Department of Entomology, Washington State University, Pullman, WA, USA.
Department of Entomology and Plant Pathology, North Carolina State University, Mills River, NC, USA.
Pest Manag Sci. 2022 Nov;78(11):4929-4938. doi: 10.1002/ps.7113. Epub 2022 Aug 23.
Invasive species threaten the productivity and stability of natural and managed ecosystems. Predicting the spread of invaders, which can aid in early mitigation efforts, is a major challenge, especially in the face of climate change. While ecological niche models are effective tools to assess habitat suitability for invaders, such models have rarely been created for invasive pest species with rapidly expanding ranges. Here, we leveraged a national monitoring effort from 543 sites over 3 years to assess factors mediating the occurrence and abundance of brown marmorated stink bug (BMSB, Halyomorpha halys), an invasive insect pest that has readily established throughout much of the United States.
We used maximum entropy models to estimate the suitable habitat of BMSB under several climate scenarios, and generalized boosted models to assess environmental factors that regulated BMSB abundance. Our models captured BMSB distribution and abundance with high accuracy, and predicted a 70% increase in suitable habitat under future climate scenarios. However, environmental factors that mediated the geographical distribution of BMSB were different from those driving abundance. While BMSB occurrence was most affected by winter precipitation and proximity to populated areas, BMSB abundance was influenced most strongly by evapotranspiration and solar photoperiod.
Our results suggest that linking models of establishment (occurrence) and population dynamics (abundance) offers a more effective way to forecast the spread and impact of BMSB and other invasive species than simply occurrence-based models, allowing for targeted mitigation efforts. Implications of distribution shifts under climate change are discussed. © 2022 The Authors. Pest Management Science published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry.
入侵物种威胁着自然和管理生态系统的生产力和稳定性。预测入侵者的传播,这有助于早期缓解工作,是一个主要的挑战,尤其是在面对气候变化的情况下。虽然生态位模型是评估入侵物种栖息地适宜性的有效工具,但这些模型很少为具有快速扩张范围的入侵害虫物种创建。在这里,我们利用来自 543 个地点的 3 年国家监测工作,评估了介导棕色大理石斑蝥(BMSB,Halyomorpha halys)发生和丰度的因素,BMSB 是一种入侵昆虫害虫,已在美国大部分地区迅速建立。
我们使用最大熵模型来估计 BMSB 在几种气候情景下的适宜栖息地,并使用广义增强模型来评估调节 BMSB 丰度的环境因素。我们的模型以高精度捕捉了 BMSB 的分布和丰度,并预测未来气候情景下适宜栖息地将增加 70%。然而,调节 BMSB 地理分布的环境因素与驱动丰度的因素不同。虽然 BMSB 的发生受冬季降水和与人口密集地区的距离影响最大,但 BMSB 的丰度受蒸散和太阳光照时间的影响最大。
我们的结果表明,将建立(发生)和种群动态(丰度)模型联系起来,比仅基于发生的模型更有效地预测 BMSB 和其他入侵物种的传播和影响,从而可以进行有针对性的缓解工作。讨论了气候变化下分布变化的影响。© 2022 作者。害虫管理科学由 John Wiley & Sons Ltd 代表化学工业协会出版。