title: Environmental Variation Generates Environmental Opportunist Pathogen Outbreaks.
abstract: Many socio-economically important pathogens persist and grow in the outside host environment and opportunistically invade host individuals. The environmental growth and opportunistic nature of these pathogens has received only little attention in epidemiology. Environmental reservoirs are, however, an important source of novel diseases. Thus, attempts to control these diseases require different approaches than in traditional epidemiology focusing on obligatory parasites. Conditions in the outside-host environment are prone to fluctuate over time. This variation is a potentially important driver of epidemiological dynamics and affect the evolution of novel diseases. Using a modelling approach combining the traditional SIRS models to environmental opportunist pathogens and environmental variability, we show that epidemiological dynamics of opportunist diseases are profoundly driven by the quality of environmental variability, such as the long-term predictability and magnitude of fluctuations. When comparing periodic and stochastic environmental factors, for a given variance, stochastic variation is more likely to cause outbreaks than periodic variation. This is due to the extreme values being further away from the mean. Moreover, the effects of variability depend on the underlying biology of the epidemiological system, and which part of the system is being affected. Variation in host susceptibility leads to more severe pathogen outbreaks than variation in pathogen growth rate in the environment. Positive correlation in variation on both targets can cancel the effect of variation altogether. Moreover, the severity of outbreaks is significantly reduced by increase in the duration of immunity. Uncovering these issues helps in understanding and controlling diseases caused by environmental pathogens.
authors.affiliation: Integrative Ecology Unit, Department of Biosciences, FI-00014 University of Helsinki, Helsinki, Finland.
authors.forename: Jani
authors.initials: J
authors.lastname: Anttila
authors.affiliation: Integrative Ecology Unit, Department of Biosciences, FI-00014 University of Helsinki, Helsinki, Finland.
authors.forename: Veijo
authors.initials: V
authors.lastname: Kaitala
authors.affiliation: Integrative Ecology Unit, Department of Biosciences, FI-00014 University of Helsinki, Helsinki, Finland.
authors.forename: Jouni
authors.initials: J
authors.lastname: Laakso
authors.affiliation: Integrative Ecology Unit, Department of Biosciences, FI-00014 University of Helsinki, Helsinki, Finland.
authors.forename: Lasse
authors.initials: L
authors.lastname: Ruokolainen
mesh_terms: D004196:Disease Outbreaks; D004777:Environment; D054884:Host-Pathogen Interactions; D015233:Models, Statistical; D009894:Opportunistic Infections / Q000453:epidemiology*; D013269:Stochastic Processes; D013997:Time Factors