El Nio and communicable disease: Examples from Oceania - PowerPoint PPT Presentation

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El Nio and communicable disease: Examples from Oceania

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Find that epidemics tend to be initiated in La Ni a years... Using the model to make out-of-sample predictions for 1993-1998, a period which ... – PowerPoint PPT presentation

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Title: El Nio and communicable disease: Examples from Oceania


1
El Niño and communicable disease Examples from
Oceania
  • Simon Hales
  • Wednesday 1st October 2003

2
Examples
  • Ciguatera
  • Dengue
  • Diarrhoeal illness

3
Ciguatera
  • Reports of fish poisoning in Pacific Islands
    (1973-1994) were obtained from the Secretariat of
    the Pacific Community (SPC)
  • SST time series were estimated using the
    International Research Institute for Climate
    Prediction (IRI) data library INGRID
  • http//ingrid.ldgo.columbia.edu/

4
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5
Analysis
  • Pearson correlations were calculated using
    January-December annual averages of SOI, SST and
    fish poisoning reports
  • Average fish poisoning reporting rates were
    calculated based on 1994 populations

6
Correlation coefficients SOI vs fish poisoning
7
Correlation coefficients SOI vs local SST
8
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10
Summary
  • Annual reports of fish poisoning were found to be
    correlated with El Niño events
  • Positive correlations between the annual
    incidence of fish poisoning and local SST
    anomalies were confined to an Easterly group of
    islands which experience warming during El Niño
    conditions

11
Fish poisoning reports per 1000
12
Dengue fever in the Pacific Islands regional
scale
  • Correlate annual number of epidemics of dengue
    in the Pacific Islands (from literature
    searches) with SOI (1970-1998 data)
  • Find that epidemics tend to be initiated in La
    Niña years...

13
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15
Dengue fever in the Pacific Islands national
scale
  • Using monthly data from SPC (1973-1994),
    calculate correlations between annual averages of
    SOI, dengue reports, and local temperature and
    rainfall
  • Find positive correlations between SOI and dengue
    in 10 countries

16
  • In half of these islands, there were positive
    correlations between SOI and estimates of local
    temperature and rainfall
  • Also temporal correlations between monthly case
    numbers in two groups of islands

17
Diarrhoeal illness
  • Monthly reports of diarrhoea in infants for Fiji
    (1978-1989, SPC data)
  • National climate estimates as before
  • Using Poisson regression models, investigate
    effect of 1-month lag variables (after Checkley
    et al, 2000)

18
Regression analysis
  • Parameterise rainfall using two variables
    indicating departure from the mean (5 units),
    rationale as follows
  • Remove seasonal effects from rainfall
  • Plot deseasonalised residuals against rainfall

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21
Regression results
  • Find increased diarrhoea at extremes of rainfall
    in the same month (as in the figure) and with
    increasing temperature in the same month
  • Similar effects at 1-month lag for temperature
    and low rainfall (but no effect of increased
    rainfall)
  • Using the model to make out-of-sample predictions
    for 1993-1998, a period which includes several
    ENSO events, the model predicts these data
    quite well (r20.5)

22
Weaknesses
  • Crude estimates of climate
  • Sparse data
  • The communicable disease data is of uncertain
    quality, (may not be disease- specific)
  • (But note that biological mechanisms not be
    disease-specific either)
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