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Updated: May 17, 2026

Contact-Free Co-Culture Model for the Study of Innate Immune Cell Activation During Respiratory Virus Infection
Published on: February 28, 2021
Impacts of bridging nodes on the epidemic activation mechanisms
José Carlos M Silva1, Diogo H Silva2, Wesley Cota1
1Universidade Federal de Viçosa, Departamento de Física, Viçosa, Minas Gerais 36570-900, Brazil.
Abstract:
Bridging nodes, which connect critical components of a network, play an important role in maintaining structural integrity and facilitating communication within the network, representing indirect yet relevant connections. Epidemic triggering mechanisms in networks often involve long-range mutual activation of hubs, mediated by paths composed of low-degree nodes. While low-degree nodes are abundant in networks, their role in bridging central nodes in epidemic activation mechanisms has not been thoroughly analyzed. Starting with a backbone network with a power-law degree distribution, we investigate the role of adding degree-2 bridging nodes that are preferentially attached to hubs. Our findings reveal that bridging nodes can mediate an indirect feedback interaction between hubs that modifies the epidemic localization and activation mechanisms of the epidemic processes with recurrent infections. In particular, the collective activation observed in the presence of waning immunity, which produces a finite epidemic threshold in power-law networks with degree exponent γ>3, is altered to a localized activation with a vanishing threshold. Our numerical results are analytically supported by the nonbacktracking matrix properties that emerge in the recurrent dynamical message-passing theory.
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