” compartment=“c1”
boundaryCondition=“false” initialAmount=“0”/> <specie name=“X1” compartment=“c1”
boundaryCondition=“true” initialAmount=“0”/> <specie name=“X2” compartment=“c1”
boundaryCondition=“true” initialAmount=“0.23”/> </listOfSpecies>
![Page 12: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/12.jpg)
12
Example (cont.)<listOfReactions>
<reaction name=“reaction_1” reversible=“false”> <listOfReactants> <specieReference specie=“X0” stoichiometry=“1”/> </listOfReactants> <listOfProducts> <specieReference specie=“X0” stoichiometry=“1”/> </listOfProducs> <kineticLaw formula=“k1 * X0”> <listOfParameters> <parameter name=“k1” value=“0”/> </listOfParameters> </kineticLaw> </reaction>
<reaction name=“reaction_2” reversible=“false”> <listOfReactants> <specieReference specie=“S1” stoichiometry=“1”/> </listOfReactants> . . .
![Page 13: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/13.jpg)
13
Some Points About SBML• Users do not write in XML — software tools do!• SBML is being defined incrementally
– SBML Level 1 covers non-spatial biochemical models• Intentionally kept simple for maximal compatibility
– SBML Level 2 will extend Level 1 with more facilities
• Defined in abstract form (UML) + textual descriptions– Used to define XML encoding + XML Schema
Level 2
Level 3?
Level 1
E.g.: • Composition• Geometry• Arrays… others
![Page 14: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/14.jpg)
14
Systems Biology Workbench• Open-source, integrated software environment
that enables sharing of computational resources– Allows software developers to build interprocess
communications facilities into their applications
• From the user’s perspective:– One SBW-enabled application can interact with another– Each application or module offers services to others
• E.g.: ODE solution, time-based simulation, visualization, etc.
![Page 15: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/15.jpg)
15
From the User’s Perspective
![Page 16: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/16.jpg)
16
From the User’s Perspective
![Page 17: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/17.jpg)
17
From the User’s Perspective
![Page 18: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/18.jpg)
18
Behind the Scenes
![Page 19: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/19.jpg)
19
From the Programmer’s Perspective
• Desirable features– Small application programming interface (API)– Libraries that implement inter-program communications– A registry of services for applications to query– XML-based model representation (SBML)
• Uses well-known, proven technologies– Communications via message-passing over plain sockets– Modular, distributed, broker-based architecture
• API provides two styles:– “Low-level”: call/send operations + directory services– “High-level”: object-oriented interface layered on top
![Page 20: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/20.jpg)
20
Driving Principles• Keep it language-neutral
– We’ll provide C++, Java, Delphi libraries for Win, Linux• But can be implemented in any language
• Keep it simple– Simple message-passing scheme
• Avoid complexity & size of CORBA• Easy to make cross-platform compatible• Easy to make distributed
– Simple low-level API, convenient higher-level API
• Make sure contributors benefit– Open source development– Symmetric infrastructure: no application dominates
![Page 21: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/21.jpg)
21
Modules Planned• Data filtering & preparation
• Database support– E.g.: web searching, storage management
• Model definition & manipulation– E.g.: scripting languages, visual editors
• Equation solvers– E.g.: ODEs, DAEs, stochastic
• Analysis & visualization tools– E.g.: bifurcation, 2-D/3-D/4-D plotting
• Optimization & parameter searching
![Page 22: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/22.jpg)
22
Summary & Availability• SBML
– Level 1 specification is publicly available• http://www.cds.caltech.edu/erato
– Support being added by other groups to their apps
• SBW– Preliminary test implementation completed– Production version is now in development
• Draft API definition & other info available– http://www.cds.caltech.edu/erato/sbw/docs
– Expect first public release in November atICSB 2001 (http://www.icsb2001.org)
![Page 23: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/23.jpg)
23
![Page 24: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/24.jpg)
24
Outline1) Background and motivations
I.e., why are we doing this?
2) Systems Biology Markup Language (SBML)
Model description language & exchange format
3) Systems Biology Workbench
Infrastructure for connecting software tools
![Page 25: The ERATO Systems Biology Workbench Michael Hucka, Hamid Bolouri, Andrew Finney, Herbert Sauro ERATO Kitano Systems Biology Project California Institute](https://reader030.vdocuments.site/reader030/viewer/2022032516/56649c755503460f94928ca3/html5/thumbnails/25.jpg)
25
Scope of SBML• Domain: biochemical network models
S1 S2 S3X0 X1
K1*X0 - S1*K2
S3/Ki
Vmax*S1
Km+S1
k3*S2
k4*S2 - k5*S3 k6*S3
k7*S3*S12
X2