Large scale agent-based modeling of the humoral and cellular immune response

Giovanni Stracquadanio, Renato Umeton, Jole Costanza, Viviana Annibali, Rosella Mechelli, Mario Pavone, Luca Zammataro, Giuseppe Nicosia

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Abstract

The Immune System is, together with Central Nervous System, one of the most important and complex unit of our organism. Despite great advances in recent years that shed light on its understanding and in the unraveling of key mechanisms behind its functions, there are still many areas of the Immune System that remain object of active research. The development of in-silico models, bridged with proper biological considerations, have recently improved the understanding of important complex systems [1,2]. In this paper, after introducing major role players and principal functions of the mammalian Immune System, we present two computational approaches to its modeling; i.e., two in-silico Immune Systems. (i) A large-scale model, with a complexity of representation of 106 - 108 cells (e.g., APC, T, B and Plasma cells) and molecules (e.g., immunocomplexes), is here presented, and its evolution in time is shown to be mimicking an important region of a real immune response. (ii) Additionally, a viral infection model, stochastic and light-weight, is here presented as well: its seamless design from biological considerations, its modularity and its fast simulation times are strength points when compared to (i). Finally we report, with the intent of moving towards the virtual lymph note, a cost-benefits comparison among Immune System models presented in this paper.

Original languageEnglish (US)
Title of host publicationArtificial Immune Systems - 10th International Conference, ICARIS 2011, Proceedings
Pages15-29
Number of pages15
DOIs
StatePublished - 2011
Externally publishedYes
Event10th International Conference on Artificial Immune Systems, ICARIS 2011 - Cambridge, United Kingdom
Duration: Jul 18 2011Jul 21 2011

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume6825 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference10th International Conference on Artificial Immune Systems, ICARIS 2011
Country/TerritoryUnited Kingdom
CityCambridge
Period7/18/117/21/11

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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