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Julian Heidecke

Publications and source records attributed to Julian Heidecke.

2 recordsLinked to original sources

A mechanistic model to assess the effectiveness of test-trace-isolate-and-quarantine under limited capacities

Diagnostic testing followed by isolation of identified cases with subsequent tracing and quarantine of close contacts - often referred to as test-trace-isolate-and-quarantine (TTIQ) strategy - is one of the cornerstone measures of infectious disease control. The COVID-19 pandemic has highlighted that an appropriate response to outbreaks requires us to be aware about the effectiveness of such containment strategies. This can be evaluated using mathematical models. We present a delay differential equation model of TTIQ interventions for infectious disease control. Our model incorporates a detailed mechanistic description of the state-dependent dynamics induced by limited TTIQ capacities. In addition, we account for transmission during the early phase of SARS-CoV-2 infection, including presymptomatic transmission, which may be particularly adverse to a TTIQ based control. Numerical experiments, inspired by the early spread of COVID-19 in Germany, reveal the effectiveness of TTIQ in a scenario where immunity within the population is low and pharmaceutical interventions are absent - representative of a typical situation during the (re-)emergence of infectious diseases for which therapeutic drugs or vaccines are not yet available. Stability and sensitivity analyses emphasize factors, partially related to the specific disease, which impede or enhance the success of TTIQ. Studying the diminishing effectiveness of TTIQ along simulations of an epidemic wave we highlight consequences for intervention strategies.

q-bio.PE

When ideas go viral -- complex bifurcations in a two-stage transmission model

We consider the qualitative behavior of a mathematical model for transmission dynamics with two nonlinear stages of contagion. The proposed model is inspired by phenomena occurring in epidemiology (spread of infectious diseases) or social dynamics (spread of opinions, behaviors, ideas), and described by a compartmental approach. Upon contact with a promoter (contagious individual), a naive (susceptible) person can either become promoter himself or become $\textit{weakened}$, hence more vulnerable. Weakened individuals become contagious when they experience a second contact with members of the promoter group. After a certain time in the contagious compartment, individuals become inactive (are insusceptible and cannot spread) and are removed from the chain of transmission. We combine this two-stage contagion process with renewal of the naive population, modeled by means of transitions from the weakened or the inactive status to the susceptible compartment. This leads to rich dynamics, showing for instance coexistence and bistability of equilibria and periodic orbits. Properties of (nontrivial) equilibria are studied analytically. In addition, a numerical investigation of the parameter space reveals numerous bifurcations, showing that the dynamics of such a system can be more complex than those of classical epidemiological ODE models.

math.DS