Literature DB >> 18229704

Integration of multi-scale biosimulation models via light-weight semantics.

John H Gennari1, Maxwell L Neal, Brian E Carlson, Daniel L Cook.   

Abstract

Currently, biosimulation researchers use a variety of computational environments and languages to model biological processes. Ideally, researchers should be able to semiautomatically merge models to more effectively build larger, multi-scale models. However, current modeling methods do not capture the underlying semantics of these models sufficiently to support this type of model construction. In this paper, we both propose a general approach to solve this problem, and we provide a specific example that demonstrates the benefits of our methodology. In particular, we describe three biosimulation models: (1) a cardio-vascular fluid dynamics model, (2) a model of heart rate regulation via baroreceptor control, and (3) a sub-cellular-level model of the arteriolar smooth muscle. Within a light-weight ontological framework, we leverage reference ontologies to match concepts across models. The light-weight ontology then helps us combine our three models into a merged model that can answer questions beyond the scope of any single model.

Mesh:

Substances:

Year:  2008        PMID: 18229704      PMCID: PMC2609902     

Source DB:  PubMed          Journal:  Pac Symp Biocomput        ISSN: 2335-6928


  6 in total

1.  A human cardiopulmonary system model applied to the analysis of the Valsalva maneuver.

Authors:  K Lu; J W Clark; F H Ghorbel; D L Ware; A Bidani
Journal:  Am J Physiol Heart Circ Physiol       Date:  2001-12       Impact factor: 4.733

2.  A reference ontology for biomedical informatics: the Foundational Model of Anatomy.

Authors:  Cornelius Rosse; José L V Mejino
Journal:  J Biomed Inform       Date:  2003-12       Impact factor: 6.317

3.  Coupling of a 3D finite element model of cardiac ventricular mechanics to lumped systems models of the systemic and pulmonic circulation.

Authors:  Roy C P Kerckhoffs; Maxwell L Neal; Quan Gu; James B Bassingthwaighte; Jeff H Omens; Andrew D McCulloch
Journal:  Ann Biomed Eng       Date:  2006-11-08       Impact factor: 3.934

4.  Chalkboard: ontology-based pathway modeling and qualitative inference of disease mechanisms.

Authors:  Daniel L Cook; Jesse C Wiley; John H Gennari
Journal:  Pac Symp Biocomput       Date:  2007

5.  Network thermodynamics: a candidate for a common language for theoretical and experimental biology.

Authors:  D C Mikulecky
Journal:  Am J Physiol       Date:  1983-07

6.  BioModels Database: a free, centralized database of curated, published, quantitative kinetic models of biochemical and cellular systems.

Authors:  Nicolas Le Novère; Benjamin Bornstein; Alexander Broicher; Mélanie Courtot; Marco Donizelli; Harish Dharuri; Lu Li; Herbert Sauro; Maria Schilstra; Bruce Shapiro; Jacky L Snoep; Michael Hucka
Journal:  Nucleic Acids Res       Date:  2006-01-01       Impact factor: 16.971

  6 in total
  14 in total

1.  Advances in semantic representation for multiscale biosimulation: a case study in merging models.

Authors:  Maxwell Lewis Neal; John H Gennari; Theo Arts; Daniel L Cook
Journal:  Pac Symp Biocomput       Date:  2009

2.  Bridging biological ontologies and biosimulation: the ontology of physics for biology.

Authors:  Daniel L Cook; Jose L V Mejino; Maxwell L Neal; John H Gennari
Journal:  AMIA Annu Symp Proc       Date:  2008-11-06

Review 3.  At the biological modeling and simulation frontier.

Authors:  C Anthony Hunt; Glen E P Ropella; Tai Ning Lam; Jonathan Tang; Sean H J Kim; Jesse A Engelberg; Shahab Sheikh-Bahaei
Journal:  Pharm Res       Date:  2009-09-09       Impact factor: 4.200

4.  Multiple ontologies in action: composite annotations for biosimulation models.

Authors:  John H Gennari; Maxwell L Neal; Michal Galdzicki; Daniel L Cook
Journal:  J Biomed Inform       Date:  2010-06-30       Impact factor: 6.317

5.  Composite annotations: requirements for mapping multiscale data and models to biomedical ontologies.

Authors:  Daniel L Cook; Jose L V Mejino; Maxwell L Neal; John H Gennari
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2009

6.  Multiscale modeling and data integration in the virtual physiological rat project.

Authors:  Daniel A Beard; Maxwell L Neal; Nazanin Tabesh-Saleki; Christopher T Thompson; James B Bassingthwaighte; Mary Shimoyama; Brian E Carlson
Journal:  Ann Biomed Eng       Date:  2012-07-18       Impact factor: 3.934

7.  Physical properties of biological entities: an introduction to the ontology of physics for biology.

Authors:  Daniel L Cook; Fred L Bookstein; John H Gennari
Journal:  PLoS One       Date:  2011-12-27       Impact factor: 3.240

8.  Integrating systems biology models and biomedical ontologies.

Authors:  Robert Hoehndorf; Michel Dumontier; John H Gennari; Sarala Wimalaratne; Bernard de Bono; Daniel L Cook; Georgios V Gkoutos
Journal:  BMC Syst Biol       Date:  2011-08-11

Review 9.  Relational grounding facilitates development of scientifically useful multiscale models.

Authors:  C Anthony Hunt; Glen E P Ropella; Tai ning Lam; Andrew D Gewitz
Journal:  Theor Biol Med Model       Date:  2011-09-27       Impact factor: 2.432

10.  Representing physiological processes and their participants with PhysioMaps.

Authors:  Daniel L Cook; Maxwell L Neal; Robert Hoehndorf; Georgios V Gkoutos; John H Gennari
Journal:  J Biomed Semantics       Date:  2013-04-15
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