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Dengue Cases in Colombia: Mathematical Forecasts for 2018-2022
Dengue cases in Colombia are predicted to peak in 2019, with the Auto-Regressive Integrated Moving Average (ARIMA) model forecasting over 88,000 cases. This projection, combined with an ordinary differential equations model, indicates dengue persistence throughout the year.
Area of Science:
- Epidemiology
- Mathematical Modeling
- Public Health
Background:
- Dengue, a mosquito-borne viral disease, poses a significant global health challenge, exacerbated by climate change.
- Colombia faces a serious dengue situation, with high incidence and mortality rates reported.
- Mathematical and statistical models are crucial for understanding dengue transmission dynamics and informing control strategies.
Purpose of the Study:
- To forecast dengue case numbers in Colombia from 2018 to 2022 using the Auto-Regressive Integrated Moving Average (ARIMA) model.
- To determine the basic reproduction number for dengue in the year with the highest predicted cases by integrating ARIMA forecasts with an ordinary differential equations (ODE) model.
Main Methods:
- An ecological time series study utilized dengue case data from Colombia's National Health Institute (2009-2017).
- The stochastic ARIMA model was applied for forecasting dengue incidence.
- Nonlinear least squares regression was used to adjust ODE model parameters and calculate vectorial capacity.
Main Results:
- The ARIMA model forecasted the highest dengue incidence in Colombia for 2019 (88,221 cases), with other years also showing significant numbers.
- Estimated parameters for dengue transmission in 2019 indicated peak cases in the second quarter.
- The basic reproduction number was consistently above 1 throughout 2019, suggesting disease persistence.
Conclusions:
- The ARIMA model predicts 2019 as the peak year for dengue incidence in Colombia between 2018-2022.
- Integrating ARIMA and ODE models provides projections for dengue case variations and persistence.
- The basic reproduction number exceeding 1 in 2019 indicates that dengue will likely persist in Colombia throughout the year.
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