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Fujibayashi M, Nitta M, Aomori S, Sakamaki T, Okano K, Sugiyama H, Miyata N. Exploring the use of fish as indicators of eicosapentaenoic and docosahexaenoic supply in lake ecosystems. Oecologia 2023; 202:743-755. [PMID: 37568056 DOI: 10.1007/s00442-023-05433-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Accepted: 08/03/2023] [Indexed: 08/13/2023]
Abstract
An adequate supply of food sources with high levels (i.e., weight proportion of total fatty acids) and contents (i.e., absolute amount per mass) of long chain polyunsaturated fatty acids such as eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA) are important for ecosystems. Therefore, the supply of EPA and DHA from basal food sources is a useful indicator of ecosystem health. To determine whether EPA and DHA levels and contents in fish can be used as indicators of EPA and DHA supply in lakes, five dominant species of fish and basal food sources (seston and sediment) were collected monthly from June to November from 2016 to 2021 from Lake Hachiro, Japan. Seston and Hypomesus nipponensis were collected from 12 lakes (one collection per lake) with varying seston contents in EPA and DHA. The trends of EPA and DHA in all fish species were similar to those of the basal food sources. Correlation analysis showed that the EPA levels were strongly correlated between fish and seston; moreover, the correlation coefficient increased when a 1- or 2-month moving average was applied to the basal food sources, suggesting that fish represent a time-integrated supply of EPA and DHA. EPA levels of H. nipponensis had the highest correlation coefficients with seston among all fish species. EPA levels of H. nipponensis were significantly correlated with those of seston among lakes. The results of this study suggest that H. nipponensis is a useful indicator of EPA and DHA supplies in lake ecosystems.
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Affiliation(s)
- Megumu Fujibayashi
- Faculty of Engineering, Kyushu University, 774, Motooka, Nishi-Ku, Fukuoka, 819-0395, Japan.
- Faculty of Bioresource Sciences, Akita Prefectural University, 241-438, Kaido-Bata Nishi, Shimoshinjo-Nakano, Akita, 010-0195, Japan.
| | - Mayumi Nitta
- Faculty of Bioresource Sciences, Akita Prefectural University, 241-438, Kaido-Bata Nishi, Shimoshinjo-Nakano, Akita, 010-0195, Japan
| | - Sota Aomori
- Faculty of Bioresource Sciences, Akita Prefectural University, 241-438, Kaido-Bata Nishi, Shimoshinjo-Nakano, Akita, 010-0195, Japan
| | - Takashi Sakamaki
- School of Engineering, Tohoku University, 6-6-06, Aramaki-Aoba, Aoba, Sendai, Miyagi, 980-8579, Japan
| | - Kunihiro Okano
- Faculty of Bioresource Sciences, Akita Prefectural University, 241-438, Kaido-Bata Nishi, Shimoshinjo-Nakano, Akita, 010-0195, Japan
| | - Hideki Sugiyama
- Faculty of Bioresource Sciences, Akita Prefectural University, 241-438, Kaido-Bata Nishi, Shimoshinjo-Nakano, Akita, 010-0195, Japan
| | - Naoyuki Miyata
- Faculty of Bioresource Sciences, Akita Prefectural University, 241-438, Kaido-Bata Nishi, Shimoshinjo-Nakano, Akita, 010-0195, Japan
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Pilecky M, Winter K, Wassenaar LI, Kainz MJ. Compound-specific stable hydrogen isotope (δ 2 H) analyses of fatty acids: A new method and perspectives for trophic and movement ecology. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2021; 35:e9135. [PMID: 34080229 DOI: 10.1002/rcm.9135] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Revised: 05/29/2021] [Accepted: 06/01/2021] [Indexed: 06/12/2023]
Abstract
RATIONALE Compound-specific stable isotope analysis (CSIA) is a powerful tool for a better understanding of trophic transfer of dietary molecules in and across ecosystems. Hydrogen isotope values (δ2 H) in consumer tissues have potential to more clearly distinguish dietary sources than 13 C or 15 N values within and among habitats, but have not been used at the fatty acid level for ecological purposes. METHODS Here we demonstrate a new online high-capacity gas chromatography-isotope ratio mass spectrometry technique (2 H-CSIA) that offers accurate and reproducible determination of δ2 H values for a range of fatty acids from organisms of aquatic food webs. RESULTS We show that lipid extracts obtained from aquatic sources, such as biofilms, leaves, invertebrates, or fish muscle tissue, have distinctive δ2 H values that can be used to assess sources and trophic interactions, as well as dietary allocation and origin of fatty acids within consumer tissue. CONCLUSIONS The new 2 H-CSIA method can be applied to evaluate sources and trophic dynamics of fatty acids in organisms ranging from food web ecology to migratory connectivity.
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Affiliation(s)
- Matthias Pilecky
- WasserCluster Lunz - Biologische Station, Dr. Carl-Kupelwieser Promenade 5, Lunz/See, 3293, Austria
- Department of BioMedical Research, Danube University Krems, Krems, 3500, Austria
| | - Katharina Winter
- WasserCluster Lunz - Biologische Station, Dr. Carl-Kupelwieser Promenade 5, Lunz/See, 3293, Austria
| | - Leonard I Wassenaar
- International Atomic Energy Agency, Vienna International Centre, Vienna, 1400, Austria
| | - Martin J Kainz
- WasserCluster Lunz - Biologische Station, Dr. Carl-Kupelwieser Promenade 5, Lunz/See, 3293, Austria
- Department of BioMedical Research, Danube University Krems, Krems, 3500, Austria
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The Negative Relationship between Fouling Organisms and the Content of Eicosapentaenoic Acid and Docosahexaenoic Acid in Cultivated Pacific Oysters, Crassostrea gigas. Mar Drugs 2021; 19:md19070369. [PMID: 34202307 PMCID: PMC8305761 DOI: 10.3390/md19070369] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 06/19/2021] [Accepted: 06/22/2021] [Indexed: 11/17/2022] Open
Abstract
Bivalves serve as an important aquaculture product, as they are the source of essential fatty acids, such as eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA), in our diet. However, their cultivation in the wild can be affected by fouling organisms that, in turn, affect their EPA and DHA content. The effects of fouling organisms on the EPA and DHA contents of cultivated bivalves have not been well documented. We examined the effects of fouling organisms on the EPA and DHA contents and condition index of cultured oysters, Crassostrea gigas, in an aquaculture system. We sampled two-year-old oysters from five sites in Shizugawa Bay, Japan, in August 2014. Most of the fouling organisms were sponges, macroalgae, and Mytilus galloprovincialis. A significant negative relationship existed between the DHA content in C. gigas and the presence of sponges and macroalgae. A lower C. gigas EPA content corresponded to a higher M. galloprovincialis fouling mass and a lower C. gigas condition index. This can be explained by dietary competition between C. gigas and M. galloprovincialis for diatoms, which were the main producer of EPA in our study sites. Our findings indicate that fouling organisms likely reduce the EPA and DHA content in cultivated oysters. Therefore, our results suggest that the current efforts to remove fouling organisms from oyster clusters is an effective strategy to enhance the content of EPA and DHA in oysters.
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Scharnweber K, Chaguaceda F, Eklöv P. Fatty acid accumulation in feeding types of a natural freshwater fish population. Oecologia 2021; 196:53-63. [PMID: 33900451 PMCID: PMC8139920 DOI: 10.1007/s00442-021-04913-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Accepted: 03/30/2021] [Indexed: 01/12/2023]
Abstract
Fatty acids are widely used to study trophic interactions in food web assemblages. Generally, it is assumed that there is a very small modification of fatty acids from one trophic step to another, making them suitable as trophic biomarkers. However, recent literature provides evidence that many fishes possess genes encoding enzymes with a role in bioconversion, thus the capability for bioconversion might be more widespread than previously assumed. Nonetheless, empirical evidence for biosynthesis occurring in natural populations remains scarce. In this study, we investigated different feeding types of perch (Perca fluviatilis) that are specialized on specific resources with different levels of highly unsaturated fatty acids (HUFAs), and analyzed the change between HUFA proportions in perch muscle tissue compared to their resources. Perch showed matching levels to their resources for EPA, but ARA and especially DHA were accumulated. Compound-specific stable isotope analyses helped us to identify the origin of HUFA carbon. Our results suggest that perch obtain a substantial amount of DHA via bioconversion when feeding on DHA-poor benthic resources. Thus, our data indicate the capability of bioconversion of HUFAs in a natural freshwater fish population.
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Affiliation(s)
- Kristin Scharnweber
- Department of Ecology and Genetics, Limnology, Uppsala University, Uppsala, Sweden.
- Plant Ecology and Nature Conservation, University of Potsdam, Potsdam, Germany.
| | - Fernando Chaguaceda
- Department of Ecology and Genetics, Limnology, Uppsala University, Uppsala, Sweden
- Department of Aquatic Sciences and Assessment, Swedish University of Agricultural Sciences, Uppsala, Sweden
| | - Peter Eklöv
- Department of Ecology and Genetics, Limnology, Uppsala University, Uppsala, Sweden
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Fujibayashi M, Furuta S, Inoue E, Ichise S, Takei N. Dominance of harmful algae, Microcystis spp. and Micrasterias hardyi, has negative consequences for bivalves in a freshwater lake. HARMFUL ALGAE 2021; 101:101967. [PMID: 33526189 DOI: 10.1016/j.hal.2020.101967] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Revised: 11/28/2020] [Accepted: 12/10/2020] [Indexed: 06/12/2023]
Abstract
The proliferation of cyanobacteria Microcystis spp. and the invading green alga Micrasterias hardyi in Lake Biwa has been increasing. However, the available knowledge on the dietary utilization of these cyanobacterial and algal species by bivalves, which are key species in lake ecosystems, is limited. In this study, we examined the dietary quality and utilization of these species by freshwater bivalves of the Corbicula spp., which are important fishery resources, by performing feeding experiments and field investigations based on fatty acid profiles and stomach content analysis. Although a significant increase in the dry weight and condition factor of the Corbicula spp. individuals fed on diatom was observed at the end of the experiment, for the individuals fed on Microcystis aeruginosa or M. hardyi, a dry weight increase was not observed and their condition factor decreased. Moreover, the fatty acid profile of the Corbicula spp. individuals fed on M. aeruginosa or M. hardyi indicated that they did not assimilate these diets, even though filtration was confirmed during the experiments. However, the stomach contents of wild Corbicula spp. specimens, collected from six sampling sites in Lake Biwa on four sampling occasions, showed that Microcystis spp. were the most abundant dietary items in all sites and on all occasions. Moreover, M. hardyi was detected during the analysis of stomach contents; this alga was the third most abundant algal species. As shown in the feeding experiments, they do not contribute to bivalve growth, indicating that the high occupation of Microcystis spp. and M. hardyi in the consumer's stomach may inhibit effective carbon transfer. The expansion of these unsuitable dietary organisms may affect the stability of lake ecosystems.
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Affiliation(s)
- Megumu Fujibayashi
- Faculty of Engineering, Kyushu University, W3-917, Motooka744, Nishiku Fukuoka City, Fukuoka Prefecture 819-0395, Japan.
| | - Seiko Furuta
- Lake Biwa Environmental Research Institute, Shiga Prefectural Government, 5-34, Yanagasaki, Ohtsu City, Shiga Prefecture 520-0022, Japan
| | - Eiso Inoue
- Lake Biwa Environmental Research Institute, Shiga Prefectural Government, 5-34, Yanagasaki, Ohtsu City, Shiga Prefecture 520-0022, Japan
| | - Satoshi Ichise
- Lake Biwa Environmental Research Institute, Shiga Prefectural Government, 5-34, Yanagasaki, Ohtsu City, Shiga Prefecture 520-0022, Japan
| | - Naoko Takei
- Toray Techno Co., Ltd., 1-1-1, Sonoyama, Otsu City, Shiga Prefecture 520-084, Japan
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Burian A, Nielsen JM, Hansen T, Bermudez R, Winder M. The potential of fatty acid isotopes to trace trophic transfer in aquatic food-webs. Philos Trans R Soc Lond B Biol Sci 2020; 375:20190652. [PMID: 32536314 DOI: 10.1098/rstb.2019.0652] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Compound-specific isotope analyses (CSIA) of fatty acids (FA) constitute a promising tool for tracing energy flows in food-webs. However, past applications of FA-specific carbon isotope analyses have been restricted to a relatively coarse food-source separation and mainly quantified dietary contributions from different habitats. Our aim was to evaluate the potential of FA-CSIA to provide high-resolution data on within-system energy flows using algae and zooplankton as model organisms. First, we investigated the power of FA-CSIA to distinguish among four different algae groups, namely cyanobacteria, chlorophytes, haptophytes and diatoms. We found substantial within-group variation but also demonstrated that δ13C of several FA (e.g. 18:3ω3 or 18:4ω3) differed among taxa, resulting in group-specific isotopic fingerprints. Second, we assessed changes in FA isotope ratios with trophic transfer. Isotope fractionation was highly variable in daphnids and rotifers exposed to different food sources. Only δ13C of nutritionally valuable poly-unsaturated FA remained relatively constant, highlighting their potential as dietary tracers. The variability in fractionation was partly driven by the identity of food sources. Such systematic effects likely reflect the impact of dietary quality on consumers' metabolism and suggest that FA isotopes could be useful nutritional indicators in the field. Overall, our results reveal that the variability of FA isotope ratios provides a substantial challenge, but that FA-CSIA nevertheless have several promising applications in food-web ecology. This article is part of the theme issue 'The next horizons for lipids as 'trophic biomarkers': evidence and significance of consumer modification of dietary fatty acids'.
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Affiliation(s)
- Alfred Burian
- Department of Ecology, Environment and Plant Sciences, Stockholm University, 10691 Stockholm, Sweden.,Environmental Sustainability Research Centre, University of Derby, Derby DE22 1GB, UK
| | - Jens M Nielsen
- Department of Ecology, Environment and Plant Sciences, Stockholm University, 10691 Stockholm, Sweden
| | - Thomas Hansen
- Helmholtz Centre for Ocean Research Kiel (GEOMAR), Kiel, Germany
| | - Rafael Bermudez
- Facultad de Ingeniería Marítima, Ciencias Biológicas, Oceánicas y Recursos Naturales, Escuela Superior Politécnica del Litoral, ESPOL, Guayaquil, Ecuador
| | - Monika Winder
- Department of Ecology, Environment and Plant Sciences, Stockholm University, 10691 Stockholm, Sweden
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Zhang X, Han D, Chen X, Zhao X, Cheng J, Liu Y. Combined use of fatty acid profile and fatty acid δ13C fingerprinting for origin traceability of scallops (Patinopecten yessoensis, Chlamys farreri, and Argopecten irradians). Food Chem 2019; 298:124966. [DOI: 10.1016/j.foodchem.2019.124966] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2019] [Revised: 05/16/2019] [Accepted: 06/08/2019] [Indexed: 01/18/2023]
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Origin of Carbon and Essential Fatty Acids in Higher Trophic Level Fish in Headwater Stream Food Webs. Biomolecules 2019; 9:biom9090487. [PMID: 31540333 PMCID: PMC6770133 DOI: 10.3390/biom9090487] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2019] [Revised: 09/11/2019] [Accepted: 09/12/2019] [Indexed: 01/23/2023] Open
Abstract
Dietary carbon sources in headwater stream food webs are divided into allochthonous and autochthonous organic matters. We hypothesized that: 1) the dietary allochthonous contribution for fish in headwater stream food webs positively relate with canopy cover; and 2) essential fatty acids originate from autochthonous organic matter regardless of canopy covers, because essential fatty acids, such as 20:5ω3 and 22:6ω3, are normally absent in allochthonous organic matters. We investigated predatory fish Salvelinus leucomaenis stomach contents in four headwater stream systems, which are located in subarctic region in northern Japan. In addition, stable carbon and nitrogen isotope ratios, fatty acid profile, and stable carbon isotope ratios of essential fatty acids were analyzed. Bulk stable carbon analysis showed the major contribution of autochthonous sources to assimilated carbon in S. leucomaenis. Surface baits in the stomach had intermediate stable carbon isotope ratios between autochthonous and allochthonous organic matter, indicating aquatic carbon was partly assimilated by surface baits. Stable carbon isotope ratios of essential fatty acids showed a positive relationship between autochthonous sources and S. leucomaenis across four study sites. This study demonstrated that the main supplier of dietary carbon and essential fatty acids was autochthonous organic matter even in headwater stream ecosystems under high canopy cover.
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Liu Y, Liu Y, Li N, Lou Y, Zhao X. Effect of oil spill stress on fatty acid stable carbon isotope composition of Ulva pertusa. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 649:1443-1451. [PMID: 30308913 DOI: 10.1016/j.scitotenv.2018.08.377] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Revised: 08/11/2018] [Accepted: 08/26/2018] [Indexed: 06/08/2023]
Abstract
Petroleum is one of the most important pollutants in the marine ecosystem, and oil spills have a long-term effect on the marine environment. After an oil spill, petroleum continues to diffuse, flowing to the intertidal zone where it accumulates. Ulva pertusa is the main macroalgae species in the intertidal zone of the ocean, and petroleum is toxic to marine macroalgae. Fatty acids, which are involved in various physiological activities, including metabolism, are indispensable substances in organisms. Thus, an organism's fatty acid composition reflects its physiological state. Because fatty acids are carbon-rich compounds, their stable carbon isotope composition can be measured to assess the state of the organism. In this study, the effects of the water accommodated fraction (WAF) of different concentrations of 180# fuel oil and 0# diesel oil on the chlorophyll a and fatty acid carbon stable isotope composition (δ13CFAs) of U. pertusa were assessed. The fatty acid carbon stable isotope value varied among the different petroleum treatments, and high WAF concentrations significantly inhibited the synthesis of unsaturated fatty acids. Thus, exposure to petroleum products affected the synthesis of fatty acids in U. pertusa and also caused carbon stable isotope fractionation during the fatty acid synthesis process. The results indicate that the saturated fatty acid δ13C16:0 and the unsaturated fatty acid δ13C18:1 can be used as biomarkers to evaluate the degree of petroleum-induced stress in U. pertusa and that carbon stable isotope analysis of U. pertusa can be used as an environmental risk assessment tool in the intertidal zone.
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Affiliation(s)
- Yuxin Liu
- College of Environmental Science and Engineering, Dalian Maritime University, Dalian, China
| | - Yu Liu
- College of Environmental Science and Engineering, Dalian Maritime University, Dalian, China; Environmental Information Institute, Dalian Maritime University, Dalian, China.
| | - Na Li
- College of Environmental Science and Engineering, Dalian Maritime University, Dalian, China
| | - Yadi Lou
- College of Environmental Science and Engineering, Dalian Maritime University, Dalian, China
| | - Xinda Zhao
- College of Environmental Science and Engineering, Dalian Maritime University, Dalian, China
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Transfer of cyanobacterial carbon to a higher trophic-level fish community in a eutrophic lake food web: fatty acid and stable isotope analyses. Oecologia 2018; 188:901-912. [DOI: 10.1007/s00442-018-4257-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2018] [Accepted: 09/01/2018] [Indexed: 10/28/2022]
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11
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Nutritional quality of fish faeces is enhanced by highly unsaturated fatty acid-producing heterotrophic protozoa. ACTA OECOLOGICA 2018. [DOI: 10.1016/j.actao.2018.04.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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12
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Liu Y, Zhang X, Li Y, Wang H. The application of compound-specific isotope analysis of fatty acids for traceability of sea cucumber (Apostichopus japonicus) in the coastal areas of China. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2017; 97:4912-4921. [PMID: 28397256 DOI: 10.1002/jsfa.8367] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2017] [Revised: 03/28/2017] [Accepted: 04/03/2017] [Indexed: 06/07/2023]
Abstract
BACKGROUND Geographical origin traceability is an important issue for controlling the quality of seafood and safeguarding the interest of consumers. In the present study, a new method of compound-specific isotope analysis (CSIA) of fatty acids was established to evaluate its applicability in establishing the origin traceability of Apostichopus japonicus in the coastal areas of China. Moreover, principal component analysis (PCA) and discriminant analysis (DA) were applied to distinguish between the origins of A. japonicus. RESULTS The results show that the stable carbon isotope compositions of fatty acids of A. japonicus significantly differ in terms of both season and origin. They also indicate that the stable carbon isotope composition of fatty acids could effectively discriminate between the origins of A. japonicus, except for between Changhai Island and Zhangzi Island in the spring of 2016 because of geographical proximity or the similarity of food sources. The fatty acids that have the highest contribution to identifying the geographical origins of A. japonicus are C22:6n-3, C16:1n-7, C20:5n-3, C18:0 and C23:1n-9, when considering the fatty acid contents, the stable carbon isotope composition of fatty acids and the results of the PCA and DA. CONCLUSIONS We conclude that CSIA of fatty acids, combined with multivariate statistical analysis such as PCA and DA, may be an effective tool for establishing the traceability of A. japonicus in the coastal areas of China. The relevant conclusions of the present study provide a new method for determining the traceability of seafood or other food products. © 2017 Society of Chemical Industry.
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Affiliation(s)
- Yu Liu
- College of Environmental Science and Engineering, Dalian Maritime University, Dalian, China
| | - Xufeng Zhang
- College of Environmental Science and Engineering, Dalian Maritime University, Dalian, China
| | - Ying Li
- Navigation College, Dalian Maritime University, Dalian, China
| | - Haixia Wang
- Navigation College, Dalian Maritime University, Dalian, China
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Nielsen JM, Clare EL, Hayden B, Brett MT, Kratina P. Diet tracing in ecology: Method comparison and selection. Methods Ecol Evol 2017. [DOI: 10.1111/2041-210x.12869] [Citation(s) in RCA: 222] [Impact Index Per Article: 31.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Jens M. Nielsen
- School of Biological and Chemical SciencesQueen Mary University of London London UK
| | - Elizabeth L. Clare
- School of Biological and Chemical SciencesQueen Mary University of London London UK
| | - Brian Hayden
- Canadian Rivers InstituteBiology DepartmentUniversity of New Brunswick Fredericton NB Canada
| | - Michael T. Brett
- Department of Civil and Environmental EngineeringUniversity of Washington Seattle WA USA
| | - Pavel Kratina
- School of Biological and Chemical SciencesQueen Mary University of London London UK
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