Before revision:  We discuss the implications to COVID-19 and other pandemics  .
After revision:  We discuss the implications to COVID-19 and other pandemics and compare our theoretical results to population-based simulations. We consider the dependence of the disease spread on the architecture of the infectiousness graph and analyze different graph architectures and the limitations of the graph models .