Literature DB >> 24163721

SPARK: A Framework for Multi-Scale Agent-Based Biomedical Modeling.

Alexey Solovyev1, Maxim Mikheev, Leming Zhou, Joyeeta Dutta-Moscato, Cordelia Ziraldo, Gary An, Yoram Vodovotz, Qi Mi.   

Abstract

Multi-scale modeling of complex biological systems remains a central challenge in the systems biology community. A method of dynamic knowledge representation known as agent-based modeling enables the study of higher level behavior emerging from discrete events performed by individual components. With the advancement of computer technology, agent-based modeling has emerged as an innovative technique to model the complexities of systems biology. In this work, the authors describe SPARK (Simple Platform for Agent-based Representation of Knowledge), a framework for agent-based modeling specifically designed for systems-level biomedical model development. SPARK is a stand-alone application written in Java. It provides a user-friendly interface, and a simple programming language for developing Agent-Based Models (ABMs). SPARK has the following features specialized for modeling biomedical systems: 1) continuous space that can simulate real physical space; 2) flexible agent size and shape that can represent the relative proportions of various cell types; 3) multiple spaces that can concurrently simulate and visualize multiple scales in biomedical models; 4) a convenient graphical user interface. Existing ABMs of diabetic foot ulcers and acute inflammation were implemented in SPARK. Models of identical complexity were run in both NetLogo and SPARK; the SPARK-based models ran two to three times faster.

Entities:  

Keywords:  Agent-Based; Computer Simulation; Framework; Models; SPARK

Year:  2010        PMID: 24163721      PMCID: PMC3806198          DOI: 10.4018/jats.2010070102

Source DB:  PubMed          Journal:  Int J Agent Technol Syst        ISSN: 1943-0744


  12 in total

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3.  Agent-based modeling: a revolution?

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Journal:  Proc Natl Acad Sci U S A       Date:  2002-05-07       Impact factor: 11.205

Review 4.  Pattern-oriented modeling of agent-based complex systems: lessons from ecology.

Authors:  Volker Grimm; Eloy Revilla; Uta Berger; Florian Jeltsch; Wolf M Mooij; Steven F Railsback; Hans-Hermann Thulke; Jacob Weiner; Thorsten Wiegand; Donald L DeAngelis
Journal:  Science       Date:  2005-11-11       Impact factor: 47.728

5.  In silico experiments of existing and hypothetical cytokine-directed clinical trials using agent-based modeling.

Authors:  Gary An
Journal:  Crit Care Med       Date:  2004-10       Impact factor: 7.598

Review 6.  Agent-based models in translational systems biology.

Authors:  Gary An; Qi Mi; Joyeeta Dutta-Moscato; Yoram Vodovotz
Journal:  Wiley Interdiscip Rev Syst Biol Med       Date:  2009 Sep-Oct

7.  Agent-based model of inflammation and wound healing: insights into diabetic foot ulcer pathology and the role of transforming growth factor-beta1.

Authors:  Qi Mi; Beatrice Rivière; Gilles Clermont; David L Steed; Yoram Vodovotz
Journal:  Wound Repair Regen       Date:  2007 Sep-Oct       Impact factor: 3.617

8.  Agent-based model of therapeutic adipose-derived stromal cell trafficking during ischemia predicts ability to roll on P-selectin.

Authors:  Alexander M Bailey; Michael B Lawrence; Hulan Shang; Adam J Katz; Shayn M Peirce
Journal:  PLoS Comput Biol       Date:  2009-02-27       Impact factor: 4.475

Review 9.  Translational systems biology of inflammation.

Authors:  Yoram Vodovotz; Marie Csete; John Bartels; Steven Chang; Gary An
Journal:  PLoS Comput Biol       Date:  2008-04-25       Impact factor: 4.475

10.  A patient-specific in silico model of inflammation and healing tested in acute vocal fold injury.

Authors:  Nicole Y K Li; Katherine Verdolini; Gilles Clermont; Qi Mi; Elaine N Rubinstein; Patricia A Hebda; Yoram Vodovotz
Journal:  PLoS One       Date:  2008-07-30       Impact factor: 3.240

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  11 in total

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Authors:  John A Kellum; Dilhari R DeAlmeida; Valerie J Watzlaf
Journal:  Intensive Care Med       Date:  2012-12-07       Impact factor: 17.440

2.  Computational Modeling of Inflammation and Wound Healing.

Authors:  Cordelia Ziraldo; Qi Mi; Gary An; Yoram Vodovotz
Journal:  Adv Wound Care (New Rochelle)       Date:  2013-11       Impact factor: 4.730

3.  Modeling heterogeneous tumor growth dynamics and cell-cell interactions at single-cell and cell-population resolution.

Authors:  Leonard A Harris; Samantha Beik; Patricia M M Ozawa; Lizandra Jimenez; Alissa M Weaver
Journal:  Curr Opin Syst Biol       Date:  2019-09-16

Review 4.  Applications of Computer Modeling and Simulation in Cartilage Tissue Engineering.

Authors:  Daniel Pearce; Sarah Fischer; Fatama Huda; Ali Vahdati
Journal:  Tissue Eng Regen Med       Date:  2019-10-05       Impact factor: 4.169

5.  In Silico Augmentation of the Drug Development Pipeline: Examples from the study of Acute Inflammation.

Authors:  Gary An; John Bartels; Yoram Vodovotz
Journal:  Drug Dev Res       Date:  2011-03-01       Impact factor: 4.360

6.  Systems modeling and simulation applications for critical care medicine.

Authors:  Yue Dong; Nicolas W Chbat; Ashish Gupta; Mirsad Hadzikadic; Ognjen Gajic
Journal:  Ann Intensive Care       Date:  2012-06-15       Impact factor: 6.925

7.  A Computational, Tissue-Realistic Model of Pressure Ulcer Formation in Individuals with Spinal Cord Injury.

Authors:  Cordelia Ziraldo; Alexey Solovyev; Ana Allegretti; Shilpa Krishnan; M Kristi Henzel; Gwendolyn A Sowa; David Brienza; Gary An; Qi Mi; Yoram Vodovotz
Journal:  PLoS Comput Biol       Date:  2015-06-25       Impact factor: 4.475

8.  A Multiscale Agent-Based in silico Model of Liver Fibrosis Progression.

Authors:  Joyeeta Dutta-Moscato; Alexey Solovyev; Qi Mi; Taichiro Nishikawa; Alejandro Soto-Gutierrez; Ira J Fox; Yoram Vodovotz
Journal:  Front Bioeng Biotechnol       Date:  2014-05-30

9.  Hybrid equation/agent-based model of ischemia-induced hyperemia and pressure ulcer formation predicts greater propensity to ulcerate in subjects with spinal cord injury.

Authors:  Alexey Solovyev; Qi Mi; Yi-Ting Tzen; David Brienza; Yoram Vodovotz
Journal:  PLoS Comput Biol       Date:  2013-05-16       Impact factor: 4.475

10.  Automated parameter estimation for biological models using Bayesian statistical model checking.

Authors:  Faraz Hussain; Christopher J Langmead; Qi Mi; Joyeeta Dutta-Moscato; Yoram Vodovotz; Sumit K Jha
Journal:  BMC Bioinformatics       Date:  2015-12-07       Impact factor: 3.169

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