Assessment of Cu, As, Pb, Zn and Fe Enrichment in Intertidal Sediments Along the Atacama Coast, Northern Chile
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Analytical Methods
2.3. Statistical Analysis
3. Results and Discussion
3.1. Grain Size
3.2. Geochemistry
3.3. Statistical Analysis
3.4. Geoaccumulation Index
3.5. Sources of Geochemical Pollution
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Trincardi, F.; Francocci, F.; Pellegrini, C.; d’Alcalà, M.R.; Sprovieri, M. The Mediterranean Sea in the Anthropocene. In Oceanography of the Mediterranean Sea; Schroeder, K., Chigiatto, J., Eds.; Elsevier: Amsterdam, The Netherlands, 2023; pp. 501–553. [Google Scholar]
- Pellegrini, C.; Saliu, F.; Bosman, A.; Sammartino, I.; Raguso, C.; Mercorella, A.; Gálvez, D.S.; Petrizzo, A.; Madricard, F.; Lasagni, M.; et al. Hotspots of microplastic accumulation at the land-sea transition and their spatial heterogeneity: The Po River prodelta (Adriatic Sea). Sci. Total Environ. 2023, 895, 164908. [Google Scholar] [CrossRef] [PubMed]
- Pellegrini, C.; Sammartino, I.; Schieber, J.; Tesi, T.; Paladini de Mendoza, F.; Rossi, V.; Chiggiato, J.; Shroeder, K.; Gallerani, A.; Langone, L.; et al. On depositional processes governing along-strike facies variations of fine-grained deposits: Unlocking the Little Ice Age subaqueous clinothems on the Adriatic shelf. Sedimentology 2024, 71, 941–973. [Google Scholar] [CrossRef]
- Pellegrini, C.; Basili, M.; Sammartino, I.; Tesi, T.; Frapiccini, E.; Quero, G.M.; Pizzini, S.; Zangrando, R.; Luna, G.M.; Catena, S.; et al. River flooding reshapes sediments, contaminants and benthic microbial communities in a Mediterranean coastal system. Biogeosciences 2026, 23, 2389–2412. [Google Scholar] [CrossRef]
- Zhang, G.; Fan, J.; Wang, J.; Xue, G.; Ma, B.; Ruan, M.; Zhou, J.; Ling, W. Distribution, Sources, and Ecological Risk Assessment of Potentially Toxic Elements in Surface Sediments of Dongzhai Harbor, Hainan Island, China. Minerals 2025, 15, 349. [Google Scholar] [CrossRef]
- Alharbi, T.; El-Sorogy, A.S.; Rikan, N.; Algarni, H.M. Impact of Landfill Sites on Coastal Contamination Using GIS and Multivariate Analysis: A Case from Al-Qunfudhah in Western Saudi Arabia. Minerals 2025, 15, 802. [Google Scholar] [CrossRef]
- Seif, R.A.; Ene, A.; Zakaly, H.M.H.; Sallam, A.M.; Taalab, S.A.; Fnais, M.S.; Saadawi, D.A.; Amer, S.A.; Awad, H.A. Distribution of Heavy Metals along the Mediterranean Shoreline from Baltim to El-Burullus (Egypt): Consequences for Possible Contamination. Minerals 2024, 14, 931. [Google Scholar] [CrossRef]
- Dimiza, M.D.; Triantaphyllou, M.V.; Portela, M.; Koukousioura, O.; Karageorgis, A.P. Response of Living Benthic Foraminifera to Anthropogenic Pollution and Metal Concentrations in Saronikos Gulf (Greece, Eastern Mediterranean). Minerals 2022, 12, 591. [Google Scholar] [CrossRef]
- Liu, B.; Zhang, W.; Chi, G. Distribution and Risk Assessment of Heavy Metals in Sediment from Bohai Bay, China. Minerals 2019, 9, 111. [Google Scholar] [CrossRef]
- Bonnail, E.; Díaz-García, A.; Cruces, E.; García, A.; Borrero-Santiago, A.R. Coastal uses and contaminant spread in the desert coastal región of Atacama. Chemosphere 2020, 288, 132519. [Google Scholar] [CrossRef]
- Velychamy, C.; Sharma, A.; Thiagarajan, T. Assessment of heavy metal pollution and human health risk along the Southeast coast of India: A comprehensive ecotoxicological study. Mar. Pollut. Bull. 2025, 221, 118512. [Google Scholar] [CrossRef] [PubMed]
- Ben Ameur, W.; Annabi, A.; Rania, K.; Marini, M. Assessment of Heavy Metal Contamination and Human Health Risk in Parapenaeus longirostris from Coastal Tunisian Aquatic Ecosystems. Pollutants 2025, 5, 23. [Google Scholar] [CrossRef]
- El-Sharkawy, M.; Alotaibi, M.O.; Li, J.; Du, D.; Mahmoud, E. Heavy Metal Pollution in Coastal Environments: Ecological Implications and Management Strategies: A Review. Sustainability 2025, 17, 701. [Google Scholar] [CrossRef]
- Zhu, W.; Cai, J.; Ma, W.; Li, B.; Feng, W. Distribution, sources and risk assessment of heavy metals in Yangshan port and its adjacent sea áreas. Front. Mar. Sci. 2025, 11, 1512115. [Google Scholar] [CrossRef]
- Alorda-Montiel, I.; Rodellas, V.; Arias-Ortiz, A.; Palanqués, A.; Bravo, A.G.; Rodríguez-Puig, J.; Alorda-Kleinglass, A.; Green-Ruiz, C.; Diego-Feliu, M.; Marqué, P.; et al. A century of sediment metal contamination of Mar Menor, Europe’s largest saltwater lagoon. Mar. Pollut. Bull. 2025, 220, 118347. [Google Scholar] [CrossRef] [PubMed]
- Abdelaal, A.; Saleh, G.M.; Lasheen, E.R.; Sami, M.; Khaleal, F.M.; Sanislav, I.V.; Abdalla, F. Heavy metals and radioactivity assessment of the coastal sediments at Abu Ghusun, southern Red Sea, Egypt. J. Radiat. Res. Appl. Sci. 2025, 18, 101976. [Google Scholar] [CrossRef]
- Al-Kahtany, K.; El-Sorogy, A.; Alharbi, T.; Giacobbe, S.; Nour, H.E. Health risk assessment and contamination of potentially toxic elements in southwest of the Red Sea coastal sediment. Reg. Stud. Mar. Sci. 2023, 65, 103103. [Google Scholar] [CrossRef]
- Bat, L.; Sahin, F.; Oztekin, A.; Ozsandikci, U.; Ozkan, E.Y. Trace elements pollution in surface sediment of the Sea of Marmara coastal and transition water. Mar. Pollut. Bull. 2025, 218, 118067. [Google Scholar] [CrossRef] [PubMed]
- Zhand, S.; Dong, C.; Wang, J.; Zheng, M.; Chen, X.; Zhou, Y.; Yang, J.; Mao, X. Spatial variations and potential risks of heavy metals in sediments, seawater, and marine organisms of Yuhuan coastal area, China. Front. Mar. Sci. 2025, 12, 1708328. [Google Scholar] [CrossRef]
- Aquilano, A.; Marrocchino, E.; Paletta, M.G.; Tessari, U.; Vaccaro, C. Geochemical Characterization of Sediments from the Bibione Coastal Area (Northeast Italy): Details on Bulk Composition and Particle Size Distribution. J. Mar. Sci. Eng. 2023, 11, 1650. [Google Scholar] [CrossRef]
- Thangaraj, K.; Rajendran, M.; Karthikeyan, S.; Velmayil, P.; Kulandaisamy, P.; Sundaram, B.; Arumugam, M. Assessment of heavy metal contamination and pollution load in surface sediments of Putheri Lake cluster, Nagercoil, Southern India. J. Sediment. Environ. 2025, 10, 409–428. [Google Scholar] [CrossRef]
- Sung, B.; Friedmann, J.L.; Lima, P.A.; Michaelovich, M.; Lopes, C. Critical evaluation of different methods to calculate the Geoaccumulation Index for environmental studies: A new approach for Baixada Santista—Southeastern Brazil. Mar. Pollut. Bull. 2018, 127, 548–552. [Google Scholar] [CrossRef] [PubMed]
- Consejo Minero. Cifras Actualizadas de la Minería. Octubre 2025. PLUSmining 2025. Available online: https://consejominero.cl/wp-content/uploads/2025/11/20251030-CAM-octubre-1.pdf (accessed on 3 April 2026).
- Comisión Chilena del Cobre. Monitoreo del Estado de Los Relaves en Chile. Dirección de Estudios y Políticas Públicas. 2022. Available online: https://www.comicivyt.cl/wp-content/uploads/2025/03/Cochilco-2022-Informe-Monitoreo-del-estado-relaves-min.pdf (accessed on 4 April 2026).
- Pérez, L.A.; Izquierdo, T.; Abad, M.; Caraballo, M.; Ureta, S.; Ruiz, F. The Past Is Never Dead: Soil Pollution from Mining in the Copiapó River Basin (Northern Chile). Soil Syst. 2024, 8, 106. [Google Scholar] [CrossRef]
- Izquierdo, T.; Bonnail, E.; Abad, M.; Dias, M.I.; Prudencio, M.I.; Marques, R.; Rodríguez Vidal, J.; Ruiz, F. Pollution and potential risk assessment of flood sediments in the urban area of the mining Copiapó basin (Atacama Desert). J. S. Am. Earth Sci. 2020, 103, 102714. [Google Scholar] [CrossRef]
- Tapia, J. El desastre ambiental de la Bahía de Chañaral. Okeanos 2016, 2, 50–55. [Google Scholar]
- Ramírez, M.; Massolo, S.; Franche, R.; Correa, J.A. Metal speciation and environmental impact on sandy beaches due to El Salvador copper mine, Chile. Mar. Pollut. Bull. 2005, 50, 62–72. [Google Scholar] [CrossRef] [PubMed]
- Izquierdo, T.; Rivera, A.-L.; Galeano, A.; Gallardo, D.I.; Salas, V.; Aparicio, O.; Buylaert, J.-P.; Ruiz, F.; Abad, M. Historical catastrophic floods at the southern edge of the Atacama Desert: A multi-archive reconstruction of the Copiapó river extreme events. Glob. Planet. Chang. 2024, 236, 104411. [Google Scholar] [CrossRef]
- Valdés, J.; Tapia, J.S. Spatial monitoring of metals and As in coastal sediments of northern Chile: An evaluation of background values for the analysis of local environmental conditions. Mar. Pollut. Bull. 2019, 145, 624–640. [Google Scholar] [CrossRef] [PubMed]
- Cantarutti, G.E. Mining Under Inca Rule in North-Central Chile: The Los Infieles Mining Complex. In Mining and Quarrying in the Ancient Andes; Tripcevich, N., Vaughn, K.J., Eds.; Springer: New York, NY, USA, 2013; pp. 185–211. [Google Scholar] [CrossRef]
- Jeria, Y.; González, C. Chañaral. Minería y Sociedad; Mantos Copper S.A.: Región de Atacama, Chile, 2017. [Google Scholar]
- Lorca, M. Minería y patrimonialización en el Norte Chico de Chile. Re Met. 2015, 25, 75–84. [Google Scholar]
- Centro de Estudios y Documentación Mineros de SONAMI. Distritos Productivos Para el Desarrollo de la Minería Chilena; SONAMI: Santiago, Chile, 2025; Available online: https://www.sonami.cl/v2/wp-content/uploads/2025/04/Estudio-Distritos-Productivos-SONAMI.pdf (accessed on 3 April 2026).
- Marambio-Alfaro, Y.; Valdés, J.; Enciso, L.N.; López, A.; Serrano, A.E.; Martínez, R.; Castillo, A.; Álvarez, G.; Vidal, M. Data on metal accumulation in the tails of the lizard Microlophus atacamensis in a coastal zone of the Atacama Desert, northern Chile: A non-destructive biomonitoring tool for heavy metal pollution. Data Brief 2020, 32, 106032. [Google Scholar] [CrossRef] [PubMed]
- Muller, G. Index of geoaccumulation in sediments of the Rhine River. Geojournal 1969, 2, 108–118. [Google Scholar]
- Svetlana Maslennikova, S.; Larina, N.; Larin, S. The effect of sediment grain size on heavy metal content. Lakes Reserv. Ponds 2012, 6, 43–54. [Google Scholar]
- Fang, F.; Li, Y.; Lin, Y.; Xu, M. Grain-size distribution and chemical speciation of heavy metals in Chinese street dust. Pol. J. Environ. Stud. 2017, 26, 1501–1509. [Google Scholar] [CrossRef] [PubMed]
- Bonnail, E.; Cruz-Hernández, P.; Galleguillos, S.; Izquierdo, T.; Abad, M. La contaminación metálica en la bahía de Chañaral (norte de Chile): Retrospección, prospección y proyección. Geogaceta 2020, 67, 59–62. [Google Scholar]
- Cortés, S.; González, P.; Leiva, C.; Vargas, Y.; Vega, A.; Pastén, P. Environmental and Public Health Impacts of Mining Tailings in Chañaral, Chile: A Narrative Case-Based Review. Sustainability 2025, 17, 7732. [Google Scholar] [CrossRef]
- Tovar-Salvador, M.; Pintado-Herrera, M.G.; Lara-Martín, P.A.; Bonnail, E. Occurrence, sources and environmental risk assessment of organic micropollutants in coastal sediments from the Atacama Region (Chile). Sci. Total Environ. 2023, 900, 165871. [Google Scholar] [CrossRef] [PubMed]
- Aguilar, G.; Valdés, A.; Cabré, A.; Galdames, F. Flash floods controlling Cu, Pb, As and Hg variations in fluvial sediments of a river impacted by metal mining in the Atacama Desert. J. S. Am. Earth Sci. 2021, 109, 103290. [Google Scholar] [CrossRef]
- Griem, W. Ruinas de la ex Caleta Sarco—Región de Atacama. 2020. Available online: https://www.geovirtual2.cL/minas/Sarco02esp.htm (accessed on 4 April 2026).
- Nazer, A.; Pavez, O. Sistema constructivo de una fundición de cobre del siglo XIX en Atacama, Chile. Obras Proy. 2023, 33, 64–73. [Google Scholar] [CrossRef]
- Abad, M.; Izquierdo, T.; Forch, M.; Cortés, P.; Easton, G.; González-Alfaro, J.; Alvarado-Justo, A.; Ruiz, F. El registro de tsunamis en costas áridas: 100 años después del tsunami de 1922 de Atacama en el norte de Chile. Geogaceta 2023, 74, 47–50. [Google Scholar] [CrossRef]







| Province | Sample | Location | GR | VCS | CS | MS | FS | VFS | SILT + CLAY |
|---|---|---|---|---|---|---|---|---|---|
| Chañaral | Ch1 | Pan de Azúcar | 13.05 | 78.38 | 7.66 | 0.88 | 0.03 | 0 | 0 |
| Ch2 | Playa Blanca | 0 | 0 | 0.34 | 87.18 | 11.39 | 1.09 | 0 | |
| Ch3 | Playa Grande | 0.03 | 0.01 | 2.31 | 87.43 | 9.44 | 0.74 | 0.03 | |
| Ch4 | Los Médanos | 26.39 | 16.62 | 7.82 | 36.17 | 12.71 | 0.29 | 0 | |
| Ch5 | Los Toyos | 100 | 0 | 0 | 0 | 0 | 0 | 0 | |
| Ch6 | Flamenco (beach) | 0 | 0.23 | 1.01 | 1.01 | 9.7 | 86.27 | 1.77 | |
| Ch7 | Flamenco (management area) | 0.03 | 0.02 | 1.41 | 60.68 | 36.26 | 1.6 | 0 | |
| Copiapó | C1 | Ramada | 0.11 | 0.14 | 0.7 | 47.26 | 50.16 | 1.63 | 0 |
| C2 | Balneario Caldera | 0.23 | 0.83 | 4.69 | 49.56 | 41.4 | 3.29 | 0 | |
| C3 | Las Machas | 0 | 0.44 | 0.44 | 0.44 | 1.76 | 49.34 | 47.58 | |
| C4 | Rocas Negras | 0 | 2.3 | 9.99 | 70.31 | 16.87 | 0.53 | 0 | |
| C5 | Bahía Cisne | 0 | 0.15 | 0.89 | 56.99 | 41.66 | 0.32 | 0 | |
| C6 | Río Copiapó (wetland) | 13.77 | 6.32 | 10.66 | 52.94 | 14.06 | 1.88 | 0.36 | |
| C7 | Mouth of the Copiapó River (1) | 0.41 | 0.07 | 0.43 | 63.34 | 34.96 | 0.75 | 0.04 | |
| C8 | Mouth of the Copiapó River (2) | 0.01 | 0.17 | 70.92 | 23.49 | 5.26 | 0.16 | 0 | |
| C9 | Puerto Viejo | 0.06 | 0.12 | 0.54 | 29.37 | 67.19 | 2.72 | 0.01 | |
| C10 | Playa La Virgen | 0 | 0.01 | 1.14 | 84.81 | 13.97 | 0.08 | 0 | |
| C11 | Barranquilla | 0.2 | 3.66 | 42.31 | 43.6 | 10.12 | 0.12 | 0 | |
| C12 | Caleta del Medio | 0 | 0.04 | 0.23 | 3.05 | 92.25 | 4.42 | 0 | |
| C13 | Bahía Chasco | 0.24 | 0.07 | 0.45 | 18.68 | 75.68 | 4.88 | 0 | |
| C14 | Pajonales | 0.82 | 0.67 | 1 | 20.79 | 75.52 | 1.21 | 0 | |
| C15 | Caleta Totoral | 5.29 | 29.44 | 50.19 | 13.03 | 2.01 | 0.02 | 0.02 | |
| Huasco | H1 | Carrizal Bajo (wetland) | 13.77 | 6.32 | 10.66 | 52.94 | 14.06 | 1.88 | 0.36 |
| H2 | Carrizal Bajo (beach) | 0 | 0.08 | 0.96 | 30.6 | 64.94 | 1.71 | 1.71 | |
| H3 | Mouth of the Huasco River | 0 | 0.04 | 0.04 | 48.91 | 49.03 | 1.96 | 0.02 | |
| H4 | Huasco beach | 0.09 | 0.03 | 0.09 | 4.21 | 92.06 | 3.47 | 0.03 | |
| H5 | Playa Brava | 0 | 0.18 | 2.33 | 75.32 | 22.11 | 0.06 | 0 | |
| H6 | Punta Tongoy | 0 | 0.06 | 24.98 | 71.22 | 3.73 | 0.01 | 0 | |
| H7 | La Chépica | 3.81 | 2.39 | 76.89 | 13.21 | 3.52 | 0.18 | 0 | |
| H8 | Bahía Sarco | 49.9 | 15.86 | 26.53 | 7.28 | 0.39 | 0.03 | 0.01 | |
| H9 | Los Burros Sur | 6.29 | 6.48 | 77.66 | 7.89 | 1.67 | 0.02 | 0 | |
| H10 | Agua la Zorra | 36.8 | 40.37 | 22.51 | 0.2 | 0.05 | 0.05 | 0.02 | |
| H11 | Chañaral de Aceituno | 38.12 | 26.46 | 22.19 | 5.61 | 4.26 | 2.91 | 0.45 |
| Element | Mean ± Standard Deviation | Median | Range | Coefficient of Variation (%) |
|---|---|---|---|---|
| As | 13.75 ± 35.76 | 2.8 | 0.3–159 | 323 |
| Cu | 262.87 ± 909.41 | 6.7 | 0.4–4734.7 | 438 |
| Fe | 15,820.99 ± 24,278.2 | 8906.6 | 1841.2–126,189.3 | 275 |
| Pb | 4.92 ± 8.23 | 1.7 | 0.6–45.2 | 437 |
| Zn | 35.06 ± 104.01 | 11.3 | 2.4–607.4 | 391 |
| Province | Sample | Location | Fe | Cu | Zn | As | Pb |
|---|---|---|---|---|---|---|---|
| Chañaral | Ch1 | Pan de Azúcar | 13,633.9 | 18.3 | 20.9 | 6.1 | 5.4 |
| Ch2 | Playa Blanca | 79,951.3 | 1857.4 | 607.4 | 159 | 45.2 | |
| Ch3 | Playa Grande | 7555.8 | 1691.6 | 7.2 | 52.6 | 4.1 | |
| Ch4 | Los Médanos | 4655.9 | 5.9 | 10 | 2.9 | 1.5 | |
| Ch5 | Los Toyos | 3468.1 | 6.1 | 7.6 | 1.3 | 1.4 | |
| Ch6 | Flamenco (Beach) | 5021.8 | 9.9 | 7.9 | 1.2 | 0.9 | |
| Ch7 | Flamenco (southern management area) | 4716.9 | 8.3 | 11 | 1.4 | 1.1 | |
| Copiapó | C1 | Ramada | 3842.4 | 3.7 | 5.1 | 1.4 | 0.7 |
| C2 | Balneario Caldera | 9707.8 | 96.9 | 18.4 | 1.8 | 7.4 | |
| C3 | Las Machas | 2596.9 | 2.5 | 6.1 | 1.3 | 0.8 | |
| C4 | Rocas Negras | 8906.6 | 3.1 | 9.6 | 2.1 | 1.7 | |
| C5 | Bahía Cisne | 7740.2 | 3.9 | 11.3 | 5.8 | 2.2 | |
| C6 | Copiapó River (wetland) | 12,088.6 | 10.9 | 24.6 | 6.3 | 5.7 | |
| C7 | Mouth of the Copiapó River (1) | 28,502 | 24.4 | 41.1 | 17.9 | 7.7 | |
| C8 | Mouth of the Copiapó River (2) | 23,098.5 | 13.9 | 34.9 | 8.3 | 7.9 | |
| C9 | Puerto Viejo | 18,154.7 | 13.5 | 35.2 | 7.6 | 7.1 | |
| C10 | Playa La Virgen | 1841.2 | 0.4 | 2.4 | 0.4 | 0.6 | |
| C11 | Barranquilla | 8379.2 | 3.6 | 15 | 1.4 | 0.9 | |
| C12 | Caleta del Medio | 4019.5 | 2.2 | 5.8 | 1.3 | 0.9 | |
| C13 | Bahía Chasco | 5272.6 | 5.3 | 6.4 | 2.3 | 1.7 | |
| C14 | Pajonales | 9910.9 | 6.1 | 11.3 | 2.8 | 1.9 | |
| C15 | Caleta Totoral | 7221.4 | 6.7 | 8.4 | 3 | 1.7 | |
| Huasco | H1 | Carrizal Bajo (wetland) | 16,142.8 | 21.5 | 19.2 | 7.9 | 11.2 |
| H2 | Carrizal Bajo (beach) | 10,321.6 | 39.1 | 15.8 | 4.5 | 9.4 | |
| H3 | Mouth of the Huasco River | 12,503.1 | 7 | 27.7 | 4.4 | 4.3 | |
| H4 | Huasco beach | 12,313.2 | 8.5 | 27.6 | 4.3 | 4.2 | |
| H5 | Playa Brava | 5717.4 | 2.4 | 8.3 | 0.4 | 0.8 | |
| H6 | Punta Tongoy | 4310 | 2.8 | 4.6 | 1.3 | 0.6 | |
| H7 | La Chépica | 11,625.7 | 5.7 | 6.8 | 0.9 | 0.7 | |
| H8 | Bahía Sarco | 126,189.3 | 4734.7 | 25.8 | 135.5 | 2.4 | |
| H9 | Los Burros Sur | 5859.3 | 2.9 | 8.8 | 0.4 | 0.7 | |
| H10 | Agua la Zorra | 14,894.2 | 2.7 | 16.2 | 0.3 | 1.4 | |
| H11 | Chañaral de Aceituno | 31,929.6 | 52.9 | 88.5 | 5.6 | 18.3 |
| Gravel | Very Coarse Sand | Coarse Sand | Medium Sand | Fine Sand | Very Fine Sand | Silt and Clay | Fe | Cu | Zn | As | Pb | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gravel | 1 | |||||||||||
| Very coarse sand | NS | 1 | ||||||||||
| Coarse sand | NS | NS | 1 | |||||||||
| Medium sand | −0.4 | −0.39 | NS | 1 | ||||||||
| Fine sand | −0.37 | −0.37 | −0.47 | NS | 1 | |||||||
| Very fine sand | NS | NS | NS | NS | NS | 1 | ||||||
| Silt and clay | NS | NS | NS | NS | NS | 0.5 | 1 | |||||
| Fe | NS | NS | NS | NS | NS | NS | NS | 1 | ||||
| Cu | NS | NS | NS | NS | NS | NS | NS | 0.89 | 1 | |||
| Zn | NS | NS | NS | NS | NS | NS | NS | 0.52 | NS | 1 | ||
| As | NS | NS | NS | NS | NS | NS | NS | 0.89 | 0.87 | 0.73 | 1 | |
| Pb | NS | NS | NS | NS | NS | NS | NS | 0.51 | NS | 0.93 | 0.65 | 1 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Bonnail, E.; Cruces, E.; Santibáñez, J.; Muñoz, J.M.; Prudencio, M.I.; Dias, M.I.; Marques, R.; Abad, M.; Izquierdo, T.; Ruiz, F. Assessment of Cu, As, Pb, Zn and Fe Enrichment in Intertidal Sediments Along the Atacama Coast, Northern Chile. Minerals 2026, 16, 643. https://doi.org/10.3390/min16060643
Bonnail E, Cruces E, Santibáñez J, Muñoz JM, Prudencio MI, Dias MI, Marques R, Abad M, Izquierdo T, Ruiz F. Assessment of Cu, As, Pb, Zn and Fe Enrichment in Intertidal Sediments Along the Atacama Coast, Northern Chile. Minerals. 2026; 16(6):643. https://doi.org/10.3390/min16060643
Chicago/Turabian StyleBonnail, Estefanía, Edgardo Cruces, John Santibáñez, Juan Manuel Muñoz, María Isabel Prudencio, María Isabel Dias, Rosa Marques, Manuel Abad, Tatiana Izquierdo, and Francisco Ruiz. 2026. "Assessment of Cu, As, Pb, Zn and Fe Enrichment in Intertidal Sediments Along the Atacama Coast, Northern Chile" Minerals 16, no. 6: 643. https://doi.org/10.3390/min16060643
APA StyleBonnail, E., Cruces, E., Santibáñez, J., Muñoz, J. M., Prudencio, M. I., Dias, M. I., Marques, R., Abad, M., Izquierdo, T., & Ruiz, F. (2026). Assessment of Cu, As, Pb, Zn and Fe Enrichment in Intertidal Sediments Along the Atacama Coast, Northern Chile. Minerals, 16(6), 643. https://doi.org/10.3390/min16060643

