Herlihy Alan T, Sifneos Jean C, Hughes Robert M, Peck David V, Mitchell Richard M
Department of Fisheries and Wildlife, Oregon State University, Corvallis, Oregon 97331, USA.
Department of Statistics, Oregon State University, Corvallis, Oregon 97331, USA.
Ecol Indic. 2020 May 1;112. doi: 10.1016/j.ecolind.2019.105958.
National and regional ecological assessments are essential for making rational decisions concerning water body conservation and management at those spatial extents. We analyzed data from 4597 samples collected from 3420 different sites across the conterminous USA during the U.S. Environmental Protection Agency's 2008-2009 and 2013-2014 National Rivers and Streams Assessment. We evaluated the relationship between both fish and macroinvertebrate multimetric index (MMI) condition scores and 38 environmental factors to assess the relative importance of natural versus anthropogenic predictors, contrast site-scale versus watershed-scale predictors, and examine ecoregional and assemblage differences. We found that most of the environmental factors we examined were related to either fish and/or macroinvertebrate MMI scores in some fashion and that the factors involved, and strength of the relationship, varied by ecoregion and between assemblages. Factors more associated with natural conditions were usually less important in explaining MMI scores than factors more directly associated with anthropogenic disturbances. Local site-scale factors explained more variation than watershed-scale factors. Random forest and multiple regression models performed similarly, and the fish MMI-environment relationships were stronger than macroinvertebrate MMI-environment relationships. Among ecoregions, the strongest environmental relationships were observed in the Northern Appalachians and the weakest in the Southern Plains. The fish and macroinvertebrate MMIs were only weakly correlated with each other, and they generally responded more strongly to different groups of variables. These results support the use of multiple assemblages and the sampling of multiple environmental indicators in ecological assessments across large spatial extents.
国家和区域生态评估对于在这些空间尺度上做出有关水体保护和管理的合理决策至关重要。我们分析了在美国环境保护局2008 - 2009年和2013 - 2014年全国河流和溪流评估期间,从美国本土3420个不同地点采集的4597个样本的数据。我们评估了鱼类和大型无脊椎动物多指标指数(MMI)状况得分与38个环境因素之间的关系,以评估自然预测因子与人为预测因子的相对重要性,对比站点尺度与流域尺度的预测因子,并研究生态区域和生物群落的差异。我们发现,我们所研究的大多数环境因素在某种程度上与鱼类和/或大型无脊椎动物的MMI得分相关,并且所涉及的因素以及关系的强度因生态区域和生物群落而异。与自然条件更相关的因素在解释MMI得分方面通常不如与人为干扰更直接相关的因素重要。局部站点尺度的因素比流域尺度的因素解释了更多的变异。随机森林模型和多元回归模型的表现相似,并且鱼类MMI与环境的关系比大型无脊椎动物MMI与环境的关系更强。在各生态区域中,北阿巴拉契亚地区的环境关系最强,而南部平原地区最弱。鱼类和大型无脊椎动物的MMI彼此之间仅存在微弱的相关性,并且它们通常对不同组的变量反应更强。这些结果支持在大空间尺度的生态评估中使用多个生物群落以及对多个环境指标进行采样。