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CompuCell Software. Current capabilities and Research Plan Rajiv Chaturvedi Jesús A. Izaguirre With Patrick M. Virtue. Objective. Introduction to integrated Potts model simulation and visualization package called CompuCell
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CompuCell Software Current capabilities and Research Plan Rajiv Chaturvedi Jesús A. Izaguirre With Patrick M. Virtue
Objective Introduction to integrated Potts model simulation and visualization package called CompuCell Show simulation results (application to macrophage and bacteria movement) Present a Research and Development plan to Model chicken limb growth Model Integration (Potts and Reaction Diffusion)
Talk Outline Preliminary results: Current model and software capabilities Macrophage simulation results Research and Development plan Modeling Cell condensation in 2D Chicken limb bud in 2D R-D integration (Flock modeling) Software Integration of other models (eg., Reaction Diffusion) GUI designed for generality 3-d simulation an dvisualization
Movie from experiments http://www.nd.edu/~icsb
Problem schematic • Periodic boundary conditions on square lattice • Gradient fields in medium • Linear field from left to right • Radial field originating from bacteria • Update field after each move Macrophage and bacterium wbc bacterium
Results: Model Description Hamiltonians: Volume Surface Interaction Chemotaxis Multiple gradients of chemical field Linear Radial distribution of concentration from a source Field implementation Current limitation: Field as action at a distance rather than diffusing through lattice
Results:Initial and boundary conditions SubDomains in software <-> Cells in the model: Experimented with 2 and 3 cells in the lattice Boundaries: The pixels of the changing bacteria boundary act as source Periodic boundary conditions on lattice edges
Results: Verification and validation Verification: Potts model for multiple fluctuating cells without chemotaxis Hamiltonian Potts model for moving cells with linear gradient Validation Qualitative studies (visual inspection) for patterns formed and those observed
Results: Software Software: Interactive (integrated with visualization) Stand-alone Visualization: Uses VTK (visualization tool kit) libraries Movie creation capabilities Image manipulation: rotate, zoom, section Visualization done by Patrick Virtue
Results: GUI Allows user to define initial conditions Cells of arbitrary shape on a lattice Visualization properties for cells Future integration with CompuCell discussed below
Results: Gui GUI:
Results: Visualization Visualization 3D hydra burst:
Results: Software extensibility Object Oriented design: caters for reuse and extensibility by Hierarchy of classes: General to specific Abstraction Encapsulation
GUI Visualization Engine Data Communication Potts Reaction diffusion Computational engine running Analysis Computational engines running multiscale simulations (ellipses) Experimental data High Level Architecture for Integrated PSE
Results: Software extensibility Addition of new hamiltonians (at programming level): Derive new hamiltonian from abstract Hamiltonian class Encapsulate its data, mimic methods of other Hamiltonians Total Hamiltonian (a subclass of Hamiltonian) takes care of Energy calculations In modeling code, create objects of various types of Hamiltonians, add them to TotalHamiltonian object Addition of new fields: similar Addition of new boundary conditions
Input: Command line prompts File input (and from GUI) Initial conditions Lattice Cells Positions and sizes Parameters Constraints params… Output: Runtime visualization Movies Post processing mode Results: Software
Results: cell movement in gradient (Show animated gif)
Talk Outline Overview: Integrated Problem Solving Environment Preliminary results: bacteriophage problem Current model and software capabilities Bacteriophage simulation results Research and Development plan Modeling Steps to Chicken limb bud R-D integration Software Integration of other models (eg., Reaction Diffusion) GUI designed for generality Visualization
Research Plan: Cell Sorting Problem 0: (Cell sorting in the presence of a gradient)
Research Plan: Condensation Problem 1: (Cell condensation in the presence of reaction-diffusion)
Research Plan: Limb bud growth Progress Zone Time No activity in Progress zone Full of 3D cells Problem 2:
Research Plan: Limb bud growth Problem 1 and 2: K steps of Reaction Diffusion in a lattice Potts model movement, cells as moving sources
R&D plan: Limb bud growth Model extension needed: Diffusive gradients Reaction diffusion equations to solve Extra cellular matrix characterization (field) Progress zone characterization (in Potts model) Set of reasonable initial/boundary conditions, and parameters for Potts model validation 3 D potts 3 D RD
R&D plan: Limb bud growth Software Extension needed/desired: Front end: Integration and extension of GUI Automated tuning of parameters (software detects param ranges where desired behavior is obtained) Computational backend: Integration with reaction-diffusion code Handling multiple grids (hierarchy of grids, interpolation) Clustering algorithms to detect pattern formation More efficient solvers (for 3D)
Issue of accuracy A working definition of “good” simulation for various simulations needs to be defined. Verification: Solving the model right Verification against known analytical solutions (analytical results for statistical variables in stochastic models) Quantifying accuracy of results against grid size Validation: Solving the right model: basis of comparing results to experiments
Integrated Problem Solving Environment Grand aim: The end user must be able to focus on Biology/ Physics problems rather than software/ programming. Runtime and post processing visualization Configuration files to specify initial conditions and simulation parameters Recommender system (to assist user) GUI to allow for user inputs Ability to allow user to choose models (in the long run) through a GUI