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Munroe S, O'Mara K, Kenyon R, Coates-Marnane J, Faggotter SJ, Burford MA. Trace element and δ 13C values of the banana prawn Penaeus merguiensis reveal the importance of catchment-derived resources across both estuarine and nearshore habitats. MARINE ENVIRONMENTAL RESEARCH 2025; 206:107028. [PMID: 40024171 DOI: 10.1016/j.marenvres.2025.107028] [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: 08/05/2024] [Revised: 02/20/2025] [Accepted: 02/21/2025] [Indexed: 03/04/2025]
Abstract
Wet season freshwater flows deliver catchment nutrients (terrestrial and freshwater) to tropical estuaries that stimulate productivity and support consumers. However, the impact of flows on species in the adjacent nearshore is unclear. We investigated how freshwater flows affected the biochemical fingerprint, and by extension the resource use patterns, of the commercially important penaeid prawn, Penaeus merguiensis, in estuarine and nearshore habitats in the tropical Gulf of Carpentaria, Australia by comparing trace element and δ13C values of prawns across wet and dry seasons. We hypothesized wet season flow would increase resource homogenization, leading to similar biochemical profiles in prawns across these habitats. We identified an estuary-nearshore gradient in both trace element and δ13C values, with nearshore prawn profiles indicative of mixed catchment and marine contributions. Contrary to our hypothesis, there were seasonal changes in estuarine but not nearshore prawns, suggesting catchment resources were incorporated indirectly, rather than directly during high flow, into the nearshore food web, possibly via biogeochemical transformation processes. Therefore, nearshore prawns may be vulnerable to long-term flow disruptions.
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Affiliation(s)
- S Munroe
- Australian Rivers Institute, Griffith University, Meadowbrook, QLD, 4131, Australia; CSIRO Environment, Bindal and Wulgurukaba Land, Townsville, QLD, 4811, Australia.
| | - K O'Mara
- Australian Rivers Institute, Griffith University, Meadowbrook, QLD, 4131, Australia
| | - R Kenyon
- CSIRO Environment, 306 Carmody Road, St Lucia, QLD, 4067, Australia
| | - J Coates-Marnane
- Australian Rivers Institute, Griffith University, Meadowbrook, QLD, 4131, Australia; Healthy Land and Water, Level 11, 240 Queen St, Brisbane City, QLD, 4000, Australia
| | - S J Faggotter
- School of Environment and Science Griffith University, Meadowbrook, QLD, 4131, Australia
| | - M A Burford
- Australian Rivers Institute, Griffith University, Meadowbrook, QLD, 4131, Australia; School of Environment and Science Griffith University, Meadowbrook, QLD, 4131, Australia
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Ricardo F, Lopes ML, Mamede R, Domingues MR, Ferreira da Silva E, Patinha C, Calado R. Combined Use of Fatty Acid Profiles and Elemental Fingerprints to Trace the Geographic Origin of Live Baits for Sports Fishing: The Solitary Tube Worm ( Diopatra neapolitana, Annelida, Onuphidae) as a Case Study. Animals (Basel) 2024; 14:1361. [PMID: 38731365 PMCID: PMC11083138 DOI: 10.3390/ani14091361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 04/26/2024] [Accepted: 04/30/2024] [Indexed: 05/13/2024] Open
Abstract
Diopatra neapolitana Delle Chiaje, 1841 (Annelida, Onuphidae) is one of the most exploited polychaete species in European waters, particularly in Ria de Aveiro, a coastal lagoon in mainland Portugal, where the overexploitation of this resource has led to a generalized decline of local populations. In an attempt to reduce the impact of harvesting, several management actions were implemented, but illegal poaching still fuels a parallel economy that threatens the sustainable use of this marine resource. The present study evaluated the combination of fatty acid profiles and elemental fingerprints of the whole body and jaws, respectively, of D. neapolitana collected from four harvesting locations within Ria de Aveiro in order to determine if their geographic origin could be correctly assigned post-harvesting. Results showed that both fatty acid profiles and elemental fingerprints differ significantly among locations, discriminating the geographic origin with higher accuracy when combining these two natural barcodes than when employing each individually. The present work can, therefore, contribute to the implementation of an effective management plan for the sustainable use of this marine resource, making it possible to detect if D. neapolitana was sourced from no-take zones and if it was collected from the place of origin claimed by live bait traders.
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Affiliation(s)
- Fernando Ricardo
- Laboratório para a Inovação e Sustentabilidade dos Recursos Biológicos Marinhos (ECOMARE), Centro de Estudos do Ambiente e do Mar (CESAM), Departamento de Biologia, Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal; (M.L.L.); (R.M.)
| | - Marta Lobão Lopes
- Laboratório para a Inovação e Sustentabilidade dos Recursos Biológicos Marinhos (ECOMARE), Centro de Estudos do Ambiente e do Mar (CESAM), Departamento de Biologia, Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal; (M.L.L.); (R.M.)
| | - Renato Mamede
- Laboratório para a Inovação e Sustentabilidade dos Recursos Biológicos Marinhos (ECOMARE), Centro de Estudos do Ambiente e do Mar (CESAM), Departamento de Biologia, Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal; (M.L.L.); (R.M.)
| | - M. Rosário Domingues
- Centro de Estudos do Ambiento e do Mar (CESAM), Departamento de Química, Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal;
- Laboratório Associado para a Química Verde (LAQV-REQUIMTE), Departamento de Química, Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal
| | - Eduardo Ferreira da Silva
- Geobiosciências, Geoengenheiria e Geotecnologias (GEOBIOTEC), Departamento de Geociências, Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal; (E.F.d.S.); (C.P.)
| | - Carla Patinha
- Geobiosciências, Geoengenheiria e Geotecnologias (GEOBIOTEC), Departamento de Geociências, Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal; (E.F.d.S.); (C.P.)
| | - Ricardo Calado
- Laboratório para a Inovação e Sustentabilidade dos Recursos Biológicos Marinhos (ECOMARE), Centro de Estudos do Ambiente e do Mar (CESAM), Departamento de Biologia, Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal; (M.L.L.); (R.M.)
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Mamede R, Patinha C, Martins P, Ferreira da Silva E, Calado R, Ricardo F. Effects of H 2O 2 pretreatment on the elemental fingerprints of bivalve shells and their implications for the traceability of geographic origin. Heliyon 2024; 10:e25872. [PMID: 38434016 PMCID: PMC10906155 DOI: 10.1016/j.heliyon.2024.e25872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 02/02/2024] [Accepted: 02/05/2024] [Indexed: 03/05/2024] Open
Abstract
The fraudulent mislabelling of seafood geographic origin has been growing due to complex supply chains and growing consumer demand. To address this issue, seafood traceability tools, such as those based on elemental fingerprints (EF) of bivalve shells, have been successfully used to confirm their harvesting location. However, despite the usefulness of these methodologies, there is still room for optimization. Therefore, this study evaluated the effects of a routine procedure during bivalve shells preparation for ICP-MS analysis - their pretreatment with H2O2 to remove organic components. More specifically, the present study evaluated the effects of H2O2 on i) the elemental fingerprints of shells of two bivalve species (Ruditapes philippinarum and Cerastoderma edule) from four different locations over the north-western and the western Iberian coast, and ii) their influence on the accuracy of models (based on the EF of shells) used to confirm the geographic origin of these species. Significant differences were observed between untreated and pretreated shells of R. philippinarum (p within location ranging from 0.0001 to 0.0011) and C. edule (p ranging from 0.0001 to 0.0007 for C. edule) for both their elemental fingerprints as a whole and several individual elements. The accuracy of the models employed to determine the origin of the two bivalve species, using i) untreated shells, ii) pretreated shells, and iii) both pretreated and untreated shells grouped per location, was high, with the models accurately predicting the geographic origin of 100, 90 and 95% of R. philippinarum and 95, 100 and 95% of C. edule, respectively. These results show that the shifts in the EF of bivalve shells promoted by treating them with H2O2 prior to ICP-MS analysis did not affect the accuracy of the models used to confirm the geographic origin of both bivalve species. Therefore, the need to pre-treat bivalve shells with H2O2 can be dismissed in future studies addressing the traceability of bivalves when using ICP-MS, thus contributing to reducing environmental impacts and economic costs associated with this procedure, as well as the time required to obtain results.
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Affiliation(s)
- Renato Mamede
- ECOMARE, CESAM - Centre for Environmental and Marine Studies, Department of Biology, University of Aveiro, Santiago University Campus, 3810-193, Aveiro, Portugal
| | - Carla Patinha
- GEOBIOTEC, Department of Geosciences, University of Aveiro, Santiago University Campus, 3810-193, Aveiro, Portugal
| | - Patrícia Martins
- ECOMARE, CESAM - Centre for Environmental and Marine Studies, Department of Biology, University of Aveiro, Santiago University Campus, 3810-193, Aveiro, Portugal
| | - Eduardo Ferreira da Silva
- GEOBIOTEC, Department of Geosciences, University of Aveiro, Santiago University Campus, 3810-193, Aveiro, Portugal
| | - Ricardo Calado
- ECOMARE, CESAM - Centre for Environmental and Marine Studies, Department of Biology, University of Aveiro, Santiago University Campus, 3810-193, Aveiro, Portugal
| | - Fernando Ricardo
- ECOMARE, CESAM - Centre for Environmental and Marine Studies, Department of Biology, University of Aveiro, Santiago University Campus, 3810-193, Aveiro, Portugal
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Duarte B, Mamede R, Duarte IA, Caçador I, Reis-Santos P, Vasconcelos RP, Gameiro C, Rosa R, Tanner SE, Fonseca VF. Elemental and spectral chemometric analyses of Octopus vulgaris beaks as reliable markers of capture location. J Food Sci 2023; 88:1349-1364. [PMID: 36793205 DOI: 10.1111/1750-3841.16492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 12/21/2022] [Accepted: 01/20/2023] [Indexed: 02/17/2023]
Abstract
The high demand and economic relevance of cephalopods make them prone to food fraud, including related to harvest location. Therefore, there is a growing need to develop tools to unequivocally confirm their capture location. Cephalopod beaks are nonedible, making this material ideal for traceability studies as it can also be removed without a loss of commodity economic value. Within this context, common octopus (Octopus vulgaris) specimens were captured in five fishing areas along the Portuguese coast. Untargeted multi-elemental total X-ray fluorescence analysis of the octopus beaks revealed a high abundance of Ca, Cl, K, Na, S, and P, concomitant with the keratin and calcium phosphate nature of the material. We tested a suite of discrimination models on both elemental and spectral data, where the elements contributing most to discriminate capture location were typically associated with diet (As), human-related pressures (Zn, Se, and Mn), or geological features (P, S, Mn, and Zn). Among the six different chemometrics approaches used to classify individuals to their capture location according to their beaks' element concentration, classification trees attained a classification accuracy of 76.7%, whilst reducing the number of explanatory variables for sample classification and highlighting variable importance for group discrimination. However, using X-ray spectral features of the octopus beaks further improved classification accuracy, with the highest classification of 87.3% found with partial least-squares discriminant analysis. Ultimately, element and spectral analyses of nonedible structures such as octopus beaks can provide an important, complementary, and easily accessible means to support seafood provenance and traceability, whilst integrating anthropogenic and/or geological gradients.
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Affiliation(s)
- Bernardo Duarte
- MARE - Marine and Environmental Sciences Centre & ARNET - Aquatic Research Network Associated Laboratory, Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal.,Departamento de Biologia Vegetal da Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal
| | - Renato Mamede
- MARE - Marine and Environmental Sciences Centre & ARNET - Aquatic Research Network Associated Laboratory, Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal
| | - Irina A Duarte
- MARE - Marine and Environmental Sciences Centre & ARNET - Aquatic Research Network Associated Laboratory, Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal
| | - Isabel Caçador
- MARE - Marine and Environmental Sciences Centre & ARNET - Aquatic Research Network Associated Laboratory, Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal.,Departamento de Biologia Vegetal da Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal
| | - Patrick Reis-Santos
- Southern Seas Ecology Laboratories, School of Biological Sciences, The University of Adelaide, Adelaide, South Australia, Australia
| | | | - Carla Gameiro
- IPMA - Instituto Português do Mar e da Atmosfera, Algés, Portugal
| | - Rui Rosa
- MARE - Marine and Environmental Sciences Centre, Laboratório Marítimo da Guia & ARNET - Aquatic Research Network Associated Laboratory, Faculdade de Ciências da Universidade de Lisboa, Cascais, Portugal.,Departamento de Biologia Animal da Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal
| | - Susanne E Tanner
- MARE - Marine and Environmental Sciences Centre & ARNET - Aquatic Research Network Associated Laboratory, Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal.,Departamento de Biologia Animal da Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal
| | - Vanessa F Fonseca
- MARE - Marine and Environmental Sciences Centre & ARNET - Aquatic Research Network Associated Laboratory, Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal.,Departamento de Biologia Animal da Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal
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A comprehensive overview of emerging techniques and chemometrics for authenticity and traceability of animal-derived food. Food Chem 2023; 402:134216. [DOI: 10.1016/j.foodchem.2022.134216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 08/21/2022] [Accepted: 09/09/2022] [Indexed: 11/17/2022]
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Duarte B, Mamede R, Caçador I, Melo R, Fonseca VF. Trust your seaweeds: Fine-scale multi-elemental traceability of edible seaweed species harvested within an estuarine system. ALGAL RES 2023. [DOI: 10.1016/j.algal.2023.102975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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In the trail of “Maçã de Alcobaça” protected geographical indication (PGI): Multielement chemometrics as a security and anti-fraud tool to depict clones, cultivars and geographical origins and nutritional value. J Food Compost Anal 2023. [DOI: 10.1016/j.jfca.2022.104976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Mamede R, Duarte IA, Caçador I, Tanner SE, Silva M, Jacinto D, Fonseca VF, Duarte B. Elemental fingerprinting of sea urchin (Paracentrotus lividus) gonads to assess food safety and trace its geographic origin. J Food Compost Anal 2022. [DOI: 10.1016/j.jfca.2022.104764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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Harnessing the Full Power of Chemometric-Based Analysis of Total Reflection X-ray Fluorescence Spectral Data to Boost the Identification of Seafood Provenance and Fishing Areas. Foods 2022; 11:foods11172699. [PMID: 36076884 PMCID: PMC9455438 DOI: 10.3390/foods11172699] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Revised: 08/26/2022] [Accepted: 09/01/2022] [Indexed: 11/17/2022] Open
Abstract
Provenance and traceability are crucial aspects of seafood safety, supporting managers and regulators, and allowing consumers to have clear information about the origin of the seafood products they consume. In the present study, we developed an innovative spectral approach based on total reflection X-ray fluorescence (TXRF) spectroscopy to identify the provenance of seafood and present a case study for five economically relevant marine species harvested in different areas of the Atlantic Portuguese coast: three bony fish-Merluccius merluccius, Scomber colias, and Sparus aurata; one elasmobranch-Raja clavata; one cephalopod-Octopus vulgaris. Applying a first-order Savitzky-Golay transformation to the TXRF spectra reduced the potential matrix physical effects on the light scattering of the X-ray beam while maintaining the spectral differences inherent to the chemical composition of the samples. Furthermore, a variable importance in projection partial least-squares discriminant analysis (VIP-PLS-DA), with k - 1 components (where k is the number of geographical origins of each seafood species), produced robust high-quality models of classification of samples according to their geographical origin, with several clusters well-evidenced in the dispersion plots of all species. Four of the five species displayed models with an overall classification above 80.0%, whereas the lowest classification accuracy for S. aurata was 74.2%. Notably, about 10% of the spectral features that significantly contribute to class differentiation are shared among all species. The results obtained suggest that TXRF spectra can be used for traceability purposes in seafood species (from bony and cartilaginous fishes to cephalopods) and that the presented chemometric approach has an added value for coupling with classic TXRF spectral peak deconvolution and elemental quantification, allowing characterization of the geographical origin of samples, providing a highly accurate and informative dataset in terms of food safety.
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Stable isotope and trace element analysis for tracing the geographical origin of the Mediterranean mussel (Mytilus galloprovincialis) in food authentication. Food Control 2022. [DOI: 10.1016/j.foodcont.2022.109069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Kang X, Zhao Y, Tan Z, Ning J, Zhai Y, Zheng G. Evaluation of multivariate data analysis for marine mussels Mytilus edulis authentication in China: Based on stable isotope ratio and compositions of C, N, O and H. J Food Compost Anal 2022. [DOI: 10.1016/j.jfca.2022.104627] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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Kang X, Zhao Y, Peng J, Ding H, Tan Z, Han C, Sheng X, Liu X, Zhai Y. Authentication of the Geographical Origin of Shandong Scallop Chlamys farreri Using Mineral Elements Combined with Multivariate Data Analysis and Machine Learning Algorithm. FOOD ANAL METHOD 2022. [DOI: 10.1007/s12161-022-02346-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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Mamede R, Santos A, Díaz S, Ferreira da Silva E, Patinha C, Calado R, Ricardo F. Elemental fingerprints of bivalve shells (Ruditapes decussatus and R. philippinarum) as natural tags to confirm their geographic origin and expose fraudulent trade practices. Food Control 2022. [DOI: 10.1016/j.foodcont.2021.108785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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Duarte B, Carreiras J, Mamede R, Duarte IA, Caçador I, Reis-Santos P, Vasconcelos RP, Gameiro C, Rosa R, Tanner SE, Fonseca VF. Written in ink: elemental signatures in octopus ink successfully trace geographical origin. J Food Compost Anal 2022. [DOI: 10.1016/j.jfca.2022.104479] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Duarte B, Duarte IA, Caçador I, Reis-Santos P, Vasconcelos RP, Gameiro C, Tanner SE, Fonseca VF. Elemental fingerprinting of thornback ray (Raja clavata) muscle tissue as a tracer for provenance and food safety assessment. Food Control 2022. [DOI: 10.1016/j.foodcont.2021.108592] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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Elemental Chemometrics as Tools to Depict Stalked Barnacle ( Pollicipes pollicipes) Harvest Locations and Food Safety. MOLECULES (BASEL, SWITZERLAND) 2022; 27:molecules27041298. [PMID: 35209085 PMCID: PMC8874366 DOI: 10.3390/molecules27041298] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Revised: 02/07/2022] [Accepted: 02/11/2022] [Indexed: 11/17/2022]
Abstract
The stalked barnacle Pollicipes pollicipes is an abundant species on the very exposed rocky shore habitats of the Spanish and Portuguese coasts, constituting also an important economical resource, as a seafood item with high commercial value. Twenty-four elements were measured by untargeted total reflection X-ray fluorescence spectroscopy (TXRF) in the edible peduncle of stalked barnacles sampled in six sites along the Portuguese western coast, comprising a total of 90 individuals. The elemental profile of 90 individuals originated from several geographical sites (N = 15 per site), were analysed using several chemometric multivariate approaches (variable in importance partial least square discriminant analysis (VIP-PLS-DA), stepwise linear discriminant analysis (S-LDA), linear discriminant analysis (LDA), random forests (RF) and canonical analysis of principal components (CAP)), to evaluate the ability of each approach to trace the geographical origin of the animals collected. As a suspension feeder, this species introduces a high degree of background noise, leading to a comparatively lower classification of the chemometric approaches based on the complete elemental profile of the peduncle (canonical analysis of principal components and linear discriminant analysis). The application of variable selection approaches such as the VIP-PLS-DA and S-LDA significantly increased the classification accuracy (77.8% and 84.4%, respectively) of the samples according to their harvesting area, while reducing the number of elements needed for this classification, and thus the background noise. Moreover, the selected elements are similar to those selected by other random and non-random approaches, reinforcing the reliability of this selection. This untargeted analytical procedure also allowed to depict the degree of risk, in terms of human consumption of these animals, highlighting the geographical areas where these delicacies presented lower values for critical elements compared to the standard thresholds for human consumption.
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