建立慢性镍中毒的多元线性回归模型:碳酸氢盐与pH值作为毒性修饰因子的性能。

IF 2.8 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES
Jordana L Van Geest, Jennifer M Daley, James R Elphick, Melanie Gallant, Kevin V Brix, Nick A Manklow, Mariah C Arnold, Mark Digel, Adrian M H de Bruyn
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引用次数: 0

摘要

建立了多元线性回归模型,在相对于已发表数据集的更大范围条件下预测dubia Ceriodaphnia的慢性镍(Ni)毒性。通过在合成水和受地雷影响的现场水中进行试验,扩大了试验条件,以研究在非常高硬度(CaCO3高达1,020毫克/升)和碳酸氢盐(HCO3高达366毫克/升)条件下的镍毒性。模型确定的毒性修饰因子(TMFs)为硬度、溶解有机碳、pH或碳酸氢盐。由于高pH值和高碳酸氢盐同时出现在一些受地雷影响的水域中,并且它们作为镍的TMF的相对重要性尚不清楚,因此我们比较了模型与每个候选TMF的性能。含有碳酸氢盐的模型比含有pH值的模型表现得更好,并且在特定位点和已发表的数据集之间显示出更紧密的一致性,支持碳酸氢盐作为两个数据集的TMF。含有碳酸氢盐的模型在扩展的条件范围内表现良好,并且预计在高硬度和碳酸氢盐条件下比以前的Ni模型更坚固。TMF对其他无脊椎动物Ni毒性的影响比较表明,对某些物种(包括双曲曲菌)来说,碳酸氢盐TMF的影响比pH值更强。进一步的支持来自特定地点的测试,表明在我们数据集中的浓度下,碳酸氢盐对dubia没有毒性。这些结果表明,碳酸氢盐可能在碱性水体中对杜比亚弓形虫的慢性Ni毒性调节中起重要作用。需要做更多的工作来了解碳酸氢盐和pH TMF效应的机制,以及为什么TMF效应是物种特异性的,以减少模型数据集和跨物种应用模型中与共线性相关的不确定性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Development of a multiple linear regression model for chronic nickel toxicity to Ceriodaphnia dubia: performance of bicarbonate vs. pH as toxicity modifying factors.

Multiple linear regression models were developed to predict chronic nickel (Ni) toxicity to Ceriodaphnia dubia under an expanded range of conditions relative to published datasets. Test conditions were expanded to study Ni toxicity under very high hardness (up to 1,020 mg/L as CaCO3) and bicarbonate (up to 366 mg/L HCO3) by conducting tests in synthetic waters and mine-influenced site waters. Toxicity modifying factors (TMFs) identified by the models were hardness, dissolved organic carbon, and either pH or bicarbonate. Because high pH and high bicarbonate co-occur in some mine-influenced waters and their relative importance as TMFs for Ni is unclear, we compared the performance of models with each candidate TMF. The model with bicarbonate performed better than the model with pH and showed closer alignment between site-specific and published datasets, supporting bicarbonate as a TMF in both datasets. The model with bicarbonate performed well across the expanded range of conditions and is expected to be more robust than previous Ni models under the high hardness and bicarbonate conditions studied. Comparison of TMF effects on Ni toxicity to other invertebrates indicated stronger support for a bicarbonate TMF effect than pH for some species, including C. dubia. Further support came from site-specific testing that indicated bicarbonate is not toxic to C. dubia at the concentrations in our dataset. These findings suggest bicarbonate may play an important role in modifying chronic Ni toxicity to C. dubia in alkaline waters. More work is needed to understand the mechanism for bicarbonate and pH TMF effects and why TMF effects are species-specific to reduce uncertainties associated with collinearity in model datasets and in applying models across species.

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来源期刊
CiteScore
7.40
自引率
9.80%
发文量
265
审稿时长
3.4 months
期刊介绍: The Society of Environmental Toxicology and Chemistry (SETAC) publishes two journals: Environmental Toxicology and Chemistry (ET&C) and Integrated Environmental Assessment and Management (IEAM). Environmental Toxicology and Chemistry is dedicated to furthering scientific knowledge and disseminating information on environmental toxicology and chemistry, including the application of these sciences to risk assessment.[...] Environmental Toxicology and Chemistry is interdisciplinary in scope and integrates the fields of environmental toxicology; environmental, analytical, and molecular chemistry; ecology; physiology; biochemistry; microbiology; genetics; genomics; environmental engineering; chemical, environmental, and biological modeling; epidemiology; and earth sciences. ET&C seeks to publish papers describing original experimental or theoretical work that significantly advances understanding in the area of environmental toxicology, environmental chemistry and hazard/risk assessment. Emphasis is given to papers that enhance capabilities for the prediction, measurement, and assessment of the fate and effects of chemicals in the environment, rather than simply providing additional data. The scientific impact of papers is judged in terms of the breadth and depth of the findings and the expected influence on existing or future scientific practice. Methodological papers must make clear not only how the work differs from existing practice, but the significance of these differences to the field. Site-based research or monitoring must have regional or global implications beyond the particular site, such as evaluating processes, mechanisms, or theory under a natural environmental setting.
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