skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Stochastic Simulation Service: Bridging the Gap between the Computational Expert and the Biologist

Journal Article · · PLoS Computational Biology (Online)
ORCiD logo [1];  [2];  [3];  [1];  [1];  [4];  [1];  [1];  [1];  [1];  [1];  [1];  [1]; ORCiD logo [1];  [2]; ORCiD logo [1];  [5]
  1. Univ. of California Santa Barbara, Santa Barbara, CA (United States). Dept. of Computer Science
  2. Uppsala Univ. (Sweden). Dept. of Information Technology, Division of Scientific Computing
  3. Univ. of California Santa Barbara, Santa Barbara, CA (United States). Dept. of Mechanical Engineering
  4. Univ. of Memphis, Memphis, TN (United States). Dept. of Biological Sciences and Computer Science
  5. Univ. of California Santa Barbara, Santa Barbara, CA (United States). Dept. of Computer Science and Dept. of Mechanical Engineering

We present StochSS: Stochastic Simulation as a Service, an integrated development environment for modeling and simulation of both deterministic and discrete stochastic biochemical systems in up to three dimensions. An easy to use graphical user interface enables researchers to quickly develop and simulate a biological model on a desktop or laptop, which can then be expanded to incorporate increasing levels of complexity. StochSS features state-of-the-art simulation engines. As the demand for computational power increases, StochSS can seamlessly scale computing resources in the cloud. In addition, StochSS can be deployed as a multi-user software environment where collaborators share computational resources and exchange models via a public model repository. We also demonstrate the capabilities and ease of use of StochSS with an example of model development and simulation at increasing levels of complexity.

Research Organization:
Univ. of California Santa Barbara, Santa Barbara, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER). Biological Systems Science Division; National Institutes of Health (NIH); Institute for Collaborative Biotechnologies (ICB); US Army Research Office (ARO); National Science Foundation (NSF); eSSENCE Swedish strategic initiative on eScience
Grant/Contract Number:
SC0008975; R01-EB014877; R01-GM113241; W911NF-09-0001; DMS-1001012
OSTI ID:
1423939
Journal Information:
PLoS Computational Biology (Online), Vol. 12, Issue 12; ISSN 1553-7358
Publisher:
Public Library of ScienceCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 34 works
Citation information provided by
Web of Science

References (46)

libRoadRunner: a high performance SBML simulation and analysis library: Table 1. journal June 2015
Coupled Mesoscopic and Microscopic Simulation of Stochastic Reaction-Diffusion Processes in Mixed Dimensions journal January 2012
A general computational framework for modeling cellular structure and function journal September 1997
Local error estimates for adaptive simulation of the reaction–diffusion master equation via operator splitting journal June 2014
Mechanisms of noise-resistance in genetic oscillators journal April 2002
Spatial stochastic modelling of the Hes1 gene regulatory network: intrinsic noise can explain heterogeneity in embryonic stem cell differentiation journal March 2013
Stochastic focusing: Fluctuation-enhanced sensitivity of intracellular regulation journal June 2000
Gmsh: A 3-D finite element mesh generator with built-in pre- and post-processing facilities journal September 2009
StochKit2: software for discrete stochastic simulation of biochemical systems with events journal July 2011
Endocytosis Optimizes the Dynamic Localization of Membrane Proteins that Regulate Cortical Polarity journal April 2007
MOLNs: A Cloud Platform for Interactive, Reproducible, and Scalable Spatial Stochastic Computational Experiments in Systems Biology Using PyURDME journal January 2016
COPASI--a COmplex PAthway SImulator journal October 2006
Fast Monte Carlo Simulation Methods for Biological Reaction-Diffusion Systems in Solution and on Surfaces journal January 2008
Adaptive explicit-implicit tau-leaping method with automatic tau selection journal June 2007
Noise-Induced Min Phenotypes in E. coli journal January 2006
The diffusive finite state projection algorithm for efficient simulation of the stochastic reaction-diffusion master equation journal February 2010
Engineered gene circuits journal November 2002
Interactive visualization of volumetric data with WebGL in real-time conference January 2011
Coherence Resonance: A Mechanism for Noise Induced Stable Oscillations in Gene Regulatory Networks conference December 2006
On the spontaneous emergence of cell polarity journal August 2008
Exact stochastic simulation of coupled chemical reactions journal December 1977
Spontaneous separation of bi-stable biochemical systems into spatial domains of opposite phases journal December 2004
URDME: a modular framework for stochastic simulation of reaction-transport processes in complex geometries journal January 2012
Construction of a genetic toggle switch in Escherichia coli journal January 2000
BioNumbers—the database of key numbers in molecular and cell biology journal October 2009
Perspective: Stochastic algorithms for chemical kinetics journal May 2013
Stochastic reaction-diffusion simulation with MesoRD journal April 2005
DOLFIN: Automated finite element computing journal April 2010
The systems biology markup language (SBML): a medium for representation and exchange of biochemical network models journal March 2003
D³ Data-Driven Documents journal December 2011
Stochastic mechanisms in gene expression journal February 1997
Accelerated maximum likelihood parameter estimation for stochastic biochemical systems journal January 2012
E-CELL: software environment for whole-cell simulation journal January 1999
A constant-time kinetic Monte Carlo algorithm for simulation of large biochemical reaction networks journal May 2008
A general method for numerically simulating the stochastic time evolution of coupled chemical reactions journal December 1976
Spontaneous cell polarization: undermining determinism journal April 2003
ReaDDy - A Software for Particle-Based Reaction-Diffusion Dynamics in Crowded Cellular Environments journal September 2013
Simulation of Stochastic Reaction-Diffusion Processes on Unstructured Meshes journal January 2009
Pattern Formation inside Bacteria: Fluctuations due to the Low Copy Number of Proteins journal March 2003
Detailed Simulations of Cell Biology with Smoldyn 2.1 journal March 2010
Programming biological models in Python using PySB journal January 2013
It’s a noisy business! Genetic regulation at the nanomolar scale journal February 1999
Directed cell migration towards softer environments journal July 2022
Efficient formulation of the stochastic simulation algorithm for chemically reacting systems journal September 2004
STEPS: efficient simulation of stochastic reaction–diffusion models in realistic morphologies journal January 2012
DOLFIN: Automated Finite Element Computing text January 2011

Cited By (11)

The Linear Noise Approximation for Spatially Dependent Biochemical Networks journal April 2018
A unified framework for analysis of individual-based models in ecology and beyond journal October 2019
Mesoscopic-microscopic spatial stochastic simulation with automatic system partitioning journal December 2017
eGFRD in all dimensions journal February 2019
Reaction-diffusion kinetics on lattice at the microscopic scale journal September 2018
Multiscale Modelling Tool: Mathematical modelling of collective behaviour without the maths journal September 2019
A unified framework for analysis of individual-based models in ecology and beyond text January 2019
Hierarchical algorithm for the reaction-diffusion master equation journal January 2020
Tellurium Notebooks - An Environment for Dynamical Model Development, Reproducibility, and Reuse journal December 2017
Smart computational exploration of stochastic gene regulatory network models using human-in-the-loop semi-supervised learning journal December 2018
Efficient simulation techniques for biochemical reaction networks preprint January 2017

Similar Records

A framework for discrete stochastic simulation on 3D moving boundary domains
Journal Article · Mon Nov 14 00:00:00 EST 2016 · Journal of Chemical Physics · OSTI ID:1423939

Macromolecular Crowding Regulates the Gene Expression Profile by Limiting Diffusion
Journal Article · Mon Nov 28 00:00:00 EST 2016 · PLoS Computational Biology (Online) · OSTI ID:1423939

Reaction rates for a generalized reaction-diffusion master equation
Journal Article · Tue Jan 19 00:00:00 EST 2016 · Physical Review E · OSTI ID:1423939

Related Subjects