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Chaira K, Rhinane H, Ennaffah B, Dellal M, Abouabdellah R, Ammari S, Bouthir FZ, Sagou R, Benbrahim S, Yassir A, Abdelouahab H, Masseret E, Laabir M. First insights into the distribution and diversity of toxic dinoflagellate cysts in the surface sediments of Dakhla Bay (African Atlantic coast): relationships with environmental factors and mollusk intoxication events. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:50746-50766. [PMID: 39103579 DOI: 10.1007/s11356-024-34451-y] [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: 10/14/2023] [Accepted: 07/18/2024] [Indexed: 08/07/2024]
Abstract
Dakhla Bay, situated on the African Atlantic coast, has witnessed sporadic harmful algal blooms (HABs) caused by toxic dinoflagellate species over the past two decades. In this study, we investigated the distribution, abundance, and diversity of dinoflagellate cysts, with a focus on potentially toxic species that develop in this ecosystem where such data are lacking. Sediment samples were collected in April 2018 through coring at 49 stations distributed across the bay. The highest abundance of dinoflagellate cysts was recorded at 304 cysts/g dry sediment, observed at the inner part of the bay, indicating that this area is the preferential zone for cyst accumulation. Pearson's tests revealed significant positive correlations (P < 0.05) between cyst abundance and the water content, organic matter, and fine fraction (< 63 μm) of the sediment. Cyst morphotypes of potentially toxic dinoflagellate species known to produce saxitoxins, such as Alexandrium minutum, Alexandrium tamarense species complex, Gymnodinium catenatum, and yessotoxins, such as Lingulodinium polyedrum and Gonyaulax cf. spinifera, were identified in the sediment of Dakhla Bay. These findings were further supported by our long-term monitoring period (2005-2018), underscoring the presence of these HAB species in Dakhla Bay. During our survey, sporadic mollusk intoxication events were recorded at station PK25 for the grooved razor shell Solen marginatus and at station Boutelha for the oyster Crassostrea gigas. Paralytic shellfish toxin concentrations exceeded the sanitary threshold (80 μg STX di-HCl eq/100 g of shellfish meat) only twice, in December 2006 and January 2007 at station PK25. Contamination by amnesic shellfish toxins occurred sporadically but never reached the sanitary threshold of 20 µg/g of shellfish meat. Lipophilic shellfish intoxication occurred multiple times in the two investigated areas. These observations suggest that the cysts of the identified HAB species germinated and inoculated the water column, resulting in the observed intoxication events. Relatively low levels of intoxication could be attributed to the moderate abundances of cysts, which may reduce the seeding capacity. This could be explained by the significant interaction of Dakhla Bay with the Atlantic Ocean, characterized by hydrological dynamics that impede the deposition and accumulation of cysts in the bay's sediments. This study reaffirms the importance of investigating dinoflagellate cysts in assessing the diversity of HAB species and evaluating associated sanitary risks.
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Affiliation(s)
- Karima Chaira
- National Institute of Fisheries Research, Casablanca, Morocco
- Geosciences Laboratory, Department of Geology, Faculty of Sciences, Hassan II University, Casablanca, Morocco
- Univ Montpellier, MARBEC, CNRS, IRD, Ifremer, Place E. Bataillon, CC93, 34095, Montpellier cedex 5, France
| | - Hassan Rhinane
- Geosciences Laboratory, Department of Geology, Faculty of Sciences, Hassan II University, Casablanca, Morocco
| | | | - Mina Dellal
- National Institute of Fisheries Research, Casablanca, Morocco
| | - Rachid Abouabdellah
- Agadir LSSMM Reg Ctr, National Institute of Fisheries Research, Agadir, Morocco
| | - Sanae Ammari
- National Institute of Fisheries Research, Casablanca, Morocco
| | | | - Reqia Sagou
- National Institute of Fisheries Research, Casablanca, Morocco
| | - Samir Benbrahim
- National Institute of Fisheries Research, Casablanca, Morocco
| | - Anas Yassir
- National Institute of Fisheries Research, Casablanca, Morocco
| | | | - Estelle Masseret
- Univ Montpellier, MARBEC, CNRS, IRD, Ifremer, Place E. Bataillon, CC93, 34095, Montpellier cedex 5, France
| | - Mohamed Laabir
- Univ Montpellier, MARBEC, CNRS, IRD, Ifremer, Place E. Bataillon, CC93, 34095, Montpellier cedex 5, France.
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Gogoi P, Das SK, Jana C, Das BK, Saha A, Ramteke K, Jaiswar AK, Samanta S, Roshith CM. Assessing the trophic status of a tropical microtidal estuary applying TRIX and Random Forest - A combined approach. MARINE POLLUTION BULLETIN 2024; 200:116126. [PMID: 38330813 DOI: 10.1016/j.marpolbul.2024.116126] [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: 01/02/2024] [Revised: 02/01/2024] [Accepted: 02/02/2024] [Indexed: 02/10/2024]
Abstract
The present study assessed the trophic status of a medium-sized microtidal estuary, Rushikulya, India using a combination of mutimetric trophic indices (TRIX, TRBIX) and a machine learning approach (Random Forest). A total of 108 samples were considered to build a predictive model for chlorophyll a (Chl a) and 17 response water variables by observing two annual periods (2021-2023) at six sampling sites. Mean values of TRIX (5.04 ± 0.72) and TRBIX (0.17 ± 0.08) reflected that the estuary has a moderate degree of eutrophication with 'good' water quality and 'biomass saturated'. However, the threshold of TRIX represents a transition state from 'moderate' to 'high' eutrophic. Random Forest model reflected that no apparent association between Chl a and water turbidity above 30 NTU and eutrophication in the estuary fluctuated mainly due to PO43--P along with electrical conductivity. Linear statistical correlations showed high correlation between Chl a and conductivity and a negative correlation between Chl a and dissolved oxygen, unlike PO43--P.
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Affiliation(s)
- Pranab Gogoi
- ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata 700120, India
| | - Sanjoy Kumar Das
- ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata 700120, India
| | - Chayna Jana
- ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata 700120, India
| | - Basanta Kumar Das
- ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata 700120, India.
| | - Ajoy Saha
- ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata 700120, India
| | - Karankumar Ramteke
- ICAR-Central Institute of Fisheries Education, Versova, Mumbai 400061, Maharastra, India
| | - A K Jaiswar
- ICAR-Central Institute of Fisheries Education, Versova, Mumbai 400061, Maharastra, India
| | - S Samanta
- ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata 700120, India
| | - C M Roshith
- ICAR-Central Inland Fisheries Research Institute, Barrackpore, Kolkata 700120, India
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Ye S, Wen L, Gao L, Zhang J, Zhang H, Yang S, Hu E, Deng J, Xiao M, Zamyadi A, Pan B, Li M. Exploring intrinsic distribution of phytoplankton relative abundance and biomass in combination with continental-scale field investigation and microcosm experiment. WATER RESEARCH 2024; 248:120853. [PMID: 38006833 DOI: 10.1016/j.watres.2023.120853] [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: 07/11/2023] [Revised: 11/08/2023] [Accepted: 11/09/2023] [Indexed: 11/27/2023]
Abstract
Phytoplankton are primary producers in aquatic ecosystems and their diversity directly affects the community stability and primary productivity. However, the commonly used diversity indices (such as Shannon and Pielou indices) were originally derived from other fields rather than ecology and did not have a direct biological explanatory function. There is still a need to incorporate biological explanatory functions into diversity evaluation methods and theories to bridge the gap between phytoplankton biodiversity and biological characteristics. This study aimed to explicate the intrinsic distribution patterns of phytoplankton relative abundance and biomass. Our study demonstrated an exponential distribution pattern of phytoplankton relative abundance and biomass ranking through field investigations of 367 phytoplankton samples in China and microcosm experiments, respectively. Microcosm experiments illustrated that the linear distribution of the specific growth rate ranking resulted in an exponential distribution of the relative phytoplankton biomass ranking due to exponential growth patterns. Through mathematical deduction, it was found that the three indices a, k and N in the exponential distribution could be considered as the critical relative abundance of extinction, competition coefficient and the environmental taxa capacity, respectively. We found that a was positively correlated with Shannon index and Pielou index, k was negatively correlated with Shannon index, Pielou index and Chao1 index. In addition, N and Chao1 index were almost exactly the same. Our study obtained these indices based on the distribution pattern of phytoplankton, enabling a comprehensive analysis of the phytoplankton community and providing novel insights for further evaluating the health of aquatic ecosystems.
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Affiliation(s)
- Sisi Ye
- College of Natural Resources and Environment, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Ling Wen
- College of Natural Resources and Environment, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Li Gao
- Institute for Sustainable Industries and Liveable Cities, Victoria University, PO Box 14428, Melbourne, Victoria 8001, Australia
| | - Junyi Zhang
- Jiangsu Wuxi Environmental Monitoring Center, No. 123, Zhouxindong Road, Binbu District, Wuxi, Jiangsu Province, China
| | - Haihan Zhang
- School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, China
| | - Songqi Yang
- Gansu Microalgae Technology Innovation Center, Key Laboratory of Hexi Corridor Resources Utilization of Gansu, Hexi University, Zhangye, Gansu 734000, China
| | - En Hu
- Shaanxi Provincial Academy of Environmental Science, Xi'an 710061, China
| | - Jianming Deng
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing 210008, China
| | - Man Xiao
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing 210008, China
| | - Arash Zamyadi
- Department of Civil Engineering, Monash University, Clayton, Victoria 3800, Australia
| | - Baozhu Pan
- State Key Laboratory of Eco-hydraulics in the Northwest Arid Region of China, Xi'an University of Technology, Xi'an 710048, Shaanxi, China.
| | - Ming Li
- College of Natural Resources and Environment, Northwest A&F University, Yangling 712100, Shaanxi, China.
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