Department of Ecology and Environmental Science, Umeå University, Umeå, Sweden.
Department of Physical and Environmental Sciences, University of Toronto, Toronto, Ontario, Canada.
Glob Chang Biol. 2024 Mar;30(3):e17220. doi: 10.1111/gcb.17220.
Zooplankton community composition of northern lakes is changing due to the interactive effects of climate change and recovery from acidification, yet limited data are available to assess these changes combined. Here, we built a database using archives of temperature, water chemistry and zooplankton data from 60 Scandinavian lakes that represent broad spatial and temporal gradients in key parameters: temperature, calcium (Ca), total phosphorus (TP), total organic carbon (TOC), and pH. Using machine learning techniques, we found that Ca was the most important determinant of the relative abundance of all zooplankton groups studied, while pH was second, and TOC third in importance. Further, we found that Ca is declining in almost all lakes, and we detected a critical Ca threshold in lake water of 1.3 mg L , below which the relative abundance of zooplankton shifts toward dominance of Holopedium gibberum and small cladocerans at the expense of Daphnia and copepods. Our findings suggest that low Ca concentrations may shape zooplankton communities, and that current trajectories of Ca decline could promote widespread changes in pelagic food webs as zooplankton are important trophic links from phytoplankton to fish and different zooplankton species play different roles in this context.
由于气候变化和酸化恢复的交互影响,北方湖泊的浮游动物群落组成正在发生变化,但评估这些变化的综合数据有限。在这里,我们使用了来自 60 个斯堪的纳维亚湖泊的温度、水化学和浮游动物数据档案构建了一个数据库,这些湖泊代表了关键参数的广泛的时空梯度:温度、钙 (Ca)、总磷 (TP)、总有机碳 (TOC) 和 pH。使用机器学习技术,我们发现 Ca 是所有研究的浮游动物群体相对丰度的最重要决定因素,其次是 pH,而 TOC 则是第三重要的因素。此外,我们发现 Ca 在几乎所有湖泊中都在减少,并且我们在 1.3mg/L 的湖水中检测到 Ca 的临界阈值,在此之下,浮游动物的相对丰度会朝着 Holopedium gibberum 和小型桡足类的优势转变,而以 Daphnia 和桡足类为代价。我们的研究结果表明,低 Ca 浓度可能会塑造浮游动物群落,而目前 Ca 下降的轨迹可能会促进浮游生物网的广泛变化,因为浮游动物是从浮游植物到鱼类的重要营养联系,不同的浮游动物物种在这种情况下发挥着不同的作用。