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Nario N, Gomez NA, Negrin VL, Alvarez MB, Marcovecchio JE, Garrido M, Domini CE. An insight into sediment fractionation analysis: from sampling to visualisation of results. MARINE POLLUTION BULLETIN 2025; 218:118149. [PMID: 40382820 DOI: 10.1016/j.marpolbul.2025.118149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2025] [Revised: 05/09/2025] [Accepted: 05/10/2025] [Indexed: 05/20/2025]
Abstract
This review is focused on the importance of operational conditions for metal fractionation and their influence on the results obtained, using both sequential and single step extractions. The discussion is about the different pathways by which metals are incorporated into aquatic systems and the relationship between the nature of sediments and their interaction with metals. In addition, the relevance of the so-called metal extraction methods, either sequential or single-step extractions, to obtain information about the bioavailability and mobility of metals in sediments is considered. Several aspects, such as sampling and sample storage, sediment processing (drying and sieving), sediment mass/extractant volume ratio and operational time, are reviewed since they can significantly affect the recoveries of metals associated with each geochemical phase. Finally, chemometric techniques are addressed as useful tools to visualise and interpret the data obtained and transform them into relevant information. Although a variety of reagents and operating conditions have been used with satisfactory results, there are no standardised protocols, with the exception of the BCR, which has undergone successive modifications. This shows that even the best combination of extractants can have advantages and limitations, and the use of one protocol or another will depend on the type of information required. In this sense, the experimental conditions play a relevant role in obtaining reliable information on the mobility and availability of metals.
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Affiliation(s)
- Nicolas Nario
- INQUISUR, Departamento de Química, Universidad Nacional del Sur (UNS)-CONICET, Av. Alem 1253, 8000 Bahía Blanca, Argentina
| | - Natalia A Gomez
- INQUISUR, Departamento de Química, Universidad Nacional del Sur (UNS)-CONICET, Av. Alem 1253, 8000 Bahía Blanca, Argentina
| | - Vanesa L Negrin
- Instituto Argentino de Oceanografía (IADO-CONICET/UNS), Camino La Carrindanga km 7, 5, 8000 Bahía Blanca, Argentina; Departamento de Biología, Bioquímica y Farmacia, Universidad Nacional del Sur, San Juan 670, (8000), Bahía Blanca, Buenos Aires, Argentina
| | - Mónica B Alvarez
- INQUISUR, Departamento de Química, Universidad Nacional del Sur (UNS)-CONICET, Av. Alem 1253, 8000 Bahía Blanca, Argentina
| | - Jorge E Marcovecchio
- Academia Nacional de Ciencias Exactas, Físicas y Naturales (ANCEFN), Ciudad Autónoma de Buenos Aires (CABA), Argentina; Academia Nacional de Ciencias (ANC), Córdoba, Argentina
| | - Mariano Garrido
- INQUISUR, Departamento de Química, Universidad Nacional del Sur (UNS)-CONICET, Av. Alem 1253, 8000 Bahía Blanca, Argentina.
| | - Claudia E Domini
- INQUISUR, Departamento de Química, Universidad Nacional del Sur (UNS)-CONICET, Av. Alem 1253, 8000 Bahía Blanca, Argentina.
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Mortazavi MS, Sharifian S, Nozar SLM, Koohkan H. Spatial distribution and the ecological risks posed by heavy metals and total petroleum hydrocarbons (TPHs) in the sediments of mangrove and coral habitats of Northeast Persian Gulf. J Trace Elem Med Biol 2025; 87:127574. [PMID: 39632299 DOI: 10.1016/j.jtemb.2024.127574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Revised: 11/04/2024] [Accepted: 11/27/2024] [Indexed: 12/07/2024]
Abstract
BACKGROUND Heavy metals and total petroleum hydrocarbons (TPHs) are important pollutants in the aquatic ecosystem, and their long-term resistance, bio-accumulation, and bio-magnification during the food chain may cause adverse ecological and health risks. METHODS In here, the distribution and risk assessment of six heavy metals Cd, Pb, Ni, Cu, Zn, Cr, and TPHs were performed in the sediments of 32 regions situated in two mangroves (Tiab and Azini estuaries, Hara Mangrove forest protected area) and coral habitats (Larak and Hengam Islands) in Northeast of the Persian Gulf during 2020-2021. An atomic absorption device was used to determine the concentrations of heavy metals. Ecological risk of heavy metals is assessed through indices contamination factor (CF), contamination degree (CD), modified contamination degree (MCD), pollution load index (PLI), potential ecological risk index (PERI), and geoaccumulation index (Igeo). The spatial distribution of heavy metals was mapped through the inverse distance weighting (IDW) method in ArcMap. RESULTS The concentration of heavy metals indicated significant differences in spatial distribution. The maximum concentration of Cd 1.64 ± 0.001, Cr 18.41 ± 0.41 and Cu 40.5 ± 0.28 µg/g was observed at the regions situated in the Hara Mangrove forest protected area. Azini estuary had the maximum value of Zn 94.61 ± 30.74 and TPHs 4.47 ± 1.93 µg/g and finally, the highest value of concentration Ni 135.22 ± 1.85 µg/g and Pb 17.87 ± 2.17 g/gµ was found in Tiab estuary. The studied regions in the Tiab estuary and Hara Mangrove forest protected area were more contaminated than others and had considerable risks of Ni and Cd. Average ecological indices indicated the sediments of these areas especially Tiab, Hara Mangrove forest protected area, and Azini are moderately to considerably contaminated with Cd and Ni. Tiab was identified as the most contaminated area and all stations except Hengam Island were exposed to considerable ecological risks. Cadmium was found to be the riskiest heavy metal in the investigated region. The distribution of TPHs indicated there is no pollution of TPHs in the region. In all studied stations, the PELq (Toxicity of TPHs) and CF values showed the absence of potential risks of TPHs in sediments. CONCLUSIONS The findings indicated considerable contamination of Cd and Ni in the mangrove areas, especially Tiab, and it seems necessary to identify, manage, and control possible sources of contamination.
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Affiliation(s)
- Mohammad Seddiq Mortazavi
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran.
| | - Sana Sharifian
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran.
| | - Seyedeh Laili Mohebbi Nozar
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran
| | - Hadi Koohkan
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran
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Mousavi SH, Gholamalifard M, Ghasempouri SM. Biomonitoring potential of trace metal accumulation and bioavailability in coral skeletons and reef sediments of Persian Gulf: A comparative study. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2025; 290:117786. [PMID: 39847879 DOI: 10.1016/j.ecoenv.2025.117786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Revised: 01/13/2025] [Accepted: 01/20/2025] [Indexed: 01/25/2025]
Abstract
Nayband Marine National Park in the northern Persian Gulf is an important ecological areas, significantly impacted by industrial activites that poses risk of trace metal pollution to living organisms. In this study, we investigated the bioaccumulation of trace metals in scleractinian corals using annual growth bands and biota-sediment accumulation factor to assess their potential as biomonitoring organisms. Furthermore, to assess the sediment quality, sediment pollution indices and international guidelines was employed. To achieve this, three Faviidae coral and sixteen sediment samples were collected in March 2023 from three sites: an industrial zone (site I), a rural fishing zone (site II), and a marine protected area (site III). In first step, coral samples washed, sun-dried, sliced into 1-cm slabs, X-rayed to reveal annual growth bands, and powder was prepared from each growth band. Then freeze-dried sediments and coral powder were ground, sieved (63 μm), digested (using United States Environmental Protection Agency - Method 3050b) and filtered (Whatman No. 42). Finally, trace metals were analyzed using Inductively Coupled Plasma Mass Spectrometry instrument. The results show severe anthropogenic pollution at sites I and II compared to site III and significant differences between their sampling stations. Mg and Sr concentrations were highest in sediments and corals, respectively, while, Co is lowest in both. According to the sediment pollution indices, Site I showed the highest potential toxicity to biota, followed by Site II and then Site III. The results also suggest that the Faviidae corals are effective bio-indicators for Pb, Li, Cu, and Ni contamination.
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Affiliation(s)
- Seyed Hassan Mousavi
- Department of Environmental Science and Engineering, Faculty of Natural Resources and Marine Sciences, Tarbiat Modares University, 46417-76489, Iran
| | - Mehdi Gholamalifard
- Department of Environmental Science and Engineering, Faculty of Natural Resources and Marine Sciences, Tarbiat Modares University, 46417-76489, Iran.
| | - Seyed Mahmoud Ghasempouri
- Department of Environmental Science and Engineering, Faculty of Natural Resources and Marine Sciences, Tarbiat Modares University, 46417-76489, Iran.
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Mortazavi MS, Nozar SLM, Sharifian S, Koohkan H, Khoddami S, Akbarzadeh GA. Risk assessment of heavy metals and total petroleum hydrocarbons (TPHs) in coastal sediments of commercial and industrial areas of Hormozgan province, Iran. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH 2024; 46:236. [PMID: 38849629 DOI: 10.1007/s10653-024-01983-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Accepted: 04/04/2024] [Indexed: 06/09/2024]
Abstract
The significant increase in the pollution of heavy metals and organic pollutants, their stable nature, and their high toxicity are gradually becoming a global crisis. In a recent study, a comprehensive assessment of the spatial distribution of heavy metals and total petroleum hydrocarbons (TPHs), as well as an assessment of their ecological risks in the sediments of 32 stations located in commercial and industrial areas (Mainly focusing on petrochemical and power industries, desalination plants and transit Ports) of Hormozgan province (East and West of Jask, Bandar Abbas, Qeshm, and Bandar Lengeh) was performed during 2021-2022. The sediment samples were digested with HNO3, HCl and HF solvents. The concentration of heavy metals was determined with furnace and flame systems of atomic absorption spectrometer. The concentration of heavy metals showed significant spatial changes between stations. The ecological assessment indices between the regions indicated that the stations located in Shahid Bahonar Port, Suru Beach, and Khor gorsouzuan had a higher intensity of pollution than other places and significant risks of pollution, especially in terms of Cr and Ni. The average contamination degree (CD) (14.89), modified contamination degree (MCD) (2.48), pollution load index (PLI) (2.32), and potential ecological risk index (PERI) (100.30) showed the sediments in the area of Shahid Bahonar Port, Suru beach and Khor gorsouzuan, experience significant to high levels of pollution, especially Cr and Ni. Using contamination factor (CF) and Geoaccumulation index (Igeo), Cr was considered the most dangerous metal in the studied areas. Based on the global classification of marine sediment quality for the concentrations of TPHs, the sediments of the studied stations were classified as non-polluted to low pollution. In all regions, indices of the PELq (General toxicity) and CF (Contamination factor) were much lower than 0.1 and 1 respectively, showing the absence of adverse biological effects caused by TPHs in sediments. It is necessary to consider comprehensive and impressive strategies to control and reduce pollution of heavy metals, especially in the areas of Shahid Bahonar Port, Suru Beach, and Khor gorsouzuan, so that the sources of this pollution are required to be identified and managed.
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Affiliation(s)
- Mohammad Seddiq Mortazavi
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran
| | - Seyedeh Laili Mohebbi Nozar
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran.
| | - Sana Sharifian
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran.
| | - Hadi Koohkan
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran
| | - Sharareh Khoddami
- Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Tehran, Iran
| | - Gholam Ali Akbarzadeh
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran
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Madani SAM, Harami SRM, Rezaee P, Naji A. Distribution, risk assessment, and source identification of trace metal pollution along the Babolsar coastal area, Caspian Sea. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:89121-89131. [PMID: 35851935 DOI: 10.1007/s11356-022-21991-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2022] [Accepted: 07/09/2022] [Indexed: 06/15/2023]
Abstract
The Caspian Sea is exposed to numerous anthropogenic activities such as untreated wastewater discharge and agricultural activities which increased trace metals contamination. The current study was employed to assess the distribution, ecological risk assessment, and source identification of some trace metals in 125 samples of surface sediments and soil from 6 distinctive sections of Babolsar in the coastal line of the Caspian Sea. The sediment quality guidelines (SQGs) and individual risk assessment indices including enrichment factor (EF), geo-accumulation index (Igeo), contamination factor (Cf), and potential risk factor (Er) suggested a hazardous level of Cd and Cr contamination. There was a relatively high level of Pb contamination while other studied trace metals were at a low contamination level. Cumulative risk indices such as modified degree of contamination (mCD), pollution load index (PLI), and the potential ecological risk index (RI) identified that the river, wetland, and farmland sites were more contaminated compared to the Caspian Sea samples which exhibited a moderate level of contamination. The lowest level of contamination was recorded in the coastline and river delta sites. Two analytical methods including Pearson's correlation coefficient and multivariate clustering dendrogram were also applied to identify the potential sources of contamination. The results suggested that wastewaters, nitrogen, and phosphate fertilizers were the main anthropogenic source of Cd, Co, Pb, and Ni while fossil fuels and transportation activities were the predominant sources of anthropogenic Cu, V, and Zn contamination. Further studies about trace metals risk assessment and fractionation could contribute to more effective decisions for reducing the anthropogenic trace metal pollution in the Caspian Sea.
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Affiliation(s)
| | | | - Payman Rezaee
- Department of Geology, Faculty of Science, University of Hormozgan, Bandar Abbas, Iran
| | - Abolfazl Naji
- Department of Fisheries, Faculty of Marine Science and Technology, University of Hormozgan, Bandar Abbas, Iran.
- Department of Biogeochemistry and Geology, Leibniz Centre for Tropical Marine Research (ZMT), Wiener Str. 7, Bremen, Germany.
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Sharifian S, Mortazavi MS, Nozar SLM. Health risk assessment of commercial fish and shrimp from the North Persian Gulf. J Trace Elem Med Biol 2022; 72:127000. [PMID: 35605439 DOI: 10.1016/j.jtemb.2022.127000] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2021] [Revised: 05/12/2022] [Accepted: 05/13/2022] [Indexed: 11/16/2022]
Abstract
BACKGROUND Bioaccumulation of trace metals in the food web demands continuous monitoring of seafood safety. Here, the food safety of commercial fish bluespot mullet Crenimugil seheli, deep flounder Pseudorhombus elevates, and Jinga shrimp Metapenaeus affinis was assessed from commercial and industrial region of the West Bandar Abbas, the North Persian Gulf, for the first time. METHODS For this purpose, concentrations of trace metals Ni, Zn, Cu, Cr, Cd, and Pb, and their health risks were investigated. RESULTS Results showed the average concentration of all trace metals in all species was below concentrations proposed by WHO/FAO/USEPA. The finding on risk assessment of three species indicated three species are safe for daily consumption. Long-term consumption of three species would not pose potential non-carcinogenic health risk. However, it would result in carcinogenic effects from the ingestion of trace metals Ni, Cr, and Cd. CONCLUSIONS The data emphasizes the need for the continuous monitoring in this industrial region in the future to manage and control pollutant sources and to ensure the quality of seafood.
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Affiliation(s)
- Sana Sharifian
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran
| | - Mohammad Seddiq Mortazavi
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran.
| | - Seyedeh Laili Mohebbi Nozar
- Persian Gulf and Oman Sea Ecological Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas, Hormozgan, Iran
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Song Z, Sun Y, Liu P, Wang Y, Huang Y, Gao Y, Hu X. Invasion of
Spartina alterniflora
on
Zostera japonica
enhances the abundances of bacteria by absolute quantification sequencing analysis. Ecol Evol 2022; 12:e8939. [PMID: 35600690 PMCID: PMC9120208 DOI: 10.1002/ece3.8939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 04/15/2022] [Accepted: 05/04/2022] [Indexed: 11/26/2022] Open
Abstract
Plant invasion can alter soil organic matter composition and indirectly impact estuary ecology; therefore, it is paramount to understand how plant invasion influences the bacterial community. Here, we present an absolute quantification 16S rRNA gene sequencing to investigate the bacterial communities that were collected from Zostera japonica and Spartina alterniflora covered areas and Z. japonica degradation areas in the Yellow River Estuary. Our data revealed that the absolute quantity of bacteria in the surface layer was significantly (p < .05) higher than that in the bottom and degradation areas. Following the invasion of S. alterniflora, the abundances of Bacteroidia, Acidimicrobiaceae, and Dehalococcoidaceaewere enriched in the S. alterniflora sediment. In addition, variations in the composition of sediment bacterial communities at the phylum level were the most intimately related to total organic carbon (TOC), and the content of heavy metals could reduce the abundance of bacteria. This study provided some information to understand the effects of S. alterniflora invasion on Z. japonica from the perspective of microbiome level.
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Affiliation(s)
- Zenglei Song
- Key laboratory of Coastal Biology and Bioresource Utilization Yantai Institute of Costal Zone Research Chinese Academy of Sciences Yantai China
- Laboratory for Marine Biology and Biotechnology Qingdao National Laboratory for Marine Science and Technology Qingdao China
- University of Chinese Academy of Sciences Beijing China
| | - Yanyu Sun
- Key laboratory of Coastal Biology and Bioresource Utilization Yantai Institute of Costal Zone Research Chinese Academy of Sciences Yantai China
- Laboratory for Marine Biology and Biotechnology Qingdao National Laboratory for Marine Science and Technology Qingdao China
- University of Chinese Academy of Sciences Beijing China
| | - Pengyuan Liu
- Key laboratory of Coastal Biology and Bioresource Utilization Yantai Institute of Costal Zone Research Chinese Academy of Sciences Yantai China
- Laboratory for Marine Biology and Biotechnology Qingdao National Laboratory for Marine Science and Technology Qingdao China
- University of Chinese Academy of Sciences Beijing China
| | - Yibo Wang
- Key laboratory of Coastal Biology and Bioresource Utilization Yantai Institute of Costal Zone Research Chinese Academy of Sciences Yantai China
- Laboratory for Marine Biology and Biotechnology Qingdao National Laboratory for Marine Science and Technology Qingdao China
- University of Chinese Academy of Sciences Beijing China
| | - Yanyan Huang
- Key laboratory of Coastal Biology and Bioresource Utilization Yantai Institute of Costal Zone Research Chinese Academy of Sciences Yantai China
- Laboratory for Marine Biology and Biotechnology Qingdao National Laboratory for Marine Science and Technology Qingdao China
- University of Chinese Academy of Sciences Beijing China
| | - Yan Gao
- Marine Science Research Institute of Shandong Province National Oceanographic Center of Qingdao Qingdao China
| | - Xiaoke Hu
- Key laboratory of Coastal Biology and Bioresource Utilization Yantai Institute of Costal Zone Research Chinese Academy of Sciences Yantai China
- Laboratory for Marine Biology and Biotechnology Qingdao National Laboratory for Marine Science and Technology Qingdao China
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Bibak M, Tahmasebi S, Sattari M, Kafaei R, Ramavandi B. Empirical cumulative entropy as a new trace elements indicator to determine the relationship between algae-sediment pollution in the Persian Gulf, southern Iran. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:4634-4644. [PMID: 32946054 DOI: 10.1007/s11356-020-10838-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Accepted: 09/13/2020] [Indexed: 06/11/2023]
Abstract
In this paper, the amount of 19 elements in three species of algae and associated sediment in the northern margin of the Persian Gulf was investigated. A sampling of algae was performed on the coast with a length of 5 km in each station and surface sediment was sampled at the same time in low and middle intertidal zones. The values of elements in the samples were measured by using an inductively coupled plasma mass spectrometry (ICP-MS) device. Then, the amount of bioaccumulation factor in algae tissue relative to sediment (biota-sediment accumulation factor, BSAF) was determined. The value of BSAF was compared with the empirical cumulative entropy (ECE). ECE is based on comparing the element information in algae with those in sediments. The results showed that BSAF was very closely related to the ECE factor so that significant correlations were obtained for algae species of P. gymnospora (ECE = 0.477 BSAF, R2: 0.967), H. hamulosa (ECE = 0.542 BSAF, R2: 0.979), and C. membranacea (ECE = 0.356 BSAF, R2: 0.976). The ECE values > 0.4 were similar to those obtained for BSAF > 1, exhibiting that the element accumulation in algae was higher than in sediments. Based on ECE, to determine the vanadium accumulation in the environment, the C. membranacea algae are more appropriate than H. hamulosa. Overall, the data showed that ECE is a good alternative to BSAF in estimating marine pollution.
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Affiliation(s)
- Mehdi Bibak
- Department of Fisheries, Faculty of Natural Resources, University of Guilan, Sowmeh Sara, Iran
| | - Saeid Tahmasebi
- Department of Statistics, Persian Gulf University, Bushehr, Iran
| | - Masoud Sattari
- Department of Fisheries, Faculty of Natural Resources, University of Guilan, Sowmeh Sara, Iran
- Department of Marine Biology, The Caspian Basin Research Center, University of Guilan, Rasht, Iran
| | - Raheleh Kafaei
- Student Research Committee, School of Public Health and Safety, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Bahman Ramavandi
- Department of Environmental Health Engineering, Faculty of Health and Nutrition, Bushehr University of Medical Sciences, Bushehr, Iran.
- Systems Environmental Health and Energy Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran.
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