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This Thematic Issue of Pathogens and Disease explores the applications of mathematical models. This issue has a particular focus on host-pathogen dynamics and population health applications, as well as the future of biomathematical modelling in terms of big data analytics. It features outstanding articles that outline next-generation approaches to this field by using advance software approaches with mathematical frameworks to tackle problems in epidemiology and infection treatment.