Éditeur(s) : HAL CCSD Ecological Society of America
Résumé : Reliable assessment of fish origin is of critical importance for exploited species, since nursery areas must be identified and protected to maintain recruitment to the adult stock. During the last two decades, otolith chemical signatures (or "fingerprints") have been increasingly used as tools to discriminate between coastal habitats. However, correct assessment of fish origin from otolith fingerprints depends on various environmental and methodological parameters, including the choice of the statistical method used to assign fish to unknown origin. Among the available methods of classification, Linear Discriminant Analysis (LDA) is the most frequently used, although it assumes data are multivariate normal with homogeneous within-group dispersions, conditions that are not always met by otolith chemical data, even after transformation. Other less constrained classification methods are available, but there is a current lack of comparative analysis in applications to otolith microchemistry. Here, we assessed stock identification accuracy for four classification methods (LDA, Quadratic Discriminant Analysis [QDA], Random Forests [RF], and Artificial Neural Networks [ANN]), through the use of three distinct data sets. In each case, all possible combinations of chemical elements were examined to identify the elements to be used for optimal accuracy in fish assignment to their actual origin. Our study shows that accuracy differs according to the model and the number of elements considered. Best combinations did not include all the elements measured, and it was not possible to define an ad hoc multielement combination for accurate site discrimination. Among all the models tested, RF and ANN performed best, especially for complex data sets (e. g., with numerous fish species and/or chemical elements involved). However, for these data, RF was less time-consuming and more interpretable than ANN, and far more efficient and less demanding in terms of assumptions than LDA or QDA. Therefore, when LDA and QDA assumptions cannot be reached, the use of machine learning methods, such as RF, should be preferred for stock assessment and nursery identification based on otolith microchemistry, especially when data set include multispecific otolith signatures and/or many chemical elements.
ISSN: 1051-0761

hal-00644549
https://hal.archives-ouvertes.fr/hal-00644549
DOI : 10.1890/09-1887.1

Éditeur(s) : HAL CCSD Inter-Research
Résumé : Precise knowledge of lifetime migrations is vital in exploited fish species, since all essential habitats must be protected to maintain sustainable stock levels. The present study used multi-element otolith fingerprints of the gilthead sea bream Sparus aurata (L.) to discriminate its main juvenile and adult habitats in the Languedoc-Roussillon region (Gulf of Lions, northwest Mediterranean) and infer the lifetime migrations of 12 individuals from the area (11 from the present day and 1 from the Roman era). This allowed for the first time the identification of key habitats for the successful completion of the species' life cycle in the Gulf of Lions, and the connectivity between them. Our results revealed that lagoon use by S. aurata is probably ancient (>2500 yr) and confirmed its current commonness. Yet, although most observed migration patterns were in accordance with the migratory behavior previously described for the species, strong inter-individual variations and new patterns in habitat use were detected. At the juvenile stage, a preference for shallow lagoons with low salinities was evidenced. Nevertheless, the first year of life can also be successfully completed in marine conditions. At the adult stage, lagoon use was shown to occur until at least age 4 yr, with periods of lagoon residency of up to 11 mo in a year, often including winter months. Because overwintering in the lagoons was previously thought to be impossible for S. aurata due to low temperatures, this finding has important implications for future stock management, especially since the species breeds in winter.
Marine Ecology Progress Series

hal-00682003
https://hal.archives-ouvertes.fr/hal-00682003
DOI : 10.3354/meps09444

Éditeur(s) : Université de Pau et des Pays de l'Adour
Résumé : In a context of decline of European eel (Anguilla anguilla L.) and search for biological markers of habitat use and quality, a multidisciplinary approach was engaged on the Adour estuary and its associated wetlands. Two axes were developed. The first axe aimed at highlighting the successive presence of the species in different ecosystems based on the otolith elemental composition. The second aimed at the evaluation of the chemical pressure underwent by eels based on the contaminant bioconcentration in soft tissues and the early molecular response to the chemical stress. With a view to the analyses of otolith elemental composition taking into account the 3D structure, the low elemental concentration in the matrix and keeping the finest spatial resolution, four micro sampling strategies and multi elemental analyses using femtosecond laser ablation ICP-MS were tested (crater, 1D scan, 2D scan, flash ablation). The strategy showing the best compromise according to the objectives (continuous recording, multi elemental approach) was applied on otolith of yellow eels from the Adour. The simultaneous use of Sr and Ba profiles, after validation, represents a new tool, easy, fast and reliable for the reconstruction of freshwater and brackish ecosystems use by eel avoiding misinterpretation due to vaterite inclusions. Three major behaviors were highlighted on the Adour: a residency in brackish water, a residency in freshwater and nomad behavior. The last one is illustrated by a shift to brackish water after three to four years spent in freshwater. Simultaneously, the study of inorganic and organic contamination of eel soft tissues showed that sampled wetlands are moderately contaminated. These results were confirmed by the first estimation, in wild conditions, of the early response to the chemical stress using the hepatic expression of CYP1A1 gene measured by real time RT-PCR. Conversely, in the downstream part of the Adour estuary, Hg loads in eels, especially methyl mercury, and PCBs analyses indicate values that need further investigations considering the European norms of consumption. The comparison of the different markers used (heavy metal and organochlorinated compounds contamination of soft tissues, condition index) support a lower quality of the estuary despite higher eel growth rate on this site. This study supports the use of numerous markers in integrated studies in order to understand and specify the relationships between eels and their continental growth zones.
Dans un contexte de déclin de l'anguille européenne (Anguilla anguilla L.) et de recherche de marqueurs biologiques retraçant la fréquentation des divers habitats et renseignant sur la qualité de ceux-ci, une approche pluridisciplinaire a été mise en place sur l'estuaire de l'Adour et ses zones humides. Deux axes ont été privilégiés. Le premier cherchait à visualiser la présence successive de l'espèce dans différents écosystèmes en se basant sur la composition élémentaire des otolithes. Le deuxième avait pour but d'évaluer la pression chimique inorganique et organique subie par l'anguille dans les zones d'études en s'appuyant sur la bioconcentration des contaminants dans les tissus mous et la réponse moléculaire précoce au stress chimique. En vue des analyses de la composition élémentaire des otolithes et pour répondre au mieux à la structure en trois dimensions, à la faible concentration des éléments dans la matrice tout en conservant une résolution spatiale la plus fine possible, quatre stratégies de micro-échantillonnage et d'analyses multiélémentaires par ablation laser femtoseconde ICP-MS ont été testées (cratère, scan 1D, scan 2D, ablation flash). La méthodologie présentant le meilleur compromis par rapport aux objectifs fixés (enregistrement continu, approche multiélémentaire) a ensuite été appliquée sur les otolithes d'anguilles jaunes du Bas-Adour. L'utilisation simultanée des profils continus de Sr et de Ba, après validation, constitue un outil facile d'utilisation, rapide et fiable pour reconstruire les historiques de fréquentation des différents écosystèmes estuariens et dulçaquicoles par l'anguille tout en s'affranchissant des problèmes potentiels liés aux inclusions de vatérite, un polymorphe du carbonate de calcium. Trois grands types de comportement ont pu être mis en évidence sur l'Adour : résidence en eau saumâtre, résidence en eau douce et nomadisme. Ce dernier est plus particulièrement illustré par un mouvement marqué vers l'eau saumâtre pour des individus ayant passé de trois à quatre ans dans l'eau douce. Parallèlement, l'étude de la contamination organique et inorganique des tissus mous de l'anguille a permis de déduire à la faible contamination des zones humides échantillonnées. La première estimation en condition naturelle de la réponse précoce au stress chimique par évaluation de l'expression hépatique du gène CYP1A1 par RT-PCR en temps réel confirme ces résultats. En revanche, dans la partie estuarienne aval de l'Adour, les niveaux en Hg, présent en majorité sous sa forme méthylée dans les anguilles, et l'analyse des PCBs indiquent des valeurs qui suscitent un examen plus approfondi au regard des normes européennes en vigueur. La confrontation des différents descripteurs (contamination des tissus mous par les métaux lourds et organochlorés, indice de condition) utilisés conforte la qualité moindre de la zone estuarienne malgré des performances de croissance de l'anguille favorisées sur ces sites. Ainsi, cette étude supporte l'intérêt de la mise en oeuvre de descripteurs multiples utilisés (niveaux de métaux lourds et organochlorés dans les tissus mous, réponse moléculaire au stress chimique, microchimie de l'otolithe, indice de condition, taux de croissance) dans des approches intégrées pour comprendre et préciser les relations existantes entre l'anguille et ses zones de croissance continentales.

Droits : info:eu-repo/semantics/openAccess
http://archimer.ifremer.fr/doc/2009/these-7381.pdf
http://archimer.ifremer.fr/doc/00000/7381/