Parallel processing in immune networks

Elena Agliari, Adriano Barra, Silvia Bartolucci, Andrea Galluzzi, Francesco Guerra, and Francesco Moauro
Phys. Rev. E 87, 042701 – Published 4 April 2013

Abstract

In this work, we adopt a statistical-mechanics approach to investigate basic, systemic features exhibited by adaptive immune systems. The lymphocyte network made by B cells and T cells is modeled by a bipartite spin glass, where, following biological prescriptions, links connecting B cells and T cells are sparse. Interestingly, the dilution performed on links is shown to make the system able to orchestrate parallel strategies to fight several pathogens at the same time; this multitasking capability constitutes a remarkable, key property of immune systems as multiple antigens are always present within the host. We also define the stochastic process ruling the temporal evolution of lymphocyte activity and show its relaxation toward an equilibrium measure allowing statistical-mechanics investigations. Analytical results are compared with Monte Carlo simulations and signal-to-noise outcomes showing overall excellent agreement. Finally, within our model, a rationale for the experimentally well-evidenced correlation between lymphocytosis and autoimmunity is achieved; this sheds further light on the systemic features exhibited by immune networks.

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  • Received 18 October 2012

DOI:https://doi.org/10.1103/PhysRevE.87.042701

©2013 American Physical Society

Authors & Affiliations

Elena Agliari1,2, Adriano Barra3, Silvia Bartolucci4,5, Andrea Galluzzi3, Francesco Guerra3, and Francesco Moauro3

  • 1Dipartimento di Fisica, Università degli Studi di Parma, viale G. Usberti 7, 43100 Parma, Italy
  • 2INFN, Gruppo Collegato di Parma, viale G. Usberti 7, 43100 Parma, Italy
  • 3Dipartimento di Fisica, Sapienza Università di Roma, Piazzale Aldo Moro 2, 00185, Roma, Italy
  • 4Mathematics Department, King's College London, Strand, London WC2R 2LS, United Kingdom
  • 5Institute for Mathematical and Molecular Biomedicine, King's College London, Guy's Campus London SE1 1UL, United Kingdom

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Vol. 87, Iss. 4 — April 2013

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