Literature DB >> 28190948

MOLNs: A CLOUD PLATFORM FOR INTERACTIVE, REPRODUCIBLE, AND SCALABLE SPATIAL STOCHASTIC COMPUTATIONAL EXPERIMENTS IN SYSTEMS BIOLOGY USING PyURDME.

Brian Drawert1, Michael Trogdon2, Salman Toor3, Linda Petzold4, Andreas Hellander1.   

Abstract

Computational experiments using spatial stochastic simulations have led to important new biological insights, but they require specialized tools and a complex software stack, as well as large and scalable compute and data analysis resources due to the large computational cost associated with Monte Carlo computational workflows. The complexity of setting up and managing a large-scale distributed computation environment to support productive and reproducible modeling can be prohibitive for practitioners in systems biology. This results in a barrier to the adoption of spatial stochastic simulation tools, effectively limiting the type of biological questions addressed by quantitative modeling. In this paper, we present PyURDME, a new, user-friendly spatial modeling and simulation package, and MOLNs, a cloud computing appliance for distributed simulation of stochastic reaction-diffusion models. MOLNs is based on IPython and provides an interactive programming platform for development of sharable and reproducible distributed parallel computational experiments.

Entities:  

Keywords:  cloud computing; computational experiments; simulation software; spatial stochastic simulation; systems biology

Year:  2016        PMID: 28190948      PMCID: PMC5302863          DOI: 10.1137/15M1014784

Source DB:  PubMed          Journal:  SIAM J Sci Comput        ISSN: 1064-8275            Impact factor:   2.373


  28 in total

1.  Circadian clocks limited by noise.

Authors:  N Barkai; S Leibler
Journal:  Nature       Date:  2000-01-20       Impact factor: 49.962

2.  Intrinsic and extrinsic contributions to stochasticity in gene expression.

Authors:  Peter S Swain; Michael B Elowitz; Eric D Siggia
Journal:  Proc Natl Acad Sci U S A       Date:  2002-09-17       Impact factor: 11.205

3.  Spatio-temporal correlations can drastically change the response of a MAPK pathway.

Authors:  Koichi Takahashi; Sorin Tanase-Nicola; Pieter Rein ten Wolde
Journal:  Proc Natl Acad Sci U S A       Date:  2010-01-25       Impact factor: 11.205

4.  On the spontaneous emergence of cell polarity.

Authors:  Steven J Altschuler; Sigurd B Angenent; Yanqin Wang; Lani F Wu
Journal:  Nature       Date:  2008-08-14       Impact factor: 49.962

5.  Establishment of a robust single axis of cell polarity by coupling multiple positive feedback loops.

Authors:  Tina Freisinger; Ben Klünder; Jared Johnson; Nikola Müller; Garwin Pichler; Gisela Beck; Michael Costanzo; Charles Boone; Richard A Cerione; Erwin Frey; Roland Wedlich-Söldner
Journal:  Nat Commun       Date:  2013       Impact factor: 14.919

6.  Noise-induced Min phenotypes in E. coli.

Authors:  David Fange; Johan Elf
Journal:  PLoS Comput Biol       Date:  2006-05-18       Impact factor: 4.475

Review 7.  Simulation tools for particle-based reaction-diffusion dynamics in continuous space.

Authors:  Johannes Schöneberg; Alexander Ullrich; Frank Noé
Journal:  BMC Biophys       Date:  2014-10-24       Impact factor: 4.778

8.  Collaborative cloud-enabled tools allow rapid, reproducible biological insights.

Authors:  Benjamin Ragan-Kelley; William Anton Walters; Daniel McDonald; Justin Riley; Brian E Granger; Antonio Gonzalez; Rob Knight; Fernando Perez; J Gregory Caporaso
Journal:  ISME J       Date:  2012-10-25       Impact factor: 10.302

9.  Spatial stochastic dynamics enable robust cell polarization.

Authors:  Michael J Lawson; Brian Drawert; Mustafa Khammash; Linda Petzold; Tau-Mu Yi
Journal:  PLoS Comput Biol       Date:  2013-07-25       Impact factor: 4.475

10.  COMBINE archive and OMEX format: one file to share all information to reproduce a modeling project.

Authors:  Frank T Bergmann; Richard Adams; Stuart Moodie; Jonathan Cooper; Mihai Glont; Martin Golebiewski; Michael Hucka; Camille Laibe; Andrew K Miller; David P Nickerson; Brett G Olivier; Nicolas Rodriguez; Herbert M Sauro; Martin Scharm; Stian Soiland-Reyes; Dagmar Waltemath; Florent Yvon; Nicolas Le Novère
Journal:  BMC Bioinformatics       Date:  2014-12-14       Impact factor: 3.169

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  10 in total

1.  Smart computational exploration of stochastic gene regulatory network models using human-in-the-loop semi-supervised learning.

Authors:  Fredrik Wrede; Andreas Hellander
Journal:  Bioinformatics       Date:  2019-12-15       Impact factor: 6.937

2.  GillesPy: A Python Package for Stochastic Model Building and Simulation.

Authors:  John H Abel; Brian Drawert; Andreas Hellander; Linda R Petzold
Journal:  IEEE Life Sci Lett       Date:  2016-09

3.  Mesoscopic-microscopic spatial stochastic simulation with automatic system partitioning.

Authors:  Stefan Hellander; Andreas Hellander; Linda Petzold
Journal:  J Chem Phys       Date:  2017-12-21       Impact factor: 3.488

4.  Programmatic modeling for biological systems.

Authors:  Alexander L R Lubbock; Carlos F Lopez
Journal:  Curr Opin Syst Biol       Date:  2021-05-24

5.  Macromolecular Crowding Regulates the Gene Expression Profile by Limiting Diffusion.

Authors:  Mahdi Golkaram; Stefan Hellander; Brian Drawert; Linda R Petzold
Journal:  PLoS Comput Biol       Date:  2016-11-28       Impact factor: 4.475

6.  The Role of Chromatin Density in Cell Population Heterogeneity during Stem Cell Differentiation.

Authors:  Mahdi Golkaram; Jiwon Jang; Stefan Hellander; Kenneth S Kosik; Linda R Petzold
Journal:  Sci Rep       Date:  2017-10-17       Impact factor: 4.379

7.  The effect of cell geometry on polarization in budding yeast.

Authors:  Michael Trogdon; Brian Drawert; Carlos Gomez; Samhita P Banavar; Tau-Mu Yi; Otger Campàs; Linda R Petzold
Journal:  PLoS Comput Biol       Date:  2018-06-11       Impact factor: 4.475

Review 8.  Towards reproducible computational drug discovery.

Authors:  Nalini Schaduangrat; Samuel Lampa; Saw Simeon; Matthew Paul Gleeson; Ola Spjuth; Chanin Nantasenamat
Journal:  J Cheminform       Date:  2020-01-28       Impact factor: 5.514

9.  Coordinating cell polarization and morphogenesis through mechanical feedback.

Authors:  Samhita P Banavar; Michael Trogdon; Brian Drawert; Tau-Mu Yi; Linda R Petzold; Otger Campàs
Journal:  PLoS Comput Biol       Date:  2021-01-28       Impact factor: 4.475

10.  Hierarchical algorithm for the reaction-diffusion master equation.

Authors:  Stefan Hellander; Andreas Hellander
Journal:  J Chem Phys       Date:  2020-01-21       Impact factor: 3.488

  10 in total

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