2018
DOI: 10.1186/s12879-018-3484-z
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Seasonal dynamics of influenza in Brazil: the latitude effect

Abstract: BackgroundInfluenza is a global transmissible disease. Its dynamics is far better understood in temperate climates than in the tropics. We aim to close this knowledge gap between tropical and temperate regions by showing how the influenza seasonality evolves in Brazil, a tropical country that encompasses a wide range of latitudes and six climatic sub-types.MethodsWe analyzed a state-level, weekly Syndrome of Acute Respiratory Disease (SARI) incidence data ranging from 2010 to 2016. We combined two techniques h… Show more

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Cited by 39 publications
(45 citation statements)
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“…Saúde Pública 2020; 36(4):e00070120 COVID-19 arrived in Brazil during the season of the year in which respiratory virus activity is generally low. Only in 2010 and 2016, SARI seasonality occurred earlier (in the late summer and autumn) in most of Brazil's states 11 , with a predominance of Influenza A virus. The increase in hospitalizations for SARI so early in 2020 calls our attention, since there is an upward tendency in SARI cases between the autumn and winter, especially in higher-latitude states 11 .…”
Section: Discussionmentioning
confidence: 98%
“…Saúde Pública 2020; 36(4):e00070120 COVID-19 arrived in Brazil during the season of the year in which respiratory virus activity is generally low. Only in 2010 and 2016, SARI seasonality occurred earlier (in the late summer and autumn) in most of Brazil's states 11 , with a predominance of Influenza A virus. The increase in hospitalizations for SARI so early in 2020 calls our attention, since there is an upward tendency in SARI cases between the autumn and winter, especially in higher-latitude states 11 .…”
Section: Discussionmentioning
confidence: 98%
“…A continuous wavelet transform was applied to the incidence time series, as has been previously used for various infectious disease studies. 10,36 This wavelet method decomposes the underlying time series process to the wavelet form that is a function of frequency.…”
Section: Periodicity and Peak Analysismentioning
confidence: 99%
“…Finally, 10 0 0 bootstrap samples were conducted to obtain the 95% confidence interval (CI) of the centre of gravity. 10,39…”
Section: Periodicity and Peak Analysismentioning
confidence: 99%
See 1 more Smart Citation
“…Wavelet analysis is nuanced but has many features that are similar to other wave decomposition methods. It has been shown to be a useful tool in comparing infectious disease rates in several studies [13,19]. Its strength is in allowing the timing of the epidemic curves to change from year to year by Data are lacking for metapneumovirus prior to January 2007 and for rhinovirus prior to November 2007.…”
Section: Wavelet Analysismentioning
confidence: 99%