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Advanced multivariate analysis to assess remediation of hydrocarbons in soils

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Abstract

Accurate monitoring of degradation levels in soils is essential in order to understand and achieve complete degradation of petroleum hydrocarbons in contaminated soils. We aimed to develop the use of multivariate methods for the monitoring of biodegradation of diesel in soils and to determine if diesel contaminated soils could be remediated to a chemical composition similar to that of an uncontaminated soil. An incubation experiment was set up with three contrasting soil types. Each soil was exposed to diesel at varying stages of degradation and then analysed for key hydrocarbons throughout 161 days of incubation. Hydrocarbon distributions were analysed by Principal Coordinate Analysis and similar samples grouped by cluster analysis. Variation and differences between samples were determined using permutational multivariate analysis of variance. It was found that all soils followed trajectories approaching the chemical composition of the unpolluted soil. Some contaminated soils were no longer significantly different to that of uncontaminated soil after 161 days of incubation. The use of cluster analysis allows the assignment of a percentage chemical similarity of a diesel contaminated soil to an uncontaminated soil sample. This will aid in the monitoring of hydrocarbon contaminated sites and the establishment of potential endpoints for successful remediation.

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Abbreviations

HC:

Hydrocarbons

PAH:

Polycyclic aromatic HC

GCMS:

Gas Chromatography Mass Analysis

UCM:

Unresolved complex mixture

PCA:

Principal Components Analysis, MDS, non-metric Multi Dimensional Scaled plots

EPA:

Environmental Protection Agency

ASE:

Accelerated Solvent Extraction

PCO:

Principal Coordinate Analysis

PERMANOVA:

Permutational multivariate analysis of variance

MGA:

Map Grid of Australia

ASE:

Accelerated Solvent Extractor

SAA:

Saturate and Aromatic

EMS:

Estimates of components of variation

References

  • Anderson MJ (2001) A new method for non-parametric multivariate analysis of variance. Austral Ecol 26(1):32–46. doi:10.1111/j.1442-9993.2001.01070

    Google Scholar 

  • Anderson MJ (2003) PCO: a FORTRAN computer program for principal coordinate analysis. University of Auckland, New Zealand, Department of Statistics

    Google Scholar 

  • Anderson MJ, Gorley RN, Clarke KR (2008) PERMANOVA for PRIMER: Guide to Software and Statistical Methods. PRIMER-E, Plymouth

    Google Scholar 

  • Atlas RM, Bartha R (1998) Microbial ecology: Fundamentals and applications, 4th edn. Benjamin/Cummings Science Publishing, California

    Google Scholar 

  • Bastow TP, van Aarssen BGK, Lang D (2007) Rapid small-scale separation of saturate, aromatic and polar components in petroleum. Org Geochem 38(8):1235–1250. doi:10.1016/j.orggeochem.2007.03.004

    Article  CAS  Google Scholar 

  • Bennett B, Larter SR (2008) Biodegradation scales: Applications and limitations. Org Geochem 39(8):1222–1228. doi:10.1016/j.orggeochem.2008.02.023

    Article  CAS  Google Scholar 

  • Bray JR, Curtis JT (1957) An ordination of the upland forest communities of Southern Wisconsin. Ecol Monogr 27(4):326–349. doi:10.2307/1942268

    Article  Google Scholar 

  • Christensen JH, Hansen AB, Tomasi G, Mortensen J, Andersen O (2004) Integrated methodology for forensic Oil spill identification. Environ Sci Technol 38(10):2912–2918. doi:10.1021/es035261y

    Article  CAS  Google Scholar 

  • Christensen JH, Tomasi G (2007) A multivariate approach to oil hydrocarbon fingerprinting and spill source identification. Oil Spill Environmental Forensics. Academic Press, Burlington, In, pp 293–325

    Google Scholar 

  • Christophersen M, Broholm MM, Mosbæk H, Karapanagioti HK, Burganos VN, Kjeldsen P (2005) Transport of hydrocarbons from an emplaced fuel source experiment in the vadose zone at Airbase Værløse, Denmark. J Contam Hydrol 81(1–4):1–33

    Article  CAS  Google Scholar 

  • Cole GM (1994) Assessment and remediation of petroleum contaminated sites, 1st edn. Lewis Publishers, Boca Raton, Florida

    Google Scholar 

  • Fisher SJ (2002) The use of advanced analytical techniques for studying the biodegradation of aromatic hydrocarbons. Ph.D. Curtin University, Perth

    Google Scholar 

  • Fletcher DJ, Underwood AJ (2002) How to cope with negative estimates of components of variance in ecological field studies. J Exp Mar Biol Ecol 273(1):89–95. doi:10.1016/s0022-0981(02)00142-9

    Article  Google Scholar 

  • Greenwood PF, Wibrow S, George SJ, Tibbett M (2008) Sequential hydrocarbon biodegradation in a soil from arid coastal Australia, treated with oil under laboratory controlled conditions. Org Geochem 39(9):1336–1346

    Article  CAS  Google Scholar 

  • Greenwood PF, Wibrow S, George SJ, Tibbett M (2009) Hydrocarbon biodegradation and soil microbial community response to repeated oil exposure. Org Geochem 40(3):293–300. doi:10.1016/j.orggeochem.2008.12.009

    Article  CAS  Google Scholar 

  • Hallmann C, Schwark L, Grice K (2008) Community dynamics of anaerobic bacteria in deep petroleum reservoirs. Nat Geosci 1(9):588–591

    Article  CAS  Google Scholar 

  • Horizon Power Pty Ltd (2009) Exmouth Power Station Annual Groundwater Monitoring Report.

  • Jiang C, Li M (2002) Bakken/Madison petroleum systems in the Canadian Williston Basin. Part 4: Diphenylmethanes and benzylcyclohexanes as indicators for oils derived from the Madison petroleum system. Org Geochem 33(7):855–860. doi:10.1016/s0146-6380(02)00047-5

    Article  CAS  Google Scholar 

  • Jones DM, Head IM, Gray ND, Adams JJ, Rowan AK, Aitken CM, Bennett B, Huang H, Brown A, Bowler BFJ, Oldenburg T, Erdmann M, Larter SR (2008a) Crude-oil biodegradation via methanogenesis in subsurface petroleum reservoirs. Nature 451(7175):176–180. doi:10.1038/nature06484

    Article  CAS  Google Scholar 

  • Jones MD, Singleton DR, Carstensen DP, Powell SN, Swanson JS, Pfaender FK, Aitken MD (2008b) Effect of incubation conditions on the enrichment of pyrene-degrading bacteria identified by stable-isotope probing in an aged, PAH-contaminated soil. Microb Ecol 56(2):341–349. doi:10.1007/s00248-007-9352-9

    Article  CAS  Google Scholar 

  • Leblond JD, Schultz TW, Sayler GS (2001) Observations on the preferential biodegradation of selected components of polyaromatic hydrocarbon mixtures. Chemosphere 42(4):333–343

    Article  CAS  Google Scholar 

  • Lin D, George SJ, Tibbett M (2010) Optimisation of petroleum hydrocarbon biodegradation in soils from three Horizon Power sites: Effects of moisture and nutrient amendment. Horizon Power Pty Ltd, Perth

    Google Scholar 

  • Moldowan JM, McCaffrey MA (1995) A novel microbial hydrocarbon degradation pathway revealed by hopane demethylation in a petroleum reservoir. Geochim Cosmochim Acta 59(9):1891–1894

    Article  CAS  Google Scholar 

  • Mukherjee A, Bordoloi N (2011) Bioremediation and reclamation of soil contaminated with petroleum oil hydrocarbons by exogenously seeded bacterial consortium: a pilot-scale study. Environ Sci Pollut Res 18(3):471–478. doi:10.1007/s11356-010-0391-2

    Article  CAS  Google Scholar 

  • Olah GA, Molnar A (1995) Hydrocarbon Chemistry. Wiley-Interscience, New York

    Google Scholar 

  • Peters KE, Moldowan JM (1993) The biomarker guide: Interpretingmolecular fossil in petroleum and ancient sediments. Prentice Hall, London

    Google Scholar 

  • Peters KE, Walters CC, Moldowan JM (2005) The Biomarker Guide, vol 2, 2nd edn. Cambridge University Press, United Kingdom

    Google Scholar 

  • Richter BE (2012) Accelerated Solvent Extraction of Hydrocarbon Contaminants (BTEX, Diesel, and TPH) in Soils, Application Note 324. Thermo Fisher Scientific, Salt Lake City, UT, USA

    Google Scholar 

  • Stout SA, Uhler AD, McCarthy KJ (2001) A strategy and methodology for defensibly correlating spilled oil to source candidates. Environ Forensics 2(1):87–98

    Article  CAS  Google Scholar 

  • Tibbett M, George SJ, Davie A, Barron A, Milton N, Greenwood PF, (2011) Just add water and salt: the optimisation of petrogenic hydrocarbon biodegradation in soils from semi-arid Barrow Island, Western Australia. Water Air Soil Pollut 216:513–525

  • Zeigler C, MacNamara K, Wang Z, Robbat A Jr (2008) Total alkylated polycyclic aromatic hydrocarbon characterization and quantitative comparison of selected ion monitoring versus full scan gas chromatography/mass spectrometry based on spectral deconvolution. J Chromatogr A 1205(1–2):109–116. doi:10.1016/j.chroma.2008.07.086

    Article  CAS  Google Scholar 

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Funding Sources

Funding for this study was provided by Western Power and Horizon Power. Sampling was conducted by Environmental Resource Management for Horizon Power. Laboratory facilities and equipment were provided by Chemcentre WA.

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Correspondence to Mark Tibbett.

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Responsible editor: Zhihong Xu

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The manuscript was written through contributions of all authors. All authors have given approval to the final version of the manuscript. †This was the primary author. ‡§These authors contributed equally.

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Lin, D.S., Taylor, P. & Tibbett, M. Advanced multivariate analysis to assess remediation of hydrocarbons in soils. Environ Sci Pollut Res 21, 11998–12005 (2014). https://doi.org/10.1007/s11356-014-3140-0

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