Abstract
Todos os Santos (All Saints) Bay area, NE-Brazil, is known for one of the most important cases of urban lead (Pb) contamination in the world. The main objective of this work was to assess and interpret the spatial distribution of As, Cd, Hg, Pb, and Zn in “background” soils of this environmentally impacted bay area, using a combination of geostatistical and multivariate analytical methods to distinguish between natural and anthropogenic sources of those metal(oid)s in soils. We collected 114 topsoil samples (0.0–0.2 m depth) from 38 sites. The median values for trace metal concentrations in soils (mg kg−1) followed the order Pb (33.9) > Zn (8.8) > As (1.2) > Cd (0.2) > Hg (0.07), clearly reflecting a Pb-contamination issue. Principal component analysis linked Cd, Pb, and Zn to the same factor (F1), chiefly corroborating their anthropogenic origin; yet, both Pb and Zn are also influenced by natural lithogenic sources. Arsenic and Hg concentrations (F2) are likely related to the natural component alone; their parent material (igneous–metamorphic rocks) seemingly confirm this hypothesis. The heterogeneity of sources and the complexity of the spatial distribution of metals in large areas such as the Todos os Santos Bay warrant, the importance of multivariate and geostatistical analyses in the interpretation of environmental data.
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.References
Alfaro MR, Montero A, Ugarte OM, Nascimento CWA, Accioly AMA, Biondi CM, Silva YJAB (2015) Background concentrations and reference values for heavy metals in soils of Cuba. Environ Monit Assess 187:4198
Alloway BJ (ed) (2013) Heavy metals in soils: trace metals and metalloids in soils and their bioavailability 3rd ed. Springer, Dordrecht, p 614
Bouyoucos GJ (1961) Hydrometer method improved for making particle size analyses of soils. Agron J 54(5):464–465. doi:10.2134/agronj1962.00021962005400050028x
Brito GB, Souza TL, Bressy FC, Moura CWN, Korn MGA (2012) Levels and spatial distribution of trace elements in macroalgae species from the Todos os Santos Bay, Bahia, Brazil. Mar Pollut Bull 64:2238–2244
Carvalho FM, Tavares TM, Silvany-Neto AM, Lima MEC, Alt F (1986) Cadmium concentrations in blood of children living near a lead smelter in Bahia, Brazil. Environ Res 40:437–449
Chen J, Wei F, Zheng C, Wu Y, Adrian DC (1991) Background concentrations of elements in soils of China. Water Air Soil Pollut 57–58:699–712
Costa AB, Novotny EH, Bloise AC, Azevedo ER, Bonagamba TJ, Zucchi MR, Santos VLCS, Azevedo AEG (2011) Characterization of organic matter in sediment cores of the Todos os Santos Bay, Bahia, Brazil, by elemental analysis and 13C NMR. Mar Pollut Bull 62(Issue 8):1883–1890
Dragovic R, Gajic B, Dragovic S, Ðorcevic M, Ðorcevic M, Mihailovic N, Onjia A (2014) Assessment of the impact of geographical factors on the spatial distribution of heavy metals in soils around the steel production facility in Smederevo (Serbia). J Clean Prod 84:550–562
Dung TTT, Cappuyns V, Swennen R, Vassilieva E, Phung NK (2014) Leachability of arsenic and heavy metals from blasted copper slag and contamination of marine sediment and soil in Ninh Hoa district, south central of Vietnam. Appl Geochem 44:80–92
Fang S, Hu H, Sun W, Pan J (2011) Spatial variations of heavy metals in the soils of vegetable-growing land along urban–rural gradient of Nanjing, China. Int J Environ Res Public Health 8:1805–1816
Guedes MLS, Santos JJ (1997) Chapter 4—Vegetation: tropical rain forest and dunes. In: Falcon G (ed) Bay of all saints: diagnosis environmental and social benefits for management. GERMEN e NIMA/UFBA, Salvador, (in Portuguese)
Guo X, Zheng CG, Xu M (2007) Characterization of mercury emissions from a coal-fired power plant. Energy Fuel 21:898–902
Gu YG, Li QS, Fang JH, He BY, Fu HB, Tong ZJ (2014) Identification of heavy metal sources in the reclaimed farm land soils of the pearl river estuary in China using a multivariate geostatistical approach. Ecotoxicol Environ Saf 105:7–12
Hatje V, Barros F, Figueiredo DG, Santos VLCS, Peso-Aguiar MC (2006) Trace metal contamination and benthic assemblages in Subaé estuarine system, Brazil. Baseline/Mar Pollut Bull 52:982–987
Hatje V, Barros F (2012) Overview of the 20th century impact of trace metal contamination in the estuaries of Todos os Santos Bay: past, present and future scenarios. Mar Pollut Bull 64:2603–2614
Hu Y, Liu X, Bai J, Shih K, Zeng EY, Cheng H (2013) Assessing heavy metal pollution in the surface soils of a region that had undergone three decades of intense industrialization and urbanization. Environ Sci Pollut Res 20:6150–6159
IBGE (Brazilian Institute of Geography and Statistics) (2010) National survey of households. Summary of Indicators 2009 Rio de Janeiro
Lee CSL, Li XD, Zhang G, Li J, Ding AJ, Wang T (2007) Heavy metals and Pb Isotopic composition of aerosols in urban and suburban areas of Hong Kong and Guangzhou, South China-Evidence of the long-range transport of air contaminants. Atmos Environ 41:432–447
Lessa GC, Cirano M, Genz F, Tanajura CAS, Silva RR (2009) Physical oceanography. In: Hatje V, Andrade JB (eds) Bay of all saints: oceanographic aspects. EDUFBA, Salvador, (in Portuguese)
Li X, Feng L (2012) Multivariate and geostatistical analyzes of metals in urban soil of Weinan industrial areas, Northwest of China. Atmos Environ 47:58–65
Lu A, Wang J, Qin X, Wang K, Han P, Zhang S (2012) Multivariate and geostatistical analyses of the spatial distribution and origin of heavy metals in the agricultural soils in Shunyi, Beijing, China. Sci Total Environ 425:66–74
Lv J, Liu Y, Zhang Z, Dai J, Dai B, Zhu Y (2015) Identifying the origins and spatial distributions of heavy metals in soils of Ju country (Eastern China) using multivariate and geostatistical approach. J Soils Sediments 15:163–178
Krull M, Abessa DMS, Hatje V, Barros F (2014) Integrated assessment of metal contamination in sediments from two tropical estuaries. Ecotoxicol Environ Saf 106:195–203
Machado S, Rabelo TS, Portella RB, Carvalho MF, Magna GAMA (2013) Study of the routes of contamination by lead and cadmium in Santo Amaro, Brazil. Environ Technol 34:559–571
Matschullat J (2012) Life in extraordinary concentrations (a tribute to Peter Beuge). Environ Sci Europe 24(25):1–7. doi:10.1186/2190-4715-24-25
Nanos N, Martín JAR (2012) Multiscale analysis of heavy metal contents in soils: Spatial variability in the Duero river basin (Spain). Geoderma 189–190:554–562
Nelson DW, Sommers LE (1996) Total carbon, organic carbon, and organic matter. In: AL Page et al. (ed) Methods of soil analysis, Part 2, 2nd ed. Agronomy. 9:961–1010. Am. Soc. of Agron., Inc. Madison, WI
Niemeyer JC, Nogueira MA, Carvalho GM, Cohin-De-Pinho SJ, Outeiro US, Rodrigues GG, Silva EM, Sousa JP (2012) Functional and structural parameters to assess the ecological status of a metal contaminated area in the tropics. Ecotoxicol Environ Saf 86:188–197
Paixão JF, Oliveira OMC, Dominguez JML, Almeida ES, Carvalho GC, Magalhães WF (2011) Integrated assessment of mangrove sediments in the Camamu Bay (Bahia, Brazil). Ecotoxicol Environ Saf 74:403–415
Preston W, Nascimento CWA, Biondi CM, Souza Junior VS, Silva WR, Ferreira HA (2014) Quality reference values for heavy metals in soils of Rio Grande do Norte, Brazil. Revista Brasileira de Ciência do Solo 38:1028–1037. (in Portuguese)
Reimann C, Caritat P (1998) Chemical elements in the environment. Factsheets for the geochemist and environmental scientist. Springer-Verlag, Berlin, p 398
Salonen VP, Korkka-Niemi K (2007) Influence of parent sediments on the concentration of heavy metals in urban and suburban soils in Turku, Finland. Appl Geochem 22:906–918
Santos NM, Accioly AMA, Nascimento CWA, Santos JAG, Silva IR (2014) Humic acids and activated charcoal as soil amendments to reduce toxicity in soil contaminated by lead. Revista Brasileira de Ciência do Solo 38:345–351. (in Portuguese)
Schroeder WH, Munthe J (1998) Atmospheric mercury—an overview. Atmos Environ 32:809–822
Souza MM, Windmöller CC, Hatje V (2011) Shellfish from Todos os Santos Bay, Bahia, Brazil: treat or threat? Mar Pollut Bull 62:2254–2263
Sun C, Liu J, Wang Y, Sun L, Yu H (2013) Multivariate and geostatistical analyses of the spatial distribution and sources of heavy metals in agricultural soil in Dehui, Northeast China. Chemosphere 92:517–523
USEPA (United States Environmental Protection Agency) (1996) Method 3052: microwave assisted acid digestion of siliceous and organically based matrices SW-846. U.S. Environmental Protection Agency, Office of Solid Waste and Emergency Response, Washington, D.C.
USEPA (United States Environmental Protection Agency) (2007) Method 3051A: Microwave assisted acid digestion of sediments, sludges, soils, and oils. U.S. Environmental Protection Agency, Office of Solid Waste and Emergency Response, Washington, D.C.
Wagener A, Hamacher C, Farias C, Godoy JM, Scofield A (2010) Evaluation of tools to identify hydrocarbon sources in recent and historical sediments of a tropical bay. Mar Chem 121:67–79
Wong CSC, Lia XD, Zhangb G, Qib SH, Pengb. XZ (2003) Atmospheric deposition of heavy metals in the Pearl River Delta, China. Atmos Environ 37:767–776
Wu C, Zhang L (2010) Heavy metal concentrations and their possible sources in paddy soils of a modern agricultural zone, southeastern China. Environ Earth Sci 60:45–56
Xie Y, Chen T, Lei M, Yang J, Guo Q, Song B, Zhou X (2011) Spatial distribution of soil heavy metal pollution estimated by different interpolation methods: accuracy and uncertainty analysis. Chemosphere 82:468–476
Yudovich YaE, Ketris MP (2005) Mercury in coal: a review Part 1. Geochemistry. Int J Coal Geol 62:107–134
Zarcinas BA, Pongsakul P, McLaughlin MJ, Cozens G (2004) Heavy metals in soils and crops in southeast Asia. 2. Thailand. Environ Geochem Health 26:359–371
Zhao K, Liu X, Xu J, Selim HM (2010) Heavy metal contaminations in a soil–rice system: identification of spatial dependence in relation to soil properties of paddy fields. J Hazard Mater 181:778–787
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of Interest
The authors declare that they have no competing interests.
Rights and permissions
About this article
Cite this article
dos Santos, N.M., do Nascimento, C.W.A., Matschullat, J. et al. Assessment of the Spatial Distribution of Metal(Oid)s in Soils Around an Abandoned Pb-Smelter Plant. Environmental Management 59, 522–530 (2017). https://doi.org/10.1007/s00267-016-0796-x
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00267-016-0796-x