Idaho Water Resources Research Institute, University of Idaho, Moscow, ID, USA.
Department of Soil and Water Systems, University of Idaho, Moscow, ID, USA.
Water Res. 2021 Apr 15;194:116921. doi: 10.1016/j.watres.2021.116921. Epub 2021 Feb 11.
The United States National Forests are mixed-use lands that support human recreation and cattle grazing. Overuse by humans or cattle, however, can lead to the fecal contamination of local waterways. Until recently, the source of these contaminants was a subject of conjecture; however, microbial source tracking tools have become widely used and are proving to be a valid methodology to identify the contamination source. This study aims to analyze and model the quantity and sources of fecal contamination in the Mink Creek watershed in southeastern Idaho. The U.S. Forest Service Caribou-Targhee National Forest (USFS) manages this watershed. Previous research has indicated that some localities within the watershed exceed US EPA standards for coliform bacteria. In 2019, water samples were collected before livestock began grazing and throughout the spring, summer, and fall after livestock grazing had ended. Fourteen sites were sampled seven times during the field season, allowing the water to be analyzed for total coliforms and E. coli bacteria. Microbial source tracking techniques using Bacteroides bacteria, which are known to live in specific digestive tracks, were used to identify the source of E. coli at each sampling location. The analysis indicated that E. coli counts exceeded state regulatory limits 35% of the time. These exceedances were associated with DNA source tracking markers for humans (58.8%), cattle (5.9%), or both cattle and humans (5.9%). Unknown sources were responsible for the Bacteroides bacteria 29.4% of the time. A statistical model was developed to estimate E. coli using the datasets of microbial source tracking measures, the presence or absence of humans, cattle, the proximity of the sampling date to a holiday, and other seasonal factors. The resulting model showed good performance indices at all the 14 sites based on a K-fold cross-validation scheme (R = 0.83 and NSE = 0.69). The results demonstrated that E. coli exceedances have a close association with human recreation and unknown sources and negatively influenced by dissolved oxygen.
美国国家森林是多用途土地,支持人类娱乐和牛放牧。然而,人类或牛过度使用会导致当地水道粪便污染。直到最近,这些污染物的来源仍是一个推测的话题;然而,微生物源追踪工具已经得到广泛应用,并被证明是一种有效的方法来确定污染来源。本研究旨在分析和模拟爱达荷州东南部 Mink Creek 流域的粪便污染数量和来源。美国林务局卡博特-塔格hee 国家森林(USFS)管理着这个流域。先前的研究表明,流域内的一些地方超过了美国环保署对大肠菌群的标准。2019 年,在牲畜开始放牧之前和牲畜放牧结束后的整个春季、夏季和秋季采集水样。在野外季节期间,14 个地点进行了 7 次采样,允许对总大肠菌群和大肠杆菌进行分析。使用已知存在于特定消化道中的拟杆菌的微生物源追踪技术,以确定每个采样地点大肠杆菌的来源。分析表明,大肠杆菌的数量有 35%的时间超过了州监管限制。这些超标与人类(58.8%)、牛(5.9%)或牛和人类(5.9%)的 DNA 源追踪标记有关。未知来源占 Bacteroides 细菌的 29.4%。建立了一个统计模型,使用微生物源追踪措施、人类、牛的存在或缺失、采样日期与节假日的接近程度以及其他季节性因素的数据集来估计大肠杆菌。根据 K 折交叉验证方案(R=0.83,NSE=0.69),该模型在所有 14 个地点的表现指标都很好。结果表明,大肠杆菌超标与人类娱乐和未知来源密切相关,受溶解氧的负面影响。