Impacts of bridging nodes on the epidemic activation mechanisms.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 42141637.
- Also identified by DOI 10.1103/rlr4-w2kt.
- No licence information is recorded for this record.
- Because redistribution is not established, this page shows the abstract only. Follow the links below for the full text.
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.
Medical subject headings
- Epidemics
- Models, Theoretical