Department of Epidemiology, Tulane School of Public Health and Tropical Medicine, New Orleans, Louisiana, USA.
BMC Vet Res. 2011 Aug 11;7:43. doi: 10.1186/1746-6148-7-43.
The emergence of West Nile virus (WNV) in North America has been associated with high mortality in the native avifauna and has raised concerns about the long-term impact of WNV on bird populations. Here, we present results from a longitudinal analysis of annual counts of six bird species, using North American Breeding Bird Survey data from ten states (1994 to 2010). We fit overdispersed Poisson models to annual counts. Counts from successive years were linked by an autoregressive process that depended on WNV transmission intensity (annual West Nile neuroinvasive disease reports) and was adjusted by El Niño Southern Oscillation events. These models were fit using a Markov chain Monte Carlo algorithm.
Model fit was mostly excellent, especially for American Crows, for which our models explained between 26% and 81% of the observed variance. The impact of WNV on bird populations was quantitatively evaluated by contrasting hypothetical count trajectories (omission of WNV) with observed counts. Populations of American crows were most consistently affected with a substantial cumulative impact in six of ten states. The largest negative impact, almost 60%, was found in Illinois. A regionally substantial decline was also seen for American Robins and House Sparrows, while the other species appeared unaffected.
Our results confirm findings from previous studies that single out American Crows as the species most vulnerable to WNV infection. We discuss strengths and limitations of this and other methods for quantifying the impact of WNV on bird populations.
西尼罗河病毒(WNV)在北美的出现与本地鸟类群的高死亡率有关,并引起了对 WNV 对鸟类种群的长期影响的关注。在这里,我们根据十个州的北美繁殖鸟类调查数据(1994 年至 2010 年),呈现了对六种鸟类物种的年度计数进行的纵向分析结果。我们使用过度分散泊松模型拟合年度计数。通过依赖于 WNV 传播强度(年度西尼罗河神经侵袭性疾病报告)的自回归过程将连续几年的计数联系起来,并且通过厄尔尼诺南方涛动事件进行了调整。这些模型使用马尔可夫链蒙特卡罗算法进行拟合。
模型拟合大多非常出色,尤其是对于美洲乌鸦,我们的模型解释了其观察到的方差的 26%至 81%。通过对比假设的计数轨迹(省略 WNV)与观察到的计数,定量评估了 WNV 对鸟类种群的影响。美洲乌鸦的种群受到的影响最为一致,在十个州中的六个州中具有实质性的累积影响。在伊利诺伊州发现的影响最大,接近 60%。还观察到美洲知更鸟和家麻雀的区域性显著下降,而其他物种似乎没有受到影响。
我们的结果证实了先前研究的发现,即美洲乌鸦是最容易受到 WNV 感染的物种。我们讨论了这种方法以及其他量化 WNV 对鸟类种群影响的方法的优缺点。