Long-term forecast for antibacterial drug consumption in Germany using ARIMA models
Lilly Josephine Bindel1, Roland Seifert2
1Hannover Medical School, Institute of Pharmacology, D-30625, Hannover, Germany.
This study forecasts antibacterial drug consumption in Germany up to 2040 using ARIMA models. Findings highlight increasing demand for several antibiotics, necessitating proactive healthcare planning to avert future drug shortages.
Area of Science:
- Pharmacoeconomics
- Public Health
- Epidemiology
Background:
- Antibacterial drug shortages pose significant public health challenges in Germany.
- Accurate forecasting of drug consumption is crucial for effective healthcare planning and resource allocation.
Purpose of the Study:
- To predict the future consumption of the ten most prescribed antibacterial drugs in Germany until 2040.
- To evaluate the plausibility and reliability of long-term consumption forecasts for antibacterial agents.
Main Methods:
- Utilized Auto Regressive Integrated Moving Average (ARIMA) models, specifically ARIMA(0,1,0) (random walk with drift), for forecasting.
- Analyzed historical prescription data to model trends in antibacterial drug usage.
- Assessed the reliability and potential discrepancies of short-term (5-10 years) and long-term (up to 2040) forecasts.
Main Results:
- ARIMA(0,1,0) demonstrated the best fit for capturing overall antibacterial drug trends.
- Forecasted increases in consumption for amoxicillin, cefuroxime axetil, amoxicillin clavulanic acid, clindamycin, azithromycin, nitrofurantoin, and ciprofloxacin.
- Projected declines in consumption for doxycycline, phenoxymethylpenicillin, and sulfamethoxazole-trimethoprim, with varying forecast reliability.
Conclusions:
- Long-term forecasting of antibacterial drug consumption is feasible and essential for addressing potential supply shortages.
- Proactive healthcare planning is urgently needed, informed by these consumption predictions, to mitigate future drug supply disruptions.
- Further research should explore links between consumption trends, bacterial resistance, and other drug classes.
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