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Chen Y, Wang Y, Headley JV, Huang R. Sample preparation, analytical characterization, monitoring, risk assessment and treatment of naphthenic acids in industrial wastewater and surrounding water impacted by unconventional petroleum production. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 913:169636. [PMID: 38157903 DOI: 10.1016/j.scitotenv.2023.169636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Revised: 12/21/2023] [Accepted: 12/21/2023] [Indexed: 01/03/2024]
Abstract
Industrial extraction of unconventional petroleum results in notable volumes of oil sands process water (OSPW), containing elevated concentrations of naphthenic acids (NAs). The presence of NAs represents an intricate amalgamation of dissolved organic constituents, thereby presenting a notable hurdle for the domain of environmental analytical chemistry. There is growing concern about monitoring the potential seepage of OSPW NAs into nearby groundwater and river water. This review summarizes recent studies on sample preparation, characterization, monitoring, risk assessment, and treatment of NAs in industrial wastewater and surrounding water. Sample preparation approaches, such as liquid-liquid extraction, solid phase microextraction, and solid phase extraction, are crucial in isolating chemical standards, performing molecular level analysis, assessing aquatic toxicity, monitoring, and treating OSPW. Instrument techniques for NAs analysis were reviewed to cover different injection modes, ionization sources, and mass analyzers. Recent studies of transfer and transformation of NAs provide insights to differentiate between anthropogenic and natural bitumen-derived sources of NAs. In addition, related risk assessment and treatment studies were also present for elucidation of environmental implication and reclamation strategies. The synthesis of the current state of scientific knowledge presented in this review targets government regulators, academic researchers, and industrial scientists with interests spanning analytical chemistry, toxicology, and wastewater management.
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Affiliation(s)
- Yu Chen
- Sichuan Provincial Key Laboratory of Universities on Environmental Science and Engineering, MOE Key Laboratory of Deep Earth Science and Engineering, College of Architecture and Environment, Sichuan University, Chengdu 610065, China
| | - Yongjian Wang
- Sichuan Provincial Key Laboratory of Universities on Environmental Science and Engineering, MOE Key Laboratory of Deep Earth Science and Engineering, College of Architecture and Environment, Sichuan University, Chengdu 610065, China
| | - John V Headley
- Environment and Climate Change Canada, 11 Innovation Boulevard, Saskatoon, SK S7N 3H5, Canada
| | - Rongfu Huang
- Sichuan Provincial Key Laboratory of Universities on Environmental Science and Engineering, MOE Key Laboratory of Deep Earth Science and Engineering, College of Architecture and Environment, Sichuan University, Chengdu 610065, China.
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Incorporating Industrial and Climatic Covariates into Analyses of Fish Health Indicators Measured in a Stream in Canada’s Oil Sands Region. ENVIRONMENTS 2022. [DOI: 10.3390/environments9060073] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Industrial and other human activities in Canada’s oil sands region (OSR) influence the environment. However, these impacts can be challenging to separate from natural stresses in flowing waters by comparing upstream reference sites to downstream exposure locations. For example, health indicators of lake chub (Couesius plumbeus) compared between locations in the Ells River (Upper and Lower) in 2013 to 2015 and 2018 demonstrated statistical differences. To further examine the potential sources of variation in fish, we also analyzed data at sites over time. When fish captured in 2018 were compared to pooled reference years (2013–2015), results indicated multiple differences in fish, but most of the differences disappeared when environmental covariates were included in the Elastic Net (EN) regularized regression models. However, when industrial covariates were included separately in the EN, the large differences in 2018 also disappeared, also suggesting the potential influence of these covariables on the health of fish. Further ENs incorporating both environmental and industrial covariates along with other variables which may describe industrial and natural influences, such as spring or summer precipitation and summer wind speeds and distance-based penalty factors, also support some of the suspected and potential mechanisms of impact. Further exploratory analyses simulating changes from zero and the mean (industrial) activity levels using the regression equations respectively suggest effects exceeding established critical effect sizes (CES) for fish measurements may already be present or effects may occur with small future changes in some industrial activities. Additional simulations also suggest that changing regional hydrological and thermal regimes in the future may also cause changes in fish measurements exceeding the CESs. The results of this study suggest the wide applicability of the approach for monitoring the health of fish in the OSR and beyond. The results also suggest follow-up work required to further evaluate the veracity of the suggested relationships identified in this analysis.
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Arciszewski TJ, Hazewinkel RRO, Dubé MG. A critical review of the ecological status of lakes and rivers from Canada's oil sands region. INTEGRATED ENVIRONMENTAL ASSESSMENT AND MANAGEMENT 2022; 18:361-387. [PMID: 34546629 PMCID: PMC9298303 DOI: 10.1002/ieam.4524] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 09/19/2021] [Accepted: 09/20/2021] [Indexed: 05/05/2023]
Abstract
We synthesize the information available from the peer-reviewed literature on the ecological status of lakes and rivers in the oil sands region (OSR) of Canada. The majority of the research from the OSR has been performed in or near the minable region and examines the concentrations, flux, or enrichment of contaminants of concern (CoCs). Proximity to oil sands facilities and the beginning of commercial activities tend to be associated with greater estimates of CoCs across studies. Research suggests the higher measurements of CoCs are typically associated with wind-blown dust, but other sources also contribute. Exploratory analyses further suggest relationships with facility production and fuel use data. Exceedances of environmental quality guidelines for CoCs are also reported in lake sediments, but there are no indications of toxicity including those within the areas of the greatest atmospheric deposition. Instead, primary production has increased in most lakes over time. Spatial differences are observed in streams, but causal relationships with industrial activity are often confounded by substantial natural influences. Despite this, there may be signals associated with site preparation for new mines, potential persistent differences, and a potential effect of petroleum coke used as fuel on some indices of health in fish captured in the Steepbank River. There is also evidence of improvements in the ecological condition of some rivers. Despite the volume of material available, much of the work remains temporally, spatially, or technically isolated. Overcoming the isolation of studies would enhance the utility of information available for the region, but additional recommendations for improving monitoring can be made, such as a shift to site-specific analyses in streams and further use of industry-reported data. Integr Environ Assess Manag 2022;18:361-387. © 2021 The Authors. Integrated Environmental Assessment and Management published by Wiley Periodicals LLC on behalf of Society of Environmental Toxicology & Chemistry (SETAC).
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Affiliation(s)
- Tim J. Arciszewski
- Environmental Stewardship DivisionAlberta Environment and ParksCalgaryAlbertaCanada
| | | | - Monique G. Dubé
- Environmental Stewardship DivisionAlberta Environment and ParksCalgaryAlbertaCanada
- Present address: Cumulative Effects Environmental Inc.CalgaryAlbertaCanada
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Exploring the Influence of Industrial and Climatic Variables on Communities of Benthic Macroinvertebrates Collected in Streams and Lakes in Canada’s Oil Sands Region. ENVIRONMENTS 2021. [DOI: 10.3390/environments8110123] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Identifying and tracking the influence of industrial activities on streams and lakes is a priority for monitoring in Canada’s oil sands region (OSR). While differences in indicators are often found in waterbodies adjacent to mining facilities, the confounding influence of natural exposures to bitumen and other stressors can affect the identification of industrial effects. However, recent work suggests metrics of industrial activity at individual facilities, including production and fuel consumption, may be used in site-specific analyses to identify influence of the industry as a whole as well as individual operations. This study further examined the potential relationships between industrial and climatic variables on benthic communities from 13 streams and 4 lakes using publicly available data from the minable region and the Elastic Net (EN) variable selection technique. From the full set of possible industrial and climate variables, the EN commonly identified the negative influence of plant and fuel use of petroleum coke at the Suncor Basemine on benthic communities in streams and lakes. The fuel/plant use of petroleum coke at Suncor likely reflects the emission and regional deposition of delayed coke fly ash. Among the other industrial variables, crude bitumen production at Syncrude Mildred Lake and other facilities, steam injection rates, and petroleum coke stockpiling were also selected for some benthic invertebrate indices at some sites. Land disturbance metrics were also occasionally selected, but the analyses largely support the predominant influence of industrial facilities via (inferred) atmospheric pathways. While climate variables were also commonly selected by EN and follow-up work is needed, this study suggests that integrating industrial performance data into analyses of biota using a site-specific approach may have broad applicability in environmental monitoring in the OSR. More specifically, the approach used here may both resolve the long-standing challenge of natural confounding influences on monitoring the status of streams in the OSR and track the influence of industrial activities in biota below critical effect sizes.
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Marvin CH, Berthiaume A, Burniston DA, Chibwe L, Dove A, Evans M, Hewitt LM, Hodson PV, Muir DCG, Parrott J, Thomas PJ, Tomy GT. Polycyclic aromatic compounds in the Canadian Environment: Aquatic and terrestrial environments. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2021; 285:117442. [PMID: 34380209 DOI: 10.1016/j.envpol.2021.117442] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Revised: 05/03/2021] [Accepted: 05/20/2021] [Indexed: 06/13/2023]
Abstract
Polycyclic aromatic compounds (PACs) are ubiquitous across environmental media in Canada, including surface water, soil, sediment and snowpack. Information is presented according to pan-Canadian sources, and key geographical areas including the Great Lakes, the Alberta Oil Sands Region (AOSR) and the Canadian Arctic. Significant PAC releases result from exploitation of fossil fuels containing naturally-derived PACs, with anthropogenic sources related to production, upgrading and transport which also release alkylated PACs. Continued expansion of the oil and gas industry indicates contamination by PACs may increase. Monitoring networks should be expanded, and include petrogenic PACs in their analytical schema, particularly near fuel transportation routes. National-scale roll-ups of emission budgets may not expose important details for localized areas, and on local scales emissions can be substantial without significantly contributing to total Canadian emissions. Burning organic matter produces mainly parent or pyrogenic PACs, with forest fires and coal combustion to produce iron and steel being major sources of pyrogenic PACs in Canada. Another major source is the use of carbon electrodes at aluminum smelters in British Columbia and Quebec. Temporal trends in PAC levels across the Great Lakes basin have remained relatively consistent over the past four decades. Management actions to reduce PAC loadings have been countered by increased urbanization, vehicular emissions and areas of impervious surfaces. Major cities within the Great Lakes watershed act as diffuse sources of PACs, and result in coronas of contamination emanating from urban centres, highlighting the need for non-point source controls to reduce loadings.
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Affiliation(s)
- Christopher H Marvin
- Water Science and Technology Directorate, Environment and Climate Change Canada, Burlington, Ontario, Canada.
| | - Alicia Berthiaume
- Science and Risk Assessment Directorate, Environment and Climate Change Canada, Gatineau, Quebec, Canada
| | - Deborah A Burniston
- Water Science and Technology Directorate, Environment and Climate Change Canada, Burlington, Ontario, Canada
| | - Leah Chibwe
- Water Science and Technology Directorate, Environment and Climate Change Canada, Burlington, Ontario, Canada
| | - Alice Dove
- Water Science and Technology Directorate, Environment and Climate Change Canada, Burlington, Ontario, Canada
| | - Marlene Evans
- Water Science and Technology Directorate, Environment and Climate Change Canada, Saskatoon, Saskatchewan, Canada
| | - L Mark Hewitt
- Water Science and Technology Directorate, Environment and Climate Change Canada, Burlington, Ontario, Canada
| | - Peter V Hodson
- School of Environmental Studies, Queen's University, Kingston, Ontario, Canada
| | - Derek C G Muir
- Water Science and Technology Directorate, Environment and Climate Change Canada, Burlington, Ontario, Canada
| | - Joanne Parrott
- Water Science and Technology Directorate, Environment and Climate Change Canada, Burlington, Ontario, Canada
| | - Philippe J Thomas
- Wildlife and Landscape Research Directorate, National Wildlife Research Centre, Environment and Climate Change Canada, Ottawa, Ontario, Canada
| | - Gregg T Tomy
- Department of Chemistry, University of Manitoba, Winnipeg, Manitoba, Canada
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Ahad JME, Pakdel H, Gammon PR, Mayer B, Savard MM, Peru KM, Headley JV. Distinguishing Natural from Anthropogenic Sources of Acid Extractable Organics in Groundwater near Oil Sands Tailings Ponds. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2020; 54:2790-2799. [PMID: 31995355 DOI: 10.1021/acs.est.9b06875] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Distinguishing between naphthenic acids (NAs) associated with oil sands process-affected water (OSPW) and those found naturally in groundwaters in contact with the bituminous McMurray Formation poses a considerable analytical challenge to environmental research in Canada's oil sands region. Previous work addressing this problem combined high-resolution Orbitrap mass spectrometry with carbon isotope values generated by online pyrolysis (δ13Cpyr) to characterize and quantify the acid extractable organics (AEOs) fraction containing NAs in the subsurface near an oil sands tailings pond. Here, we build upon this work through further development and application of these techniques at two different study sites near two different tailings ponds, in conjunction with the use of an additional isotopic tool-sulfur isotope analysis (δ34S) of AEOs. The combined use of both δ13Cpyr and δ34S allowed for discrimination of AEOs into the three end-members relevant to ascertaining the NA environmental footprint within the region: (1) OSPW; (2) McMurray Formation groundwater (i.e., naturally occurring bitumen), and; (3) naturally occurring non-bitumen. A Bayesian isotopic mixing model was used to determine the relative proportions of these three sources in groundwater at both study sites. Although background levels of OSPW-derived AEOs were generally low, one sample containing 49-99% (95% credibility interval) OSPW-derived AEOs was detected within an inferred preferential flow-path, highlighting the potential for this technique to track tailings pond seepage.
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Affiliation(s)
- Jason M E Ahad
- Geological Survey of Canada, Natural Resources Canada, Québec City, Québec G1K 9A9, Canada
| | - Hooshang Pakdel
- INRS Eau Terre Environnement, Québec City, Québec G1K 9A9, Canada
| | - Paul R Gammon
- Geological Survey of Canada, Natural Resources Canada, Ottawa, Ontario K1A 0E8, Canada
| | - Bernhard Mayer
- Department of Geoscience, University of Calgary, Calgary, Alberta T2N 1N4, Canada
| | - Martine M Savard
- Geological Survey of Canada, Natural Resources Canada, Québec City, Québec G1K 9A9, Canada
| | - Kerry M Peru
- Water Science and Technology Directorate, Environment and Climate Change Canada, Saskatoon, Saskatchewan S7N 3H5, Canada
| | - John V Headley
- Water Science and Technology Directorate, Environment and Climate Change Canada, Saskatoon, Saskatchewan S7N 3H5, Canada
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Birks SJ, Cho S, Taylor E, Yi Y, Gibson JJ. Characterizing the PAHs in surface waters and snow in the Athabasca region: Implications for identifying hydrological pathways of atmospheric deposition. THE SCIENCE OF THE TOTAL ENVIRONMENT 2017. [PMID: 28646776 DOI: 10.1016/j.scitotenv.2017.06.051] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
The composition of polycyclic aromatic hydrocarbons present in snow and surface waters in the Athabasca Oil Sands Region (AOSR) was characterized in order to identify major contributors to the organics detected in rivers and lakes in the region. PAH concentrations, measured by three monitoring programs in 2011, were used to compare the PAH compositions of snow and surface waters across the AOSR. The 2011 dataset includes total (dissolved+particulate) concentrations of thirty-four parent and alkylated PAH compounds in 105 snow, 272 river, and 3 lake samples. The concentration of PAHs in rivers varies seasonally, with the highest values observed in July. The timing of increases in PAH concentrations in rivers coincides with the high river discharge during the spring freshet, indicating that this major hydrological event may play an important role in delivering PAHs to rivers. However, the composition of PAHs present in rivers during this period differs from the composition of PAHs present in snow, suggesting that direct runoff and release of PAHs accumulated on snow may not be the major source of PAHs to the Athabasca River and its tributaries. Instead, snowmelt may contribute indirectly to increases in PAHs due to hydrological processes such as erosion of stream channels, remobilization of PAH-containing sediments, increased catchment runoff, and snowmelt-induced groundwater inputs during this dynamic hydrologic period. Better understanding of transformations of PAH profiles during transport along surface and subsurface flow paths in wetland-dominated boreal catchments would improve identification of potential sources and pathways in the region. The compositional differences highlight the challenges in identifying the origins of PAHs in a region with multiple potential natural and anthropogenic sources particularly when the potential transport pathways include air, soil and water.
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Affiliation(s)
- S J Birks
- InnoTech Alberta, Calgary, Alberta T2L 2A6, Canada; Department of Geography, University of Victoria, Victoria, British Columbia V8W 3R4, Canada.
| | - S Cho
- Government of Alberta, Alberta Environment and Parks, Edmonton, Alberta T5J 1G4, Canada
| | - E Taylor
- InnoTech Alberta, Calgary, Alberta T2L 2A6, Canada
| | - Y Yi
- InnoTech Alberta, Victoria, British Columbia V8Z 7X8, Canada; Department of Geography, University of Victoria, Victoria, British Columbia V8W 3R4, Canada
| | - J J Gibson
- InnoTech Alberta, Victoria, British Columbia V8Z 7X8, Canada; Department of Geography, University of Victoria, Victoria, British Columbia V8W 3R4, Canada
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Sun C, Shotyk W, Cuss CW, Donner MW, Fennell J, Javed M, Noernberg T, Poesch M, Pelletier R, Sinnatamby N, Siddique T, Martin JW. Characterization of Naphthenic Acids and Other Dissolved Organics in Natural Water from the Athabasca Oil Sands Region, Canada. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2017; 51:9524-9532. [PMID: 28726392 DOI: 10.1021/acs.est.7b02082] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
With growth of the Canadian oil sands industry, concerns have been raised about possible seepage of toxic oil sands process-affected water (OSPW) into the Athabasca River (AR). A sampling campaign in fall 2015 was undertaken to monitor for anthropogenic seepage while also considering natural sources. Naphthenic acids (NAs) and thousands of bitumen-derived organics were characterized in surface water, groundwater, and OSPW using a highly sensitive online solid phase extraction-HPLC-Orbitrap method. Elevated NA concentrations and bitumen-derived organics were detected in McLean Creek (30.1 μg/L) and Beaver Creek (190 μg/L), two tributaries that are physically impacted by tailings structures. This was suggestive of OSPW seepage, but conclusive differentiation of anthropogenic and natural sources remained difficult. High NA concentrations and bitumen-derived organics were also observed in natural water located far north of the industry, including exceedingly high concentrations in AR groundwater (A5w-GW, 2000 μg/L) and elevated concentration in a tributary river (Pierre River, 34.7 μg/L). Despite these evidence for both natural and anthropogenic seepage, no evidence of any bitumen-derived organics was detected at any location in AR mainstem surface water. The chemical significance of any bitumen-derived seepage to the AR was therefore minimal, and focused monitoring in tributaries will be valuable in the future.
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Affiliation(s)
- Chenxing Sun
- Department of Laboratory Medicine and Pathology, University of Alberta , Edmonton, Alberta Canada , T6G 2G3
| | - William Shotyk
- Department of Renewable Resources, University of Alberta , Edmonton, Alberta Canada , T6G 2H1
| | - Chad W Cuss
- Department of Renewable Resources, University of Alberta , Edmonton, Alberta Canada , T6G 2H1
| | - Mark W Donner
- Department of Renewable Resources, University of Alberta , Edmonton, Alberta Canada , T6G 2H1
| | - Jon Fennell
- Integrated Sustainability Consultants Ltd. , Calgary, AB Canada T2P 2Y5
| | - Muhammad Javed
- Department of Renewable Resources, University of Alberta , Edmonton, Alberta Canada , T6G 2H1
| | - Tommy Noernberg
- Department of Renewable Resources, University of Alberta , Edmonton, Alberta Canada , T6G 2H1
| | - Mark Poesch
- Department of Renewable Resources, University of Alberta , Edmonton, Alberta Canada , T6G 2H1
| | - Rick Pelletier
- Department of Renewable Resources, University of Alberta , Edmonton, Alberta Canada , T6G 2H1
| | - Nilo Sinnatamby
- Department of Renewable Resources, University of Alberta , Edmonton, Alberta Canada , T6G 2H1
| | - Tariq Siddique
- Department of Renewable Resources, University of Alberta , Edmonton, Alberta Canada , T6G 2H1
| | - Jonathan W Martin
- Department of Laboratory Medicine and Pathology, University of Alberta , Edmonton, Alberta Canada , T6G 2G3
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Sun Y, Lu S, Zhao X, Ding A, Wang L. Long-Term Oil Pollution and In Situ Microbial Response of Groundwater in Northwest China. ARCHIVES OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY 2017; 72:519-529. [PMID: 28466253 DOI: 10.1007/s00244-017-0405-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2017] [Accepted: 04/12/2017] [Indexed: 06/07/2023]
Abstract
Potential threats exist where groundwater is polluted by high concentrations of oil compounds (980.20 mg L-1 the highest TPHs). An abandoned petrochemical plant in Lanzhou City, where long-term petrochemical products leakage contaminated the groundwater, was used as a field site in this study. To determine the extent of pollution and find an effective solution, chemical techniques combined with molecular biological techniques were used to survey the migration and decomposition of pollutants. Moreover, Illumina Sequencing was employed to reveal the microbial changes of different sites. Light-chain alkanes (mostly C6-C9), most benzene compounds, and some polycyclic aromatic hydrocarbons (naphthalene, 2-methylnaphthalene) mainly polluted the source. C29 to C36 and chlorobenzenes (hexachlorocyclohexane) polluted the secondary polluted sites. Moreover, chloralkane (trichloroethane and dichloroethane), benzene derivatives (trimethylbenzene and butylbenzene), and PAHs (fluorene and phenanthrene) were present in the other longtime-contaminated water. The bacterial genera are closely related with the chemical matters, and different groups of microorganisms gather in the sample sites that are polluted with different kinds of oil. The biodiversity and abundance of observed species change with pollution conditions. The dominant phyla (81%) of the bacterial community structure are Proteobacteria (62.2% of the total microbes), Bacteroidetes (8.85%), Actinobacteria (6.70%), and Choloroflexi (3.03%). Pseudomonadaceae is significant in the oil-polluted source and Comamonadaceae is significant in the secondary polluted (migrated oil) sample; these two genera are natural decomposers of refractory matters. Amycolatopsis, Rhodocyclaceae, Sulfurimonas, and Sulfuricurvum are the dominant genera in the long-migrated oil-polluted samples. Bioavailability of the oil-contaminated place differs with levels of pollution and cleaning the worse-polluted sites by microbes is more difficult.
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Affiliation(s)
- Yujiao Sun
- College of Water Sciences, Beijing Normal University, No 19 Xinwai Street, Beijing, 100875, China.
| | - Sidan Lu
- College of Water Sciences, Beijing Normal University, No 19 Xinwai Street, Beijing, 100875, China
| | - Xiaohui Zhao
- College of Water Sciences, Beijing Normal University, No 19 Xinwai Street, Beijing, 100875, China
| | - Aizhong Ding
- College of Water Sciences, Beijing Normal University, No 19 Xinwai Street, Beijing, 100875, China
| | - Lei Wang
- College of Water Sciences, Beijing Normal University, No 19 Xinwai Street, Beijing, 100875, China
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