Nature Communications · 2019 · 55 citations · 55 references
Veterinary MedicineInfectious Disease ControlInfectious DiseasesInfectious Disease EpidemiologyTemporal EpidemiologyTime Series AnalysisDisease EcologyInfectious Disease DynamicsMosquito-borne DiseasesTemporal Disease PatternsTime-series Analysis In EpidemiologyTransmission DynamicsMosquito-borne Disease EpidemiologySeasonal Size VariationSeasonality Of Vector-borne DiseasesSpatiotemporal Transmission PatternsTemporal Disease DynamicsTemporal Epidemic PatternsTime-series Analysis Of TransmissionTime-varying Parameters
Vector-borne diseases display wide inter-annual variation in seasonal epidemic size due to their complex dependence on temporally variable environmental conditions and other factors. In 2014, Guangzhou, China experienced its worst dengue epidemic on record, with incidence exceeding the historical average by two orders of magnitude. To disentangle contributions from multiple factors to inter-annual variation in epidemic size, we fitted a semi-mechanistic model to time series data from 2005-2015 and performed a series of factorial simulation experiments in which seasonal epidemics were simulated under all combinations of year-specific patterns of four time-varying factors: imported cases, mosquito density, temperature, and residual variation in local conditions not explicitly represented in the model. Our results indicate that while epidemics in most years were limited by unfavorable conditions with respect to one or more factors, the epidemic in 2014 was made possible by the combination of favorable conditions for all factors considered in our analysis.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Ultrastructural Characterization of the Lower Motor System in a Mouse Model of Krabbe Disease
Valentina Cappello, Laura Marchetti, Paola Parlanti et al. · Scientific Reports · 2016 · 13.3K citations · Full text
Medicine, Neurobiology, Neuroscience +17