2013
DOI: 10.1371/journal.pone.0058434
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Geographic Divisions and Modeling of Virological Data on Seasonal Influenza in the Chinese Mainland during the 2006–2009 Monitoring Years

Abstract: BackgroundSeasonal influenza epidemics occur annually with bimodality in southern China and unimodality in northern China. Regional differences exist in surveillance data collected by the National Influenza Surveillance Network of the Chinese mainland. Qualitative and quantitative analyses on the spatiotemporal rules of the influenza virus's activities are needed to lay the foundation for the surveillance, prevention and control of seasonal influenza.MethodsThe peak performance analysis and Fourier harmonic ex… Show more

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Cited by 18 publications
(20 citation statements)
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“…The three influenza surveillance systems indicated that there were epidemics peaks in winter and similar seasonal pattern. The influenza epidemics typically appeared as a single-peak around January in Gansu; this finding is consistent with other northern provinces in China 1 , 6 . Seasonal decomposition, however, showed differences in long-term trends of the three systems.…”
Section: Discussionsupporting
confidence: 87%
See 1 more Smart Citation
“…The three influenza surveillance systems indicated that there were epidemics peaks in winter and similar seasonal pattern. The influenza epidemics typically appeared as a single-peak around January in Gansu; this finding is consistent with other northern provinces in China 1 , 6 . Seasonal decomposition, however, showed differences in long-term trends of the three systems.…”
Section: Discussionsupporting
confidence: 87%
“…Influenza is associated with considerable mortality and morbidity worldwide. Influenza surveillance systems are important tools for monitoring and evaluating transmission of influenza 1 – 5 . Gansu is relatively poor province, which public health capacity is backward compared with the economically developed provinces.…”
Section: Introductionmentioning
confidence: 99%
“…This pattern was also confirmed in other regions in the Northern Hemisphere (Baumgartner et al, 2012). The seasonal decomposition analysis indicated that the influenza B peak in the spring occurred later than in other subtropical cities in South China (Qi et al, 2016;Zou et al, 2013) and earlier than in Okinawa, Japan (Iha et al, 2016). Shanghai is an international metropolis with frequent population movements and a very large immigrant population.…”
Section: Characteristics Of Influenza Epidemicssupporting
confidence: 59%
“…In addition, we applied a seasonal linear regression model to estimate the peak timing of respiratory diseases by assuming the existence of annual and semi-annual cycles [ 21 , 22 ]. The sinusoidal model was used for fitting, because it is widely used in the sequence with distinct periodicity, and each parameter has an explicit explanation [ 23 ]. For example, the weekly positive rates of influenza were fitted as follows: in which influenza( t ) represents the weekly proportions of influenza-positive cases; t is an index for week; a, b, c, d, e are the intercepts and seasonality coefficients; and ε ( t ) is assumed to be normally distributed errors.…”
Section: Methodsmentioning
confidence: 99%