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Guerra-García JM, Navarro-Barranco C, Martínez-Laiz G, Moreira J, Giráldez I, Morales E, Fernández-Romero A, Florido M, Ros M. Assessing environmental pollution levels in marinas. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 762:144169. [PMID: 33360466 DOI: 10.1016/j.scitotenv.2020.144169] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2020] [Revised: 11/10/2020] [Accepted: 11/28/2020] [Indexed: 06/12/2023]
Abstract
Despite the growing interest in recreational boating and the increasing number of marinas along the world's coastlines, environmental knowledge of these ecosystems is still very scarce. Detailed data of pollutants in marinas are necessary to provide a global approach of environmental risks in the context of international management strategies. In the present study, a set of 64 variables (30 in seawater and 34 in sediments) were measured to compare marinas from the Southern Iberian Peninsula (SIP). Uni and multivariate analyses showed significant differences among marinas, evidencing the importance of management on a local scale. The most relevant variables determining these differences were turbidity and the biocide Irgarol 1051 in seawater, and granulometry, hydrocarbons and faecal coliforms in sediment. The use of normalization techniques with Al or Fe, and the suitability of different methodologies to measure Total Organic Matter in marinas were also discussed. Additionally, we perform a comprehensive literature review of worldwide marina stressors and develop a simple and straightforward method for assessing environmental quality. The method was tested using SIP marinas and was based on the comparison of 15 selected sediment stressors with background values, concentrations of worldwide sediment quality guidelines (SQGs), and reference conditions/security thresholds established by the programme of coastal waters in port areas (ROM 5.1). A global score was assigned using a new proposed index, Marinas Environmental Pollution Index (MEPI), ranging from 0 to 150 points according to the environmental quality (<90: bad, 90-120: moderate, >120: good). MEPI of marinas from SIP ranged from 60 to 110 points indicating bad or moderate levels of pollution. Environmental quality is one of the decisive factors for awarding eco-labels or eco-certifications, such as Blue Flags in marinas. Therefore, pollution baseline information and environmental tools are mandatory for correct assignation of these awards and necessary for assessing the efficiency of management actions.
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Affiliation(s)
- José M Guerra-García
- Laboratorio de Biología Marina, Departamento de Zoología, Facultad de Biología, Universidad de Sevilla, Avenida Reina Mercedes 6, 41012 Seville, Spain.
| | - Carlos Navarro-Barranco
- Laboratorio de Biología Marina, Departamento de Zoología, Facultad de Biología, Universidad de Sevilla, Avenida Reina Mercedes 6, 41012 Seville, Spain
| | - Gemma Martínez-Laiz
- Laboratorio de Biología Marina, Departamento de Zoología, Facultad de Biología, Universidad de Sevilla, Avenida Reina Mercedes 6, 41012 Seville, Spain
| | - Juan Moreira
- Departamento de Biología (Unidad de Zoología) & Centro de Investigación en Biodiversidad y Cambio Goblal (CIBC-UAM), Universidad Autónoma de Madrid, Madrid, Spain
| | - Inmaculada Giráldez
- Dpto. Química "Prof. J.C. Vilchez Martín", Facultad de Ciencias Experimentales Research Center in Technology of Products and Chemical Processes, Pro(2)TecS Universidad de Huelva, Avda. Fuerzas Armadas, s/n, 21071 Huelva, Spain
| | - Emilio Morales
- Dpto. Química "Prof. J.C. Vilchez Martín", Facultad de Ciencias Experimentales Research Center in Technology of Products and Chemical Processes, Pro(2)TecS Universidad de Huelva, Avda. Fuerzas Armadas, s/n, 21071 Huelva, Spain
| | - Alejandro Fernández-Romero
- Laboratorio de Biología Marina, Departamento de Zoología, Facultad de Biología, Universidad de Sevilla, Avenida Reina Mercedes 6, 41012 Seville, Spain
| | - Marta Florido
- Laboratorio de Biología Marina, Departamento de Zoología, Facultad de Biología, Universidad de Sevilla, Avenida Reina Mercedes 6, 41012 Seville, Spain
| | - Macarena Ros
- Laboratorio de Biología Marina, Departamento de Zoología, Facultad de Biología, Universidad de Sevilla, Avenida Reina Mercedes 6, 41012 Seville, Spain
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Irabien MJ, Cearreta A, Gómez-Arozamena J, Serrano H, Sanchez-Cabeza JA, Ruiz-Fernández AC. Geological record of extreme floods and anthropogenic impacts on an industrialised bay: The inner Abra of Bilbao (northern Spain). THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 696:133946. [PMID: 31470326 DOI: 10.1016/j.scitotenv.2019.133946] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2019] [Revised: 08/14/2019] [Accepted: 08/14/2019] [Indexed: 06/10/2023]
Abstract
The Bilbao estuary is one of the most polluted areas on the northern coast of Spain, owing to the direct disposal of urban effluents and wastewaters from mining and industrial activities that has occurred during the last 170 years. Recent sediment records collected from the inner Abra of Bilbao bay were examined using a multidisciplinary approach including geochemical, micropaleontological and isotopic proxies to evaluate heavy metal contamination (Pb, Zn and Cd), ecological condition (benthic foraminifera), and sediment accumulation variability (210Pb). Results evidenced the interplay of both human activities and extreme weather events. Most contaminated materials are buried below a thin layer (1-21 cm) of cleaner sediments which have been deposited since contaminant discharges have substantially decreased, due to industrial reconversion and environmental regulations. However, the fingerprint left in the sedimentary record by the catastrophic floods of 1983 confirms the potential of natural events for sediment relocation, showing catastrophic events may endanger recently-achieved environmental improvements in historically contaminated coastal areas.
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Affiliation(s)
- María Jesús Irabien
- Departamento de Mineralogía y Petrología, Facultad de Ciencia y Tecnología, Universidad del País Vasco UPV/EHU, Apartado 644, 48080 Bilbao, Spain.
| | - Alejandro Cearreta
- Departamento de Estratigrafía y Paleontología, Facultad de Ciencia y Tecnología, Universidad del País Vasco UPV/EHU, Apartado 644, 48080 Bilbao, Spain.
| | - José Gómez-Arozamena
- Departamento de Ciencias Médicas y Quirúrgicas, Universidad de Cantabria UC, Avenida, Herrera Oria s/n, 39011 Santander, Spain.
| | - Humberto Serrano
- Departamento de Estratigrafía y Paleontología, Facultad de Ciencia y Tecnología, Universidad del País Vasco UPV/EHU, Apartado 644, 48080 Bilbao, Spain.
| | - Joan-Albert Sanchez-Cabeza
- Unidad Académica Mazatlán, Instituto de Ciencias del Mar y Limnología, Universidad Nacional Autónoma de México, Calz. Joel Montes Camarena s/n, 82000 Mazatlán, Sinaloa, Mexico.
| | - Ana Carolina Ruiz-Fernández
- Unidad Académica Mazatlán, Instituto de Ciencias del Mar y Limnología, Universidad Nacional Autónoma de México, Calz. Joel Montes Camarena s/n, 82000 Mazatlán, Sinaloa, Mexico.
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Irabien MJ, Cearreta A, Serrano H, Villasante-Marcos V. Environmental regeneration processes in the Anthropocene: The Bilbao estuary case (northern Spain). MARINE POLLUTION BULLETIN 2018; 135:977-987. [PMID: 30301123 DOI: 10.1016/j.marpolbul.2018.08.022] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Revised: 08/06/2018] [Accepted: 08/08/2018] [Indexed: 06/08/2023]
Abstract
This work tackles a multidisciplinary study on the recent sedimentary record of the Bilbao estuary (northern Spain), which is the backbone of a city that was primarily industrial and now is widely recognized as a successful example of urban transformation. Although hotspots of heavily polluted materials still remain at the mouth of the two main tributaries (Galindo and Gobelas), the data obtained confirm the ongoing formation of a new layer of sediments (here called "postindustrial zone") covering historically polluted and azoic deposits. It is characterized by largely variable levels of metals and magnetic susceptibility and moderate-to-high abundances of benthic foraminifera. Monitoring of the evolution of this layer appears a key factor to assess environmental improvement and decision-making in polluted estuaries.
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Affiliation(s)
- María Jesús Irabien
- Departamento de Mineralogía y Petrología, Universidad del País Vasco UPV/EHU, Apartado 644, 48080 Bilbao, Spain.
| | - Alejandro Cearreta
- Departamento de Estratigrafía y Paleontología, Universidad del País Vasco UPV/EHU, Apartado 644, 48080 Bilbao, Spain.
| | - Humberto Serrano
- Departamento de Estratigrafía y Paleontología, Universidad del País Vasco UPV/EHU, Apartado 644, 48080 Bilbao, Spain.
| | - Víctor Villasante-Marcos
- Observatorio Geofísico Central, Instituto Geográfico Nacional, C/ Alfonso XII, 3, 28014 Madrid, Spain.
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Pérez-Fernández B, Viñas L, Bargiela J. Occurrence and toxicological assessment of polycyclic aromatic hydrocarbons (PAHs) in marine sediments under mussel farming influence. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2018; 25:15862-15872. [PMID: 29582331 DOI: 10.1007/s11356-018-1737-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2017] [Accepted: 03/13/2018] [Indexed: 06/08/2023]
Abstract
The use of marine resources for mussel culture has become increasingly important, particularly on the European Atlantic coast and notably in the Galician Rías in the northwest of Spain. Despite its importance, there is a lack of research and analysis in this area and of the potential problems that it could cause to the environment. This paper details the findings of a study that aimed to find the probable environmental impact of mussel culture activities and to evaluate the polycyclic aromatic hydrocarbon (PAH) content derived from this activity. The Ría de Arousa, where you can find over 70% of all installed rafts in Galicia, was selected for the present study, and nearly 40 marine sediment samples were collected there. The sediments were extracted by ASE (accelerated solvent extraction) procedure, and the quantification of PAHs was performed using gas chromatography coupled to mass spectrometry (GC-MS), with the aid of deuterated PAH internal standards. The total concentration of parental PAHs ranged from 11.66 to 30,272-ng g-1 dry weight (d.w.), with a mean value of 3907-ng g-1 d.w.; the concentration of alkyl PAHs varied from 3.72 to 1187-ng g-1 d.w., with a mean value of 205.1-ng g-1 d.w. Compositional patterns, principal component analysis (PCA) and hieratical cluster association (HCA) yielded a sediment classification where the mussel raft impact is pointed out. PAH ratios indicated a predominance of combustion sources, except in two samples, located in small harbors. Only one station showed total potential carcinogenic PAH values in the range that would frequently cause negative biological effects, and the toxic equivalent concentrations based on BaP equivalents identified another ten positions where biological effects would occur occasionally.
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Affiliation(s)
- Begoña Pérez-Fernández
- Instituto Español de Oceanografia, Centro Oceanogáfico de Vigo, Cabo Estai, 36390, Vigo, Spain
| | - Lucía Viñas
- Instituto Español de Oceanografia, Centro Oceanogáfico de Vigo, Cabo Estai, 36390, Vigo, Spain.
| | - Jesica Bargiela
- Instituto Español de Oceanografia, Centro Oceanogáfico de Vigo, Cabo Estai, 36390, Vigo, Spain
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Solaun O, Rodríguez JG, Borja A, Larreta J, Valencia V. Relationships between polychlorinated biphenyls in molluscs, hydrological characteristics and human pressures, within Basque estuaries (northern Spain). CHEMOSPHERE 2015; 118:130-135. [PMID: 25150824 DOI: 10.1016/j.chemosphere.2014.07.053] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2013] [Revised: 06/17/2014] [Accepted: 07/20/2014] [Indexed: 06/03/2023]
Abstract
Interannual variability of polychlorinated biphenyls (PCBs), measured in the soft tissues of Mytilus galloprovincialis mussels and Crassostrea gigas oysters, collected from estuarine waters within the Basque Country (Bay of Biscay), are investigated. Samples were collected in the autumn, between 2002 and 2011. Sites located within the ports of Bilbao and Pasaia showed the highest PCBs concentrations in molluscs; the lowest were observed in the mouth of the Oka estuary, an area of low population and industrial activity. Congener profiles of PCBs in the tissues of molluscs reveal the predominance of hexachlorobiphenyls (CB153 and CB138). In addition, redundancy analysis has shown that residence time, river flow and a 'pressure index' explain 57% of the variability in the PCB congener concentrations (the higher the values of these variables, the higher the concentration). Finally, Σ7PCB median concentrations in molluscs and sediments, collected from nearby sampling sites, were found to be moderately correlated (r(2)=0.513, p<0.01).
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Affiliation(s)
- O Solaun
- Marine Research Division, AZTI-Tecnalia Foundation Herrera Kaia, Portualdea, z/g, 20110 Pasaia, Spain.
| | - J G Rodríguez
- Marine Research Division, AZTI-Tecnalia Foundation Herrera Kaia, Portualdea, z/g, 20110 Pasaia, Spain
| | - A Borja
- Marine Research Division, AZTI-Tecnalia Foundation Herrera Kaia, Portualdea, z/g, 20110 Pasaia, Spain
| | - J Larreta
- Marine Research Division, AZTI-Tecnalia Foundation Herrera Kaia, Portualdea, z/g, 20110 Pasaia, Spain
| | - V Valencia
- Marine Research Division, AZTI-Tecnalia Foundation Herrera Kaia, Portualdea, z/g, 20110 Pasaia, Spain
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Nguyen TC, Loganathan P, Nguyen TV, Vigneswaran S, Kandasamy J, Slee D, Stevenson G, Naidu R. Polycyclic aromatic hydrocarbons in road-deposited sediments, water sediments, and soils in Sydney, Australia: Comparisons of concentration distribution, sources and potential toxicity. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2014; 104:339-48. [PMID: 24732030 DOI: 10.1016/j.ecoenv.2014.03.010] [Citation(s) in RCA: 77] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2014] [Revised: 03/08/2014] [Accepted: 03/11/2014] [Indexed: 05/09/2023]
Abstract
Sixteen polycyclic aromatic hydrocarbons (PAHs) considered as priority environmental pollutants were analysed in surface natural soils (NS), road-deposited sediments (RDS), and water sediments (WS) at Kogarah in Sydney, Australia. Comparisons were made of their concentration distributions, likely sources and potential toxicities. The concentrations (mg/kg) in NS, RDS, and WS ranged from 0.40 to 7.49 (mean 2.80), 1.65 to 4.00 (mean 2.91), and 0.49 to 5.19 (mean 1.76), respectively. PAHs were dominated by relatively high molecular weight compounds with more than three fused benzene rings, indicating that high temperature combustion processes were their predominant sources. The proportions of high molecular weight PAHs with five or six fused benzene rings were higher in NS than in RDS, whereas the low molecular weight PAHs were higher in RDS. Concentrations of all PAHs compounds were observed to be the lowest in WS. The concentrations of most of the high molecular weight PAHs significantly correlated with each other in RDS and WS. All PAHs (except naphthalene) were significantly correlated in NS suggesting a common PAH source. Ratios for individual diagnostic PAHs demonstrated that the primary source of PAHs in WS and NS was of pyrogenic origin (combustion of petroleum (vehicle exhaust), grass, and wood) while in RDS it was petrogenic (i.e. unburned or leaked fuel and oil, road asphalt, and tyre particles) as well as pyrogenic. The potential toxicities of PAHs calculated using a toxicity equivalent quotient (TEQ) were all low but higher for NS compared to WS and RDS.
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Affiliation(s)
- Thuy Chung Nguyen
- Faculty of Engineering and IT, University of Technology, Sydney (UTS), PO Box 123, Broadway, NSW 2007, Australia
| | - Paripurnanda Loganathan
- Faculty of Engineering and IT, University of Technology, Sydney (UTS), PO Box 123, Broadway, NSW 2007, Australia
| | - Tien Vinh Nguyen
- Faculty of Engineering and IT, University of Technology, Sydney (UTS), PO Box 123, Broadway, NSW 2007, Australia
| | - Saravanamuthu Vigneswaran
- Faculty of Engineering and IT, University of Technology, Sydney (UTS), PO Box 123, Broadway, NSW 2007, Australia.
| | - Jaya Kandasamy
- Faculty of Engineering and IT, University of Technology, Sydney (UTS), PO Box 123, Broadway, NSW 2007, Australia
| | - Danny Slee
- National Measurement Institute (NMI), PO Box 138, North Ryde, NSW 1670, Australia
| | - Gavin Stevenson
- National Measurement Institute (NMI), PO Box 138, North Ryde, NSW 1670, Australia
| | - Ravi Naidu
- CERAR and CRC CARE, University of South Australia, Adelaide, SA 5095, Australia
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Martins CC, Bícego MC, Figueira RCL, Angelli JLF, Combi T, Gallice WC, Mansur AV, Nardes E, Rocha ML, Wisnieski E, Ceschim LMM, Ribeiro AP. Multi-molecular markers and metals as tracers of organic matter inputs and contamination status from an Environmental Protection Area in the SW Atlantic (Laranjeiras Bay, Brazil). THE SCIENCE OF THE TOTAL ENVIRONMENT 2012; 417-418:158-168. [PMID: 22244354 DOI: 10.1016/j.scitotenv.2011.11.086] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2011] [Revised: 11/29/2011] [Accepted: 11/29/2011] [Indexed: 05/31/2023]
Abstract
The sources and concentrations of aliphatic hydrocarbons (AHs) and polycyclic aromatic hydrocarbons (PAHs), faecal and biogenic sterols, and trace metals at 10 sampling sites located in Laranjeiras Bay, a large Environmental Protection Area in the southern Atlantic region of Brazil, were determined to assess the sources of organic matter and the contamination status of estuarine sediments. Organic compounds were determined by GC-FID and GC-MS, and ICP-OES was used to evaluate trace metals. The total AHs concentration ranged from 0.28 to 8.19 μg g(-1), and n-C(29) and n-C(31) alkanes were predominant, indicating significant inputs from higher terrestrial plants. Unresolved complex mixtures (UCM) were not detected at any site, suggesting that the study area was not significantly contaminated by fossil fuels. The total PAH concentration varied from 3.85 to 89.2 ng g(-1). The ratio between selected PAH isomers showed that combustion of biomass, coal, and petroleum is the main source of PAHs in the study area. The concentrations of the faecal sterols coprostanol and epicoprostanol were below the detection limits, suggesting that sewage was not a significant contributor to sedimentary organic matter. The concentrations of the trace metals (As, Cr, Cu, Ni, Pb and Zn) were low, except near sites located at the mouths of rivers that discharge into the study area and near urbanised regions (Paranaguá city and the adjoining harbour). In general, the concentrations of PAHs were below the threshold effect concentrations (TEL) levels. Although the As, Cr and Ni concentrations were above the TEL levels, the study area can be considered as preserved from human activities.
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Affiliation(s)
- César C Martins
- Centro de Estudos do Mar da Universidade Federal do Paraná - Caixa Postal 61, 83255-976, Pontal do Paraná, PR, Brazil.
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Viñas L, Angeles Franco M, Antonio Soriano J, José González J, Pon J, Albaigés J. Sources and distribution of polycyclic aromatic hydrocarbons in sediments from the Spanish northern continental shelf. Assessment of spatial and temporal trends. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2010; 158:1551-1560. [PMID: 20080325 DOI: 10.1016/j.envpol.2009.12.023] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/04/2009] [Revised: 12/09/2009] [Accepted: 12/11/2009] [Indexed: 05/28/2023]
Abstract
The distribution of polycyclic aromatic hydrocarbons was determined in surface sediments collected at 36 stations along the Spanish Northern continental shelf in March and September 2003, and February 2005. Concentrations of PAHs (Sigma13 parent components) were in the range of 22-47528 mug/kg dw, the highest values corresponding to coastal urban-industrial hotspots and decreasing offshore. Sediment quality guidelines (SQGs) showed that concentrations of total PAHs were below the threshold effect level (TEC) in 27 stations (81%) and above in 7, two of which (Gijon and Bilbao) were above the probable effect concentration (PEC). The detailed study of diagnostic ratios suggested a rather uniform mixture of petrogenic and pyrolytic PAH sources along the continental shelf, with a slight decrease of the latter moving westwards and offshore. In order to assess the incidence of sediment sampling on the variability of the results, selected stations were also monitored in February and September 2004 and September 2005. The average field variance of the values obtained for each station was 31% that decreased to 23% when the values were normalized to TOC.
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Affiliation(s)
- Lucía Viñas
- Instituto Español de Oceanografía, Centro Oceanográfico de Vigo, Cabo Estai - Canido, 36200 Vigo, Spain.
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Rodríguez JG, Solaun O, Larreta J, Belzunce Segarra MJ, Franco J, Ignacio García Alonso J, Sariego C, Valencia V, Borja A. Baseline of butyltin pollution in coastal sediments within the Basque Country (northern Spain), in 2007-2008. MARINE POLLUTION BULLETIN 2010; 60:139-145. [PMID: 20004416 DOI: 10.1016/j.marpolbul.2009.11.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2009] [Revised: 11/04/2009] [Accepted: 11/05/2009] [Indexed: 05/28/2023]
Abstract
Tributyltin (TBT), dibutyltin (DBT) and monobutyltin (MBT) were measured in surficial sediments at, the ports of Pasaia and Bilbao, together with other mid- and small-size harbours of the Basque Country (northern Spain), in 2007-2008. The highest values of the sum of the three measured butyltin species (3523-3640 ng g(-1), as Sn) were found at sampling stations near to shipyards located within the port of Pasaia. The highest value of TBT concentration (3143 ng g(-1), as Sn) was found at the marina of Getxo, in the port of Bilbao. The degree of TBT degradation varied greatly between sampling stations, being found to be generally higher in those sediments with higher values of redox potential and lower values of TBT concentration (normalized by organic matter content).
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Affiliation(s)
- J Germán Rodríguez
- AZTI - Tecnalia, Marine Research Division, Herrera Kaia Portualde z/g, 20110 Pasaia, Spain.
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Llorach-Asunción R, Jauregui O, Urpi-Sarda M, Andres-Lacueva C. Methodological aspects for metabolome visualization and characterization. J Pharm Biomed Anal 2010; 51:373-81. [DOI: 10.1016/j.jpba.2009.06.033] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2009] [Revised: 06/16/2009] [Accepted: 06/18/2009] [Indexed: 10/20/2022]
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11
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Reid MK, Spencer KL. Use of principal components analysis (PCA) on estuarine sediment datasets: the effect of data pre-treatment. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2009; 157:2275-2281. [PMID: 19410344 DOI: 10.1016/j.envpol.2009.03.033] [Citation(s) in RCA: 76] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2009] [Revised: 03/18/2009] [Accepted: 03/26/2009] [Indexed: 05/27/2023]
Abstract
Principal components analysis (PCA) is a multivariate statistical technique capable of discerning patterns in large environmental datasets. Although widely used, there is disparity in the literature with respect to data pre-treatment prior to PCA. This research examines the influence of commonly reported data pre-treatment methods on PCA outputs, and hence data interpretation, using a typical environmental dataset comprising sediment geochemical data from an estuary in SE England. This study demonstrated that applying the routinely used log (x + 1) transformation skewed the data and masked important trends. Removing outlying samples and correcting for the influence of grain size had the most significant effect on PCA outputs and data interpretation. Reducing the influence of grain size using granulometric normalisation meant that other factors affecting metal variability, including mineralogy, anthropogenic sources and distance along the salinity transect could be identified and interpreted more clearly.
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Affiliation(s)
- M K Reid
- Department of Geography, Queen Mary, University of London, Mile End Road, London E1 4NS, UK.
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