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Martinat M, Varvarais A, Heraud C, Surget A, Lanuque A, Terrier F, Roy J. Effects of a Plant-Based Diet During the First Month of Feeding on Alevin Rainbow Trout ( Oncorhynchus mykiss) in the Development of Tongue Sensory System Regulating Feeding Behavior. AQUACULTURE NUTRITION 2025; 2025:6690967. [PMID: 40321318 PMCID: PMC12049252 DOI: 10.1155/anu/6690967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/20/2024] [Accepted: 03/12/2025] [Indexed: 05/08/2025]
Abstract
Taste perception is essential for animals to detect nutrients, providing critical dietary information necessary for growth and survival. Since the early growth performance of alevin rainbow trout (Oncorhynchus mykiss) can be affected by food intake influenced by terrestrial ingredients without fish meal and fish oil, our study aimed to evaluate the role of taste receptors in nutrient detection and the associated signaling pathways leading to central nervous system activation in the regulation of feeding behavior. We conducted a nutritional experiment from the first feeding to 30 days, comparing the performance of fish fed a commercial-like diet (C diet: a blend of fish meal, fish oil, and plant ingredients) with those on a totally plant-based diet (V diet). After 5 and 30 days of feeding, fish were fasted for 16 h and then fed either the C or V diet, with sampling conducted at 20 min and 6 h post-meal. We evaluated the expression of nutrient-sensing genes related to fatty acids, amino acids, and sweetness, and taste receptor genes for flavors. Additionally, we examined calcium signaling pathways in the tongue, focusing on indolamine and catecholamine pathways, alongside appetite-regulating neuropeptides in the brain and intestinal hormones in the gut of alevins. Results indicated that fish on the V diet experienced a decrease in body weight gain starting 10 days after feeding to 30 days, along with changes in feed intake during the periods of 0-10 days and 21-30 days after the first meal. In tongue tissue, after 5 days of feeding, fish on the C diet showed a slight upregulation of nutrient taste receptors, but not those related to flavor, along with an upregulation of the calcium signaling pathway. By 30 days, there was a general upregulation of nutrient and flavor taste receptors, although the calcium signaling pathway showed less clear evidence of regulation. A significant dysregulation of the serotonin pathway, along with its degradation, was observed in the tongues of fish fed the V diet at both 5 and 30 days. For the first time in fish, catecholamine quantification levels in the tongue emerged as a potential marker for nutrient detection, with high quantification of L-DOPA after 5 days on the V diet, but much lower after 30 days. This impaired monoamine and catecholamine turnover in the tongue could be linked to a failure in activating the tongue-brain axis, potentially contributing to reduced food intake, as indicated by poorly regulated brain neuropeptides but also intestinal hormones in fish fed the V diet after 30 days. Overall, these findings demonstrate that the V diet disrupts the feeding response at an early stage, underscoring the heightened sensitivity of rainbow trout alevins' tongue sensing systems to novel food sources during critical early development.
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Affiliation(s)
- Maud Martinat
- Université de Pau et des Pays de l'Adour, INRAE, Aquapôle, NUMEA 64310, Saint-Pée-sur-Nivelle, France
| | - Amelle Varvarais
- Université de Pau et des Pays de l'Adour, INRAE, Aquapôle, NUMEA 64310, Saint-Pée-sur-Nivelle, France
| | - Cécile Heraud
- Université de Pau et des Pays de l'Adour, INRAE, Aquapôle, NUMEA 64310, Saint-Pée-sur-Nivelle, France
| | - Anne Surget
- Université de Pau et des Pays de l'Adour, INRAE, Aquapôle, NUMEA 64310, Saint-Pée-sur-Nivelle, France
| | - Anthony Lanuque
- Université de Pau et des Pays de l'Adour, INRAE, Aquapôle, NUMEA 64310, Saint-Pée-sur-Nivelle, France
| | - Frederic Terrier
- Université de Pau et des Pays de l'Adour, INRAE, Aquapôle, NUMEA 64310, Saint-Pée-sur-Nivelle, France
| | - Jérôme Roy
- Université de Pau et des Pays de l'Adour, INRAE, Aquapôle, NUMEA 64310, Saint-Pée-sur-Nivelle, France
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Morin G, Pinel K, Heraud C, Le-Garrec S, Wayman C, Dias K, Terrier F, Lanuque A, Fontagné-Dicharry S, Seiliez I, Beaumatin F. Precision formulation, a new concept to improve dietary amino acid absorption based on the study of cationic amino acid transporters. iScience 2024; 27:108894. [PMID: 38318367 PMCID: PMC10839688 DOI: 10.1016/j.isci.2024.108894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 10/02/2023] [Accepted: 01/09/2024] [Indexed: 02/07/2024] Open
Abstract
Amino acid (AA) transporters (AAT) control AA cellular fluxes across membranes, contributing to maintain cellular homeostasis. In this study, we took advantage of rainbow trout metabolic feature, which highly relies on dietary AA, to explore the cellular and physiological consequences of unbalanced diets on AAT dysregulations with a particular focus on cationic AAs (CAA), frequently underrepresented in plant-based diets. Results evidenced that 24 different CAAT are expressed in various trout tissues, part of which being subjected to AA- and CAA-dependent regulations, with y+LAT2 exchanger being prone to the strongest dysregulations. Moreover, CAA were shown to control two major AA-dependent activation pathways (namely mTOR and GCN2) but at different strength according to the CAA considered. A new feed formulation strategy has been put forward to improve specifically the CAA supplemented absorption in fish together with their growth performance. Such "precision formulation" strategy reveals high potential for nutrition practices, especially in aquaculture.
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Affiliation(s)
- Guillaume Morin
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Karine Pinel
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Cécile Heraud
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Soizig Le-Garrec
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Chloé Wayman
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Karine Dias
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Frédéric Terrier
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Anthony Lanuque
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
| | | | - Iban Seiliez
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Florian Beaumatin
- Université de Pau et des Pays de l’Adour, E2S UPPA, INRAE, NUMEA, Saint-Pée-sur-Nivelle, France
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Roques S, Deborde C, Skiba-Cassy S, Médale F, Dupont-Nivet M, Lefevre F, Bugeon J, Labbé L, Marchand Y, Moing A, Fauconneau B. New alternative ingredients and genetic selection are the next game changers in rainbow trout nutrition: a metabolomics appraisal. Sci Rep 2023; 13:19634. [PMID: 37949954 PMCID: PMC10638236 DOI: 10.1038/s41598-023-46809-2] [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: 02/14/2023] [Accepted: 11/05/2023] [Indexed: 11/12/2023] Open
Abstract
The formulation of sustainable fish feeds based on plant ingredients supplemented by alternative ingredients to plant (insect, micro-algae, yeast) and genetic selection of fish for plant-based diets were tested on rainbow trout in two separate experiments. Plant-based diets and corresponding diets supplemented with an ingredient mix: insect, micro-algae and yeast in Experiment A, and insect and yeast in Experiment B were compared to commercial-like diets. In experiment A, the mix-supplemented diet was successful in compensating the altered growth performance of fish fed their respective plant-based diet compared to those fed the commercial diet, by restoring feed conversion. In experiment B, the selected line demonstrated improved growth performances of fish fed mix-supplemented and plant-based diets compared to the non-selected line. Metabolomics demonstrated a plasma compositional stability in fish fed mix-supplemented and basal plant-based diets comprising an amino acid accumulation and a glucose depletion, compared to those fed commercial diets. The selected line fed mix-supplemented and commercial diets showed changes in inositol, ethanol and methanol compared to the non-selected line, suggesting an involvement of microbiota. Changes in plasma glycine-betaine content in fish fed the mix-supplemented diet suggest the ability of the selected line to adapt to alternative ingredients.
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Affiliation(s)
- Simon Roques
- INRAE, Univ. Pau & Pays Adour, E2S UPPA, Nutrition, Métabolisme et Aquaculture, UMR 1419, 64310, Saint Pée sur Nivelle, France
- Phileo by Lesaffre, 59700, Marcq-en-Barœul, France
- Université Clermont Auvergne, INRAE, VetAgro Sup, UMR Herbivores, 63122, Saint-Genes-Champanelle, France
| | - Catherine Deborde
- Bordeaux Metabolome, MetaboHUB, Centre INRAE de Nouvelle-Aquitaine Bordeaux, 33140, Villenave d'Ornon, France
- Centre INRAE de Nouvelle-Aquitaine Bordeaux, INRAE, Univ. Bordeaux, Biologie du Fruit et Pathologie, UMR 1332, 33140, Villenave d'Ornon, France
- INRAE, Biopolymères Interactions Assemblages, UR1268, 44300, Nantes, France
- INRAE, BIBS Facility, Centre INRAE Pays de Loire - Nantes, 44000, Nantes, France
| | - Sandrine Skiba-Cassy
- INRAE, Univ. Pau & Pays Adour, E2S UPPA, Nutrition, Métabolisme et Aquaculture, UMR 1419, 64310, Saint Pée sur Nivelle, France
| | - Françoise Médale
- INRAE, Univ. Pau & Pays Adour, E2S UPPA, Nutrition, Métabolisme et Aquaculture, UMR 1419, 64310, Saint Pée sur Nivelle, France
| | - Mathilde Dupont-Nivet
- Université Paris-Saclay, INRAE, AgroParisTech, Génétique Animale et Biologie Intégrative, UMR 1313, 78350, Jouy-en-Josas, France
| | - Florence Lefevre
- INRAE, Laboratoire de Physiologie et Génomique des Poissons, UR 1037, 35000, Rennes, France
| | - Jérome Bugeon
- INRAE, Laboratoire de Physiologie et Génomique des Poissons, UR 1037, 35000, Rennes, France
| | | | | | - Annick Moing
- Bordeaux Metabolome, MetaboHUB, Centre INRAE de Nouvelle-Aquitaine Bordeaux, 33140, Villenave d'Ornon, France
- Centre INRAE de Nouvelle-Aquitaine Bordeaux, INRAE, Univ. Bordeaux, Biologie du Fruit et Pathologie, UMR 1332, 33140, Villenave d'Ornon, France
| | - Benoit Fauconneau
- INRAE, Univ. Pau & Pays Adour, E2S UPPA, Nutrition, Métabolisme et Aquaculture, UMR 1419, 64310, Saint Pée sur Nivelle, France.
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Zolotarenko AD, Shitova MV. Transcriptome Studies of Salmonid Fishes of the Genius Oncorhynchus. RUSS J GENET+ 2022. [DOI: 10.1134/s102279542207016x] [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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Biasato I, Chemello G, Caimi C, Oddon SB, Capucchio M, Colombino E, Schiavone A, Ceccotti C, Terova G, Gasco L. Taurine supplementation in plant-based diets for juvenile rainbow trout (Oncorhynchus mykiss): effects on growth performance, whole body composition, and histomorphological features. Anim Feed Sci Technol 2022. [DOI: 10.1016/j.anifeedsci.2022.115314] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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L M, C H, V V, J L, M M, E Q, T C, M DN, F M. A plant-based diet differentially affects the global hepatic methylome in rainbow trout depending on genetic background. Epigenetics 2022; 17:1726-1737. [PMID: 35345978 PMCID: PMC9621033 DOI: 10.1080/15592294.2022.2058226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
Replacing fish meal and oil in trout diets with plant-derived ingredients is a contemporary challenge to move towards more sustainable aquaculture practices. However, such dietary replacement causes hepatic metabolic changes that have not yet been elucidated. Here, we aimed to decipher the effect of a 100% plant-based diet on the hepatic global DNA methylation landscape in trout and assess whether changes depend on fish genetic background. We analysed the global methylome and the expression of DNA (de)methylation-related genes of three isogenic lines that exhibit similar growth when fed a marine resource-based diet (M diet), but differ in their responses to a plant-based diet (V diet). Our results revealed that the V diet induced a decrease in 5-cytosine combined with an increase in 5-hydroxymethylcytosine in two of the three analysed lines. For one of these 2 affected lines, when fed the M diet but at the same feed intake of the V diet (MR), no methylome differences were highlighted between M and MR or between MR and V-fed trout whereas for the other affected line, M fed trout displayed a divergent methylome profile from MR and V fed fish. DNA (de)methylation-related genes were also affected by the V or MR diets. Our findings showed that the global hepatic methylome of trout is affected by a V diet, depending on genetic background. This latter effect seems to be due to either a decreased feed intake alone or combined with the effect of the dietary composition per se.
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Affiliation(s)
- Marandel L
- INRAE, Univ Pau & Pays Adour, E2S UPPA, UMR 1419, Nutrition, Métabolisme, Aquaculture, Saint Pée sur Nivelle, France
| | - Heraud C
- INRAE, Univ Pau & Pays Adour, E2S UPPA, UMR 1419, Nutrition, Métabolisme, Aquaculture, Saint Pée sur Nivelle, France
| | - Véron V
- INRAE, Univ Pau & Pays Adour, E2S UPPA, UMR 1419, Nutrition, Métabolisme, Aquaculture, Saint Pée sur Nivelle, France
| | - Laithier J
- INRAE, Univ Pau & Pays Adour, E2S UPPA, UMR 1419, Nutrition, Métabolisme, Aquaculture, Saint Pée sur Nivelle, France
| | - Marchand M
- INRAE, Univ Pau & Pays Adour, E2S UPPA, UMR 1419, Nutrition, Métabolisme, Aquaculture, Saint Pée sur Nivelle, France
| | - Quillet E
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, Jouy-en-Josas, France
| | - Callet T
- INRAE, Univ Pau & Pays Adour, E2S UPPA, UMR 1419, Nutrition, Métabolisme, Aquaculture, Saint Pée sur Nivelle, France
| | - Dupont-Nivet M
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, Jouy-en-Josas, France
| | - Médale F
- INRAE, Univ Pau & Pays Adour, E2S UPPA, UMR 1419, Nutrition, Métabolisme, Aquaculture, Saint Pée sur Nivelle, France
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7
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Callet T, Li H, Surget A, Terrier F, Sandres F, Lanuque A, Panserat S, Marandel L. No adverse effect of a maternal high carbohydrate diet on their offspring, in rainbow trout ( Oncorhynchus mykiss). PeerJ 2021; 9:e12102. [PMID: 34589301 PMCID: PMC8434805 DOI: 10.7717/peerj.12102] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 08/11/2021] [Indexed: 01/09/2023] Open
Abstract
In order to develop a sustainable salmonid aquaculture, it is essential to continue to reduce the use of the protein-rich fishmeal. One promising solution to do so is the use of plant-derived carbohydrates in diet destined to broodstock. However, in mammals, the reduction of protein content (replaced by carbohydrates) in parental diet is known to have strong adverse effects on offspring phenotypes and metabolism. For the first time, the effect of a paternal and a maternal high carbohydrate-low protein diet was assessed on progeny at long term in the rainbow trout. A 30% protein diminution in both males and females broodstock diet during 10 month and 5 months, respectively, did not trigger adverse consequences on their offspring. At the molecular level, offspring transcriptomes were not significantly altered, emphasizing no effect on metabolism. Tenuous differences in the biochemical composition of the liver and the viscera were observed. The recorded effects remained in the normal range of value and accordingly offspring growth were not negatively affected over the long term. Overall, we demonstrated here that a 30% protein diminution during gametogenesis is feasible, confirming the possibility to increase the proportion of plant-derived carbohydrates in female broodstock diets to replace fishmeal proteins.
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Affiliation(s)
- Therese Callet
- Institut National de la Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Saint-Pée-sur-Nivelle, France
| | - Hongyan Li
- Institut National de la Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Saint-Pée-sur-Nivelle, France.,State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Anne Surget
- Institut National de la Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Saint-Pée-sur-Nivelle, France
| | - Frederic Terrier
- Institut National de la Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Saint-Pée-sur-Nivelle, France
| | - Franck Sandres
- Institut National de la Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Saint-Pée-sur-Nivelle, France
| | - Anthony Lanuque
- Institut National de la Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Saint-Pée-sur-Nivelle, France
| | - Stephane Panserat
- Institut National de la Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Saint-Pée-sur-Nivelle, France
| | - Lucie Marandel
- Institut National de la Recherche pour l'Agriculture, l'Alimentation et l'Environnement (INRAE), Saint-Pée-sur-Nivelle, France
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Callet T, Dupont-Nivet M, Danion M, Burel C, Cluzeaud M, Surget A, Aguirre P, Kerneis T, Labbé L, Panserat S, Quillet E, Geurden I, Skiba-Cassy S, Médale F. Why Do Some Rainbow Trout Genotypes Grow Better With a Complete Plant-Based Diet? Transcriptomic and Physiological Analyses on Three Isogenic Lines. Front Physiol 2021; 12:732321. [PMID: 34539452 PMCID: PMC8440921 DOI: 10.3389/fphys.2021.732321] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Accepted: 08/09/2021] [Indexed: 12/02/2022] Open
Abstract
Within the context of a growing aquaculture production coupled with a plateau of the production in the main components of aquafeeds (fish oil and fishmeal), recent studies have typically focused on replacing these feedstuffs with terrestrial plant ingredients for cultured carnivorous aquatic species, such as rainbow trout (Oncorhynchus mykiss). Substitution rates without adverse effects have, however, reached their limit. One potential way forward would be to take advantage of the genetic variability that exists in the salmonid population. However, to date, little is known about the underlying molecular mechanisms responsible for this genetic variability. The aim of the present research was to understand why some genotypes are better able to utilize plant-based diets devoid of marine resources. In this regard, three isogenic lines of rainbow trout (R23h, AB1h, and A22h), with similar growth when fed marine resources-based diets and which differ greatly in their responses to a plant-based diet, were fed with either a complete plant-based diet (V diet) or a marine resources-based diet (M diet) since first-feeding. Fish traits and the hepatic transcriptome of these three genotypes were compared after 5 months of feeding. First, differences in the ability to grow with the V diet observed amongst genotypes was not due to higher feed intake, but instead due to differences in feed efficiency. The comparison of transcriptome profiles revealed 575 (R23h vs. AB1h), 1,770 (R23h vs. A22h), and 2,973 (AB1h vs. A22h) probes differentially expressed amongst the three genotypes when fed the V diet. Interestingly, R23h and AB1h fish, which were the least affected by the V diet, exhibited the highest growth. These results demonstrate that these fish were able to maintain a high level of energy production and protein synthesis. Moreover, these genotypes were also able to activate pathways linked to lipid and cholesterol metabolisms, such as the biosynthesis of long-chain polyunsaturated fatty acids. Finally, as previously, immunity seems to also play an important role in the ability of fish to use the V diet, and further studies are needed to understand the mechanisms by which immunity interacts with growth.
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Affiliation(s)
- Thérèse Callet
- INRAE, Université de Pau et des Pays de l'Adour, E2S UPPA, NUMEA, Saint-Pée-sur-Nivelle, France
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, Jouy-en-Josas, France
| | | | - Morgane Danion
- ANSES, Ploufragan-Plouzané Laboratory, Ploufragan, France
| | - Christine Burel
- INRAE, Université de Pau et des Pays de l'Adour, E2S UPPA, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Marianne Cluzeaud
- INRAE, Université de Pau et des Pays de l'Adour, E2S UPPA, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Anne Surget
- INRAE, Université de Pau et des Pays de l'Adour, E2S UPPA, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Pierre Aguirre
- INRAE, Université de Pau et des Pays de l'Adour, E2S UPPA, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Thierry Kerneis
- Pisciculture Expérimentale INRAE des Monts d'Arrée (PEIMA), Sizun, France
| | - Laurent Labbé
- Pisciculture Expérimentale INRAE des Monts d'Arrée (PEIMA), Sizun, France
| | - Stephane Panserat
- INRAE, Université de Pau et des Pays de l'Adour, E2S UPPA, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Edwige Quillet
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, Jouy-en-Josas, France
| | - Inge Geurden
- INRAE, Université de Pau et des Pays de l'Adour, E2S UPPA, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Sandrine Skiba-Cassy
- INRAE, Université de Pau et des Pays de l'Adour, E2S UPPA, NUMEA, Saint-Pée-sur-Nivelle, France
| | - Françoise Médale
- INRAE, Université de Pau et des Pays de l'Adour, E2S UPPA, NUMEA, Saint-Pée-sur-Nivelle, France
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Blay C, Haffray P, Bugeon J, D’Ambrosio J, Dechamp N, Collewet G, Enez F, Petit V, Cousin X, Corraze G, Phocas F, Dupont-Nivet M. Genetic Parameters and Genome-Wide Association Studies of Quality Traits Characterised Using Imaging Technologies in Rainbow Trout, Oncorhynchus mykiss. Front Genet 2021; 12:639223. [PMID: 33692832 PMCID: PMC7937956 DOI: 10.3389/fgene.2021.639223] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Accepted: 02/03/2021] [Indexed: 12/18/2022] Open
Abstract
One of the top priorities of the aquaculture industry is the genetic improvement of economically important traits in fish, such as those related to processing and quality. However, the accuracy of genetic evaluations has been hindered by a lack of data on such traits from a sufficiently large population of animals. The objectives of this study were thus threefold: (i) to estimate genetic parameters of growth-, yield-, and quality-related traits in rainbow trout (Oncorhynchus mykiss) using three different phenotyping technologies [invasive and non-invasive: microwave-based, digital image analysis, and magnetic resonance imaging (MRI)], (ii) to detect quantitative trait loci (QTLs) associated with these traits, and (iii) to identify candidate genes present within these QTL regions. Our study collected data from 1,379 fish on growth, yield-related traits (body weight, condition coefficient, head yield, carcass yield, headless gutted carcass yield), and quality-related traits (total fat, percentage of fat in subcutaneous adipose tissue, percentage of fat in flesh, flesh colour); genotypic data were then obtained for all fish using the 57K SNP Axiom® Trout Genotyping array. Heritability estimates for most of the 14 traits examined were moderate to strong, varying from 0.12 to 0.67. Most traits were clearly polygenic, but our genome-wide association studies (GWASs) identified two genomic regions on chromosome 8 that explained up to 10% of the genetic variance (cumulative effects of two QTLs) for several traits (weight, condition coefficient, subcutaneous and total fat content, carcass and headless gutted carcass yields). For flesh colour traits, six QTLs explained 1-4% of the genetic variance. Within these regions, we identified several genes (htr1, gnpat, ephx1, bcmo1, and cyp2x) that have been implicated in adipogenesis or carotenoid metabolism, and thus represent good candidates for further functional validation. Finally, of the three techniques used for phenotyping, MRI demonstrated particular promise for measurements of fat content and distribution, while the digital image analysis-based approach was very useful in quantifying colour-related traits. This work provides new insights that may aid the development of commercial breeding programmes in rainbow trout, specifically with regard to the genetic improvement of yield and flesh-quality traits as well as the use of invasive and/or non-invasive technologies to predict such traits.
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Affiliation(s)
- Carole Blay
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, Jouy-en-Josas, France
| | | | | | - Jonathan D’Ambrosio
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, Jouy-en-Josas, France
- SYSAAF, Station LPGP-INRAE, Rennes, France
| | - Nicolas Dechamp
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, Jouy-en-Josas, France
| | | | | | | | - Xavier Cousin
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, Jouy-en-Josas, France
- MARBEC, University of Montpellier, CNRS, Ifremer, IRD, Palavas-les-Flots, France
| | - Geneviève Corraze
- INRAE, University of Pau & Pays Adour, E2S UPPA, UMR 1419 NuMéA, Saint-Pée-sur-Nivelle, France
| | - Florence Phocas
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, Jouy-en-Josas, France
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