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Traverso F, Aicardi S, Bozzo M, Zinni M, Amaroli A, Galli L, Candiani S, Vanin S, Ferrando S. New Insights into Geometric Morphometry Applied to Fish Scales for Species Identification. Animals (Basel) 2024; 14:1090. [PMID: 38612329 PMCID: PMC11010809 DOI: 10.3390/ani14071090] [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: 03/13/2024] [Revised: 03/31/2024] [Accepted: 03/31/2024] [Indexed: 04/14/2024] Open
Abstract
The possibility of quick and cheap recognition of a fish species from a single dermal scale would be interesting in a wide range of contexts. The methods of geometric morphometry appear to be quite promising, although wide studies comparing different approaches are lacking. We aimed to apply two methods of geometric morphometry, landmark-based and outline-based, on a dataset of scales from five different teleost species: Danio rerio, Dicentrarchus labrax, Mullus surmuletus, Sardina pilchardus, and Sparus aurata. For the landmark-based method the R library "geomorph" was used. Some issues about landmark selection and positioning were addressed and, for the first time on fish scales, an approach with both landmarks and semilandmarks was set up. For the outline-based method the R library "Momocs" was used. Despite the relatively low number of scales analyzed (from 11 to 81 for each species), both methods achieved quite good clustering of all the species. In particular, the landmark-based method used here gave generally higher R2 values in testing species clustering than the outline-based method, but it failed to distinguish between a few couples of species; on the other hand, the outline-based method seemed to catch the differences among all the couples except one. Larger datasets have the potential to achieve better results with outline-based geometric morphometry. This latter method, being free from the problem of recognizing and positioning landmarks, is also the most suitable for being automatized in future applications.
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Affiliation(s)
- Francesca Traverso
- Department of Earth, Environmental, and Life Sciences, University of Genoa, Corso Europa, 26, 16132 Genoa, Italy
| | - Stefano Aicardi
- Department of Earth, Environmental, and Life Sciences, University of Genoa, Corso Europa, 26, 16132 Genoa, Italy
| | - Matteo Bozzo
- Department of Earth, Environmental, and Life Sciences, University of Genoa, Corso Europa, 26, 16132 Genoa, Italy
| | - Matteo Zinni
- Department of Earth, Environmental, and Life Sciences, University of Genoa, Corso Europa, 26, 16132 Genoa, Italy
| | - Andrea Amaroli
- Department of Earth, Environmental, and Life Sciences, University of Genoa, Corso Europa, 26, 16132 Genoa, Italy
| | - Loris Galli
- Department of Earth, Environmental, and Life Sciences, University of Genoa, Corso Europa, 26, 16132 Genoa, Italy
| | - Simona Candiani
- Department of Earth, Environmental, and Life Sciences, University of Genoa, Corso Europa, 26, 16132 Genoa, Italy
| | - Stefano Vanin
- Department of Earth, Environmental, and Life Sciences, University of Genoa, Corso Europa, 26, 16132 Genoa, Italy
| | - Sara Ferrando
- Department of Earth, Environmental, and Life Sciences, University of Genoa, Corso Europa, 26, 16132 Genoa, Italy
- National Biodiversity Future Center (NBFC), Piazza Marina, 61, 90133 Palermo, Italy
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Ibáñez AL, Jawad LA, David B, Rowe D, Ünlü E. The morphometry of fish scales collected from New Zealand and Turkey. NEW ZEALAND JOURNAL OF ZOOLOGY 2022. [DOI: 10.1080/03014223.2022.2035413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Ana L. Ibáñez
- Departamento de Hidrobiología, Universidad Autónoma Metropolitana–Iztapalapa (UAMI), Mexico City, México
| | - Laith A. Jawad
- School of Environmental and Animal Sciences, Unitec Institute of Technology, Auckland, New Zealand
| | - Bruno David
- Waikato Regional Council, Hamilton, New Zealand
| | - David Rowe
- Independent Researcher, Hamilton, New Zealand
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Staszny A, Dobosy P, Maasz G, Szalai Z, Jakab G, Pirger Z, Szeberenyi J, Molnar E, Pap LO, Juhasz V, Weiperth A, Urbanyi B, Kondor AC, Ferincz A. Effects of pharmaceutically active compounds (PhACs) on fish body and scale shape in natural waters. PeerJ 2021; 9:e10642. [PMID: 33614266 PMCID: PMC7882141 DOI: 10.7717/peerj.10642] [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: 09/03/2020] [Accepted: 12/03/2020] [Indexed: 11/20/2022] Open
Abstract
Background In recent years, there are growing concerns about pharmaceutically active compounds (PhACs) in natural ecosystems. These compounds have been found in natural waters and in fish tissues worldwide. Regarding their growing distribution and abundance, it is becoming clear that traditionally used risk assessment methodologies and ecotoxicological studies have limitations in several respects. In our study a new, combined approach of environmental impact assesment of PhACs has been used. Methods In this study, the constant watercourses of the suburban region of the Hungarian capital (Budapest) were sampled, and the body shape and scale shape of three fish species (roach Rutilus rutilus, chub Squalius cephalus, gibel carp Carassius gibelio) found in these waters were analyzed, based on landmark-based geometric morphometric methods. Possible connections were made between the differences in body shape and scale shape, and abiotic environmental variables (local- and landscape-scale) and measured PhACs. Results Significant connections were found between shape and PhACs concentrations in several cases. Despite the relatively large number of compounds (54) detected, citalopram, propranolol, codeine and trimetazidine significantly affected only fish body and scale shape, based on their concentrations. These four PhACs were shown to be high (citalopram), medium (propranolol and codeine), and low (trimetazidine) risk levels during the environmental risk assessment, which were based on Risk Quotient calculation. Furthermore, seven PhACs (diclofenac, Estrone (E1), tramadol, caffeine 17α-Ethinylestradiol (EE2), 17α-Estradiol (aE2), Estriol (E3)) were also categorized with a high risk level. However, our morphological studies indicated that only citalopram was found to affect fish phenotype amongst the PhACs posing high risk. Therefore, our results revealed that the output of (traditional) environmental/ecological risk assessment based on ecotoxicological data of different aquatic organisms not necessarily show consistency with a “real-life” situation; furthermore, the morphological investigations may also be a good sub-lethal endpoint in ecotoxicological assessments.
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Affiliation(s)
- Adam Staszny
- Department of Freshwater Fish Ecology, Institute of Aquaculture and Environmental Safety, Hungarian University of Agriculture and Life Sciences, Gödöllő, Hungary
| | - Peter Dobosy
- Danube Research Institute, MTA-Centre for Ecological Research, Budapest, Hungary
| | - Gabor Maasz
- Balaton Limnological Institute, MTA-Centre for Ecological Research, Tihany, Hungary.,Soós Ernő Research and Development Center, University of Pannonia, Nagykanizsa, Hungary
| | - Zoltan Szalai
- Geographical Institute, Research Centre for Astronomy and Earth Sciences, MTA Centre for Excellence, Budapest, Hungary.,Department of Environmental and Landscape Geography, Eötvös Loránd University, Budapest, Hungary
| | - Gergely Jakab
- Geographical Institute, Research Centre for Astronomy and Earth Sciences, MTA Centre for Excellence, Budapest, Hungary.,Department of Environmental and Landscape Geography, Eötvös Loránd University, Budapest, Hungary.,Institute of Geography and Geoinformatics, University of Miskolc, Miskolc, Hungary
| | - Zsolt Pirger
- Balaton Limnological Institute, MTA-Centre for Ecological Research, Tihany, Hungary
| | - Jozsef Szeberenyi
- Geographical Institute, Research Centre for Astronomy and Earth Sciences, MTA Centre for Excellence, Budapest, Hungary
| | - Eva Molnar
- Balaton Limnological Institute, MTA-Centre for Ecological Research, Tihany, Hungary
| | - Lilianna Olimpia Pap
- Department of Freshwater Fish Ecology, Institute of Aquaculture and Environmental Safety, Hungarian University of Agriculture and Life Sciences, Gödöllő, Hungary
| | - Vera Juhasz
- Department of Freshwater Fish Ecology, Institute of Aquaculture and Environmental Safety, Hungarian University of Agriculture and Life Sciences, Gödöllő, Hungary
| | - Andras Weiperth
- Department of Freshwater Fish Ecology, Institute of Aquaculture and Environmental Safety, Hungarian University of Agriculture and Life Sciences, Gödöllő, Hungary
| | - Bela Urbanyi
- Institute of Aquaculture and Environmental Safety, Hungarian University of Agriculture and Life Sciences, Gödöllő, Hungary
| | - Attila Csaba Kondor
- Geographical Institute, Research Centre for Astronomy and Earth Sciences, MTA Centre for Excellence, Budapest, Hungary
| | - Arpad Ferincz
- Department of Freshwater Fish Ecology, Institute of Aquaculture and Environmental Safety, Hungarian University of Agriculture and Life Sciences, Gödöllő, Hungary
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Assignment of Gilthead Seabream Sparus aurata to Its Origin through Scale Shape and Microchemistry Composition: Management Implications for Aquaculture Escapees. WATER 2020. [DOI: 10.3390/w12113186] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
This study tests the suitability of the gilthead seabream scales as a proxy for origin selection in wild and anthropogenically pressured environments. Scale morphology and microchemistry were used to discriminate the habitat selection of two wild, farmed and wild farm-associated populations where landmark and outline-based scale morphometrics, trace-element chemistry and scale microstructure characteristics were analysed. The morphometric techniques successfully differentiated between the farmed and wild origin scale phenotypes. Reduced discrimination sensitivity between the wild and wild farm-associated origin was, however, reported. The discrimination based on microchemistry (B, Ba, Mn, K, Sr and Zn) classified the scales with high accuracy according to their origin (wild vs. farmed vs. wild farm-associated) and sampling locations, thus proving itself as a powerful tool in provenance study of gilthead seabream. Disparity in scale microstructure characteristics accounted for radii, circuli and inter-circulus spacing, hence unveiling the differences in growth and environmental conditions between the wild and farmed fish. In brief, scale shape was found to be a potent exploration tool for farmed fish identification, whereas scale microchemistry yielded a good resolution in identifying gilthead seabream membership among different habitats. Considering the importance of this species in aquaculture and fisheries throughout the Mediterranean, more research is needed to assess the usefulness of scales as nonlethal biogeochemical tags.
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Rashidabadi F, Abdoli A, Tajbakhsh F, Nejat F, Avigliano E. Unravelling the stock structure of the Persian brown trout by otolith and scale shape. JOURNAL OF FISH BIOLOGY 2020; 96:307-315. [PMID: 31621082 DOI: 10.1111/jfb.14170] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/13/2019] [Accepted: 10/10/2019] [Indexed: 06/10/2023]
Abstract
The simultaneous use of the scale and otolith morphometry was assessed as a potential tool for the identification of Persian brown trout Salmo trutta stocks of the Lar Lake and five rivers from Lar Basin, Iran. Fourier coefficients (FC) and circularity, rectangularity, roundness, ellipticity and form factor shape indices (SI) were calculated for otolith and scale. Several SIs were significantly different among sites for both structures. Permutational multivariate analysis of variance revealed significant differences between several pairwise comparisons for otolith and scale (FCs and indices separately). Discriminant analysis showed otolith FCs (cross-classification rates: 25-86%) and SI (20-45%) appear to be a relatively acceptable tool to discriminate between several locations. Comparatively, the scale morphometry showed lower discriminatory power (FC = 3-65%; SI = 15-34%), with the exception of SI for Elarm River (60%), Kamardasht River (56%) and Lar Lake (75%). Cross-classification rates improved up to 100% when discriminate analysis incorporating all variables for otolith and scale was performed. The results showed a potential segregation between some water bodies, suggesting that the otolith and scale morphometry could be a useful tool to delimit S. trutta populations in relatively close freshwater environments.
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Affiliation(s)
- Fahimeh Rashidabadi
- Department of Biodiversity and Ecosystem Management, Environmental Sciences Research Institute, Shahid Beheshti University, Tehran, Iran
| | - Asghar Abdoli
- Department of Biodiversity and Ecosystem Management, Environmental Sciences Research Institute, Shahid Beheshti University, Tehran, Iran
| | - Fatemeh Tajbakhsh
- Department of Marine Biology, Faculty of Biological Sciences and Technologies, Shahid Beheshti University, Tehran, Iran
| | - Farshad Nejat
- Department of Biodiversity and Ecosystem Management, Environmental Sciences Research Institute, Shahid Beheshti University, Tehran, Iran
| | - Esteban Avigliano
- Instituto de Investigaciones en Producción Anima, Facultad de Ciencias Veterinarias, Universidad de Buenos Aires, Buenos Aires, Argentina
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Takács P, Vitál Z, Ferincz Á, Staszny Á. Repeatability, Reproducibility, Separative Power and Subjectivity of Different Fish Morphometric Analysis Methods. PLoS One 2016; 11:e0157890. [PMID: 27327896 PMCID: PMC4915670 DOI: 10.1371/journal.pone.0157890] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2015] [Accepted: 06/05/2016] [Indexed: 11/19/2022] Open
Abstract
We compared the repeatability, reproducibility (intra- and inter-measurer similarity), separative power and subjectivity (measurer effect on results) of four morphometric methods frequently used in ichthyological research, the "traditional" caliper-based (TRA) and truss-network (TRU) distance methods and two geometric methods that compare landmark coordinates on the body (GMB) and scales (GMS). In each case, measurements were performed three times by three measurers on the same specimen of three common cyprinid species (roach Rutilus rutilus (Linnaeus, 1758), bleak Alburnus alburnus (Linnaeus, 1758) and Prussian carp Carassius gibelio (Bloch, 1782)) collected from three closely-situated sites in the Lake Balaton catchment (Hungary) in 2014. TRA measurements were made on conserved specimens using a digital caliper, while TRU, GMB and GMS measurements were undertaken on digital images of the bodies and scales. In most cases, intra-measurer repeatability was similar. While all four methods were able to differentiate the source populations, significant differences were observed in their repeatability, reproducibility and subjectivity. GMB displayed highest overall repeatability and reproducibility and was least burdened by measurer effect. While GMS showed similar repeatability to GMB when fish scales had a characteristic shape, it showed significantly lower reproducability (compared with its repeatability) for each species than the other methods. TRU showed similar repeatability as the GMS. TRA was the least applicable method as measurements were obtained from the fish itself, resulting in poor repeatability and reproducibility. Although all four methods showed some degree of subjectivity, TRA was the only method where population-level detachment was entirely overwritten by measurer effect. Based on these results, we recommend a) avoidance of aggregating different measurer's datasets when using TRA and GMS methods; and b) use of image-based methods for morphometric surveys. Automation of the morphometric workflow would also reduce any measurer effect and eliminate measurement and data-input errors.
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Affiliation(s)
- Péter Takács
- MTA, Centre for Ecological Research, Balaton Limnological Institute, Tihany, Hungary
- * E-mail:
| | - Zoltán Vitál
- MTA, Centre for Ecological Research, Balaton Limnological Institute, Tihany, Hungary
| | - Árpád Ferincz
- Szent István University, Department of Aquaculture, Gödöllő, Hungary
| | - Ádám Staszny
- Szent István University, Department of Aquaculture, Gödöllő, Hungary
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Bräger Z, Moritz T, Tsikliras AC, Gonzalvo J, Radulović M, Staszny Á. Scale morphometry allows discrimination of European sardine Sardina pilchardus and round sardinella Sardinella aurita and among their local populations. JOURNAL OF FISH BIOLOGY 2016; 88:1273-1281. [PMID: 26822859 DOI: 10.1111/jfb.12907] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2015] [Accepted: 12/22/2015] [Indexed: 06/05/2023]
Abstract
Landmark-based geometric morphometric analysis revealed differences in scale shape between European sardine Sardina pilchardus and round sardinella Sardinella aurita as well as among the local populations of each species. Fish scale measurements from four different areas in the central and eastern Mediterranean Sea showed that the mean scale shape of the two species using landmark data could be differentiated with high certainty. Populations of S. aurita from the central and eastern Mediterranean Sea could be separated reliably (P < 0·001) with an average discrimination rate of 91%, whereas the average discrimination of the S. pilchardus populations was lower (80%), albeit still high.
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Affiliation(s)
- Zs Bräger
- University of Pécs, Department of Ecology, Ifjúság útja 6, 7624, Pécs, Hungary
- Deutsches Meeresmuseum, Katharinenberg 14-20, 18437, Stralsund, Germany
| | - T Moritz
- Deutsches Meeresmuseum, Katharinenberg 14-20, 18437, Stralsund, Germany
| | - A C Tsikliras
- Aristotle University of Thessaloniki, School of Biology, Laboratory of Ichthyology, 54124, Thessaloniki, Greece
| | - J Gonzalvo
- Tethys Research Institute, Viale G.B. Gadio 2, 20121, Milan, Italy
| | - M Radulović
- Blue World Institute of Marine Research and Conservation, Kaštel 24, 51551, Veli Lošinj, Croatia
| | - Á Staszny
- Szent István University, Department of Aquaculture, Páter K. 1, 2100, Gödöllő, Hungary
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