Giter Site home page Giter Site logo

02712_project's Introduction

Simulation of Cellular Dynamics with the Cellular Potts Model

Final project for the Course 02-712: Computational Methods for Biological Modeling and Simulation from Carnegie Mellon University, Fall 2019.

For this project, we aim to demonstrate the versatility of the Cell Potts Model (CPM) by extending it to implement several different cellular behaviors, including cell motility based on actin treadmilling, chemotaxis-driven cell migration, and cell proliferation in the context of cancer.

The complete report and model specifications can be found here.

Actin-driven Motility Tumour Growth

Methods

The basic Cellular Potts Model (CPM) has three main characteristics:

  1. It models the energy due to cell membrane contacts of neighboring cells using the adhesion matrix J, where there is a specific energy value for each pair of cell types.
  2. All cells are constrained to keep an almost constant area (or volume for 3D versions)throughout state transitions.
  3. Stochastic cell membrane fluctuations are simulated so that shape of cells changes while keeping their symmetry and maintaining their areas.

Thus, in order to model the proposed cellular behaviors, we need to extend the basic version of CPM. To reproduce cell motility, we model the actin-elongation process close to cell membranes, and further extend this by simulating the behavior of cells in response to a chemoattractant. Our third extension will try to replicate the cell growth and proliferation phenomena observed in tumours.

Technologies used

  • The app has been written entirely in the JavaScript language (ES6 specification).
  • The p5.js library was used for visualization and rendering purposes.

Demo videos

  1. Actin-Driven Cell Motility CPM Simulation: https://youtu.be/GcAfP1gaiTk
  2. Chemotaxis CPM Simulation: https://youtu.be/XPplzS0niqs
  3. Tumor Growth CPM Simulation: https://youtu.be/PZ6Z2IzU2Js

02712_project's People

Contributors

cvenegasj avatar aseibel42 avatar

Watchers

James Cloos avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.