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与水坝建设相关的细菌完整性降低:使用稳定性分析改进的生物完整性指数进行的定量评估。

Reduction of bacterial integrity associated with dam construction: A quantitative assessment using an index of biotic integrity improved by stability analysis.

机构信息

Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China.

Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, Ministry of Education, College of Environment, Hohai University, Xikang Road #1, Nanjing 210098, PR China.

出版信息

J Environ Manage. 2019 Jan 15;230:75-83. doi: 10.1016/j.jenvman.2018.09.071. Epub 2018 Sep 28.

Abstract

Rivers are extensively regulated by damming, yet the effects of such interruption on bacterial communities have not been assessed quantitatively. To fill this gap, we proposed a bacteria-based index of biotic integrity (Ba-IBI) by using bacterial community dataset collected from the Three Gorges Reservoir and its upper reaches. Stability analysis based on bacterial resistance (RS) and resilience (RL) to external disturbance was conducted to improve the performance of the index. Four core metrics, i.e. the ratio of Bacilli, Bacteroidetes and Clostridia to Alphaproteobacteria (BBC/A), Oxalobacteraceae, Methanotrophs and Thermophiles were selected after range, responsive and redundancy tests. The improved Ba-IBI, ranging from 1.04 to 4.10, was better at distinguishing sites with or without direct dam effects compared with the unimproved one. The index values maintained high in the riverine sites while reducing in the reservoir, demonstrating the negative influence of dam construction on bacterial integrity. Based on the assessment results, 23.1%, 46.2% and 30.8% sampling sites were large, moderately and little affected by damming, respectively. A Random Forest (RF) regression model was trained and tested, offering a valid prediction of the input Ba-IBI and environmental parameters. Sensitivity analysis revealed the significant contributions of flow velocity towards the predicting process performance, indicating the importance of hydrodynamic conditions on determining the spatial variability of bacterial communities. This study provides not only a first quantitative insight for assessing bacterial response to damming, but also a guideline for applying the improved index in the dam regulation and ecological protection.

摘要

河流广泛受到筑坝的影响,但这种干扰对细菌群落的影响尚未得到定量评估。为了填补这一空白,我们利用从三峡水库及其上游采集的细菌群落数据集,提出了一种基于细菌的生物完整性指数(Ba-IBI)。通过对细菌对外界干扰的抗性(RS)和恢复力(RL)进行稳定性分析,对该指数进行了改进。经过范围、响应和冗余测试后,选择了四个核心指标,即芽孢杆菌、拟杆菌和梭菌与α变形菌的比值(BBC/A)、氧化杆菌科、甲烷营养菌和嗜热菌。改进后的 Ba-IBI 范围为 1.04 至 4.10,与未经改进的指数相比,更能区分有直接大坝影响和无直接大坝影响的地点。该指数在河流水域保持较高水平,而在水库中则降低,表明大坝建设对细菌完整性有负面影响。根据评估结果,分别有 23.1%、46.2%和 30.8%的采样点受到大坝的严重、中度和轻度影响。随机森林(RF)回归模型被训练和测试,提供了对输入 Ba-IBI 和环境参数的有效预测。敏感性分析显示流速对预测过程性能有显著贡献,表明水动力条件对确定细菌群落空间变异性的重要性。本研究不仅为评估细菌对筑坝的响应提供了第一个定量见解,而且为在大坝调节和生态保护中应用改进后的指数提供了指导。

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