National Ocean Service, National Oceanic and Atmospheric Administration, National Centers for Coastal Ocean Science, 1305 East West Highway, Silver Spring, N/SCI1MD, 20910, USA.
Consolidated Safety Services, 10301 Democracy Lane, Suite 300, Fairfax, VA, 22030, USA.
Environ Monit Assess. 2021 Nov 20;193(12):833. doi: 10.1007/s10661-021-09401-7.
The National Oceanic and Atmospheric Administration (NOAA), National Centers for Coastal Ocean Science (NCCOS) Mussel Watch Program (MWP), conducts basin-wide monitoring and place-based assessments using dreissenid mussels as bioindicators of chemical contamination in the Laurentian Great Lakes. Polycyclic aromatic hydrocarbons (PAHs) body burden results for the period 2009-2018 were combined into one dataset from multiple MWP studies allowing for a robust characterization of PAH contamination. Patterns in PAH data were identified using descriptive statistics and machine learning techniques. Relationships between total PAH concentration in dreissenid mussel tissue, impervious surface percentages, and PAH relative concentration were identified and used to build a predictive model for the Great Lakes Basin. Significant positive correlation was identified by the Spearman's rank correlation test between total PAH concentration and percent impervious surface. The findings support the paradigm that PAHs are primarily derived from land-based sources. Offshore and riverine locations had the lowest and highest median total PAH concentrations, respectively. PAH assemblages and ratios indicated that pyrogenic sources were more predominant than petrogenic sources and that PAHs at offshore sites exhibited relatively more weathering compared to inshore sites.
美国国家海洋和大气管理局(NOAA)、国家沿海海洋科学中心(NCCOS)贻贝观察计划(MWP)使用双壳贻贝作为 Laurentian 大湖化学污染的生物指标,进行全流域监测和基于地点的评估。2009-2018 年多份 MWP 研究的数据被合并到一个数据集,以对 PAH 污染进行稳健的描述。使用描述性统计和机器学习技术来识别 PAH 数据中的模式。确定了贻贝组织中总多环芳烃浓度、不透水表面百分比和 PAH 相对浓度之间的关系,并用于构建大湖流域的预测模型。Spearman 秩相关检验确定了总多环芳烃浓度与不透水表面百分比之间存在显著正相关。研究结果支持 PAHs 主要来自陆源的观点。近海和河流位置的总多环芳烃浓度中位数分别最低和最高。PAH 组合和比值表明,热成因来源比石油成因来源更为普遍,并且近海地点的 PAHs 与近岸地点相比,风化程度相对较高。