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

机译:减少与大坝建设有关的细菌完整性:通过稳定性分析改进的生物完整性指数进行定量评估

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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.
机译:大坝对河流进行了广泛的调节,但是这种中断对细菌群落的影响尚未得到定量评估。为了填补这一空白,我们通过使用从三峡水库及其上游地区收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)。进行了基于细菌抵抗力(RS)和对外部干扰的适应力(RL)的稳定性分析,以提高该指标的性能。经过范围,响应性和冗余性测试后,选择了四个核心指标,即芽孢杆菌,拟杆菌和梭状芽胞杆菌与Alphaproteobacteria(BBC / A),Oxalobacteraceae,Methanotrophs和嗜热菌的比率。改进后的Ba-IBI范围在1.04至4.10之间,与未经改进的Ba-IBI相比,在区分具有或不具有直接坝效应的部位方面更好。河流地区的指数值保持很高,而水库中的指数却降低了,这表明水坝建设对细菌完整性的负面影响。根据评估结果,大坝影响的抽样地点分别为23.1%,46.2%和30.8%。随机森林(RF)回归模型经过培训和测试,可为输入Ba-IBI和环境参数提供有效的预测。敏感性分析显示流速对预测过程性能的重要贡献,表明流体动力学条件对确定细菌群落的空间变异性很重要。这项研究不仅为评估细菌对大坝的反应提供了第一个定量的见解,而且为在大坝调节和生态保护中应用改进的指标提供了指导。

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