Several section factors - including nan minimum somesthesia reached successful autumn, nan h2o level successful lakes and ponds successful winter, and nan beingness of shut up swans (Cygnus olor) - could beryllium cardinal for predicting nan imaginable of an outbreak of highly pathogenic avian flu (HPAI) occurring successful Europe. The findings, published in Scientific Reports, are derived from a instrumentality learning exemplary trained connected nan characteristics of 21st century European HPAI outbreaks and could thief amended early monitoring programmes.
HPAI outbreaks are a superior interest for some animal and nationalist health. A activity of HPAI outbreaks crossed nan Northern Hemisphere during 2022 were associated pinch an summation successful nan number of avian influenza microorganism infections successful mammals, which subsequently accrued nan likelihood of a spillover event to humans. To trim nan chances of specified an arena occurring, it is captious for scientists to understand nan underlying factors which tin summation nan likelihood of an HPAI outbreak.
Joacim Rocklöv and colleagues trained a instrumentality learning exemplary connected nan characteristics of each HPAI outbreak reported successful Europe betwixt 2006 and 2021. The characteristics assessed were each identified arsenic imaginable outbreak predictors and included: nan seasonal somesthesia and precipitation conditions successful nan region; nan section chaotic vertebrate population; nan section farmed poultry density; and nan seasonal vegetation density and h2o level successful nan region. The authors past tested nan accuracy of their exemplary utilizing nan outbreak information for 2022 and 2023.
The authors recovered that nan coldest recorded somesthesia successful autumn had nan top effect connected nan likelihood of an outbreak occurring. However, nan existent effect varied considerably by region. In immoderate areas, warmer minimum temperatures were associated pinch a higher outbreak likelihood, while successful others, they were associated pinch a little likelihood. Cold wintertime and outpouring temperatures were besides some associated pinch an summation successful nan outbreak likelihood. However, a debased vegetation density betwixt October and December, and a lower-than-expected h2o level successful lakes and ponds betwixt January and March were some associated pinch a alteration successful nan outbreak likelihood. The authors besides noted that nan beingness of a section organization of shut up swans was associated pinch an summation successful nan likelihood of an outbreak.
The authors propose that nan results could beryllium utilized to thief tailor location HPAI surveillance programmes crossed Europe, expanding nan likelihood of identifying an outbreak successful its earliest stages.
Source:
Journal reference:
Opata, M. R., et al. (2025). Predictiveness and drivers of highly pathogenic avian influenza outbreaks successful Europe. Scientific Reports. doi.org/10.1038/s41598-025-04624-x.