Science · 2020 · 658 citations · 62 references
Veterinary MedicineEvolutionary BiologyInfectious DiseasesInfectious Disease EpidemiologyMolecular VirologyVirologyDisease SpreadEvolutionary EpidemiologyInfectious Disease DynamicsTransmission DynamicsViral GenomicsViral InfectionsEpidemic Disease SpreadEpidemic ModelsEpidemic SpreadingEpidemiology Of Virus SpreadEvolutionary TrajectoriesMobility-driven SpreadPathogen Spread DynamicsSars-cov-2 Infection
Brazil currently has one of the fastest-growing severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) epidemics in the world. Because of limited available data, assessments of the impact of nonpharmaceutical interventions (NPIs) on this virus spread remain challenging. Using a mobility-driven transmission model, we show that NPIs reduced the reproduction number from >3 to 1 to 1.6 in São Paulo and Rio de Janeiro. Sequencing of 427 new genomes and analysis of a geographically representative genomic dataset identified >100 international virus introductions in Brazil. We estimate that most (76%) of the Brazilian strains fell in three clades that were introduced from Europe between 22 February and 11 March 2020. During the early epidemic phase, we found that SARS-CoV-2 spread mostly locally and within state borders. After this period, despite sharp decreases in air travel, we estimated multiple exportations from large urban centers that coincided with a 25% increase in average traveled distances in national flights. This study sheds new light on the epidemic transmission and evolutionary trajectories of SARS-CoV-2 lineages in Brazil and provides evidence that current interventions remain insufficient to keep virus transmission under control in this country.
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The Sequence Alignment/Map format and SAMtools
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Posterior Summarization in Bayesian Phylogenetics Using Tracer 1.7
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