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Type inference in systems biology

  • INRIA Rocquencourt

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collectionContribution à une conférenceRevue par des pairs

3 Citations (Scopus)

Résumé

Type checking and type inference are important concepts and methods of programming languages and software engineering. Type checking is a way to ensure some level of consistency, depending on the type system, in large programs and in complex assemblies of software components. Type inference provides powerful static analyses of preexisting programs without types, and facilitates the use of type systems by freeing the user from entering type information. In this paper, we investigate the application of these concepts to systems biology. More specifically, we consider the Systems Biology Markup Language SBML and the Biochemical Abstract Machine BIOCHAM with their repositories of models of biochemical systems. We study three type systems: one for checking or inferring the functions of proteins in a reaction model, one for checking or inferring the activation and inhibition effects of proteins in a reaction model, and another one for checking or inferring the topology of compartments or locations. We show that the framework of abstract interpretation elegantly applies to the formalization of these abstractions and to the implementation of linear time type checking as well as type inference algorithms. Through some examples, we show that the analysis of biochemical models by type inference provides accurate and useful information, Interestingly, such a mathematical formalization of the abstractions used in systems biology already provides some guidelines for the extensions of biochemical reaction rule languages.

langue originaleAnglais
titreComputational Methods in Systems Biology - International Conference, CMSB 2006, Proceedings
EditeurSpringer Verlag
Pages48-62
Nombre de pages15
ISBN (imprimé)3540461663, 9783540461661
Les DOIs
étatPublié - 1 janv. 2006
Modification externeOui
EvénementInternational Conference on Computational Methods in Systems Biology, CMSB 2006 - Trento, Italie
Durée: 18 oct. 200619 oct. 2006

Série de publications

NomLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume4210 LNBI
ISSN (imprimé)0302-9743
ISSN (Electronique)1611-3349

Une conférence

Une conférenceInternational Conference on Computational Methods in Systems Biology, CMSB 2006
Pays/TerritoireItalie
La villeTrento
période18/10/0619/10/06

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