| Literature DB >> 27905882 |
Alison Catherine Harvey1, Monica Favnebøe Solberg2, Eva Troianou3, Gary Robert Carvalho1, Martin Ian Taylor4, Simon Creer1, Lise Dyrhovden3, Ivar Helge Matre3, Kevin Alan Glover3,5.
Abstract
BACKGROUND: Domestication of Atlantic salmon for commercial aquaculture has resulted in farmed salmon displaying substantially higher growth rates than wild salmon under farming conditions. In contrast, growth differences between farmed and wild salmon are much smaller when compared in the wild. The mechanisms underlying this contrast between environments remain largely unknown. It is possible that farmed salmon have adapted to the high-energy pellets developed specifically for aquaculture, contributing to inflated growth differences when fed on this diet. We studied growth and survival of 15 families of farmed, wild and F1 hybrid salmon fed three contrasting diets under hatchery conditions; a commercial salmon pellet diet, a commercial carp pellet diet, and a mixed natural diet consisting of preserved invertebrates commonly found in Norwegian rivers.Entities:
Keywords: Appetite; Domestication; Farm escapes; Feed utilisation; Genetic interaction; Hybridisation; Natural diet; Pellets; Reaction norms; Salmonids; Survival
Mesh:
Year: 2016 PMID: 27905882 PMCID: PMC5134087 DOI: 10.1186/s12862-016-0841-7
Source DB: PubMed Journal: BMC Evol Biol ISSN: 1471-2148 Impact factor: 3.260
Overview of experimental design
| Treatment | Control | Carp | Natural | |||
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| Tank 1 | Tank 2 | Tank 3 | Tank 4 | Tank 5 | Tank 5 | |
| Initial number per tank | 15 Families: | 15 Families: | 15 Families: | 15 Families: | 15 Families: | 15 Families: |
| 5 farmed | 5 farmed | 5 farmed | 5 farmed | 5 farmed | 5 farmed | |
| 5 F1 hybrid | 5 F1 hybrid | 5 F1 hybrid | 5 F1 hybrid | 5 F1 hybrid | 5 F1 hybrid | |
| 5 wild | 5 wild | 5 wild | 5 wild | 5 wild | 5 wild | |
| 30 eggs per family | 30 eggs per family | 30 eggs per family | 30 eggs per family | 30 eggs per family | 30 eggs per family | |
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The ratios of Atlantic salmon families within each genetic group, the total number of fish in each replicate and the final number of surviving fish sampled from each replicated diet treatment are indicated. *One control replicate contained 451 eggs, as at the time of sorting one family was accidentally allocated one extra egg. The total number of fish sampled at experiment termination was 1984 as the numbers indicate here
Fig. 1Stacked graph showing the average proportions of the main nutritional contents of each diet. Diet treatments: control, carp and natural. A more detailed description of the diet components is presented in Additional file 1
Average weights and mortality of farmed, wild and hybrid Atlantic salmon within each replicate and treatment
| Treatment | Origin | Tank | Initial n | Final n | Mortality | W (g) | Pooled W (g) | Pooled Mortality | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n | % | Mean | Median | SD | n | Mean | Median | SD | % | |||||
| Control | Farm | 1 | 150 | 138 | 9 | 6% | 30.08 | 31.00 | 6.85 | 276 | 29.75 | 30.50 | 6.52 | 8.00 |
| 2 | 150 | 138 | 11 | 7% | 29.41 | 30.00 | 6.19 | |||||||
| Hybrid | 1 | 150 | 142 | 6 | 4% | 24.60 | 24.50 | 5.54 | 286 | 23.92 | 23.75 | 5.34 | 4.67 | |
| 2 | 150 | 144 | 6 | 4% | 23.23 | 23.00 | 5.14 | |||||||
| Wild | 1 | 150 | 136 | 13 | 9% | 15.81 | 15.50 | 5.61 | 275 | 15.61 | 15.25 | 5.51 | 8.33 | |
| 2 | 150 | 139 | 11 | 7% | 15.40 | 15.00 | 5.41 | |||||||
| Carp | Farm | 3 | 150 | 85 | 65 | 43% | 9.50 | 9.30 | 4.58 | 183 | 10.10 | 10.15 | 4.86 | 39.00 |
| 4 | 150 | 98 | 52 | 35% | 10.70 | 11.00 | 5.13 | |||||||
| Hybrid | 3 | 150 | 111 | 39 | 26% | 6.95 | 6.30 | 3.75 | 237 | 6.88 | 6.00 | 3.59 | 21.00 | |
| 4 | 150 | 126 | 24 | 16% | 6.80 | 5.70 | 3.42 | |||||||
| Wild | 3 | 150 | 94 | 56 | 37% | 4.82 | 4.20 | 2.36 | 197 | 4.81 | 4.15 | 2.37 | 34.33 | |
| 4 | 150 | 103 | 47 | 31% | 4.80 | 4.10 | 2.38 | |||||||
| Natural | Farm | 5 | 150 | 80 | 69 | 46% | 5.10 | 5.10 | 2.17 | 191 | 4.71 | 4.70 | 2.15 | 36.33 |
| 6 | 150 | 111 | 39 | 26% | 4.42 | 4.40 | 2.09 | |||||||
| Hybrid | 5 | 150 | 72 | 78 | 52% | 4.30 | 4.05 | 2.12 | 182 | 3.89 | 3.60 | 1.90 | 39.33 | |
| 6 | 150 | 110 | 30 | 20% | 3.62 | 3.20 | 1.74 | |||||||
| Wild | 5 | 150 | 62 | 88 | 59% | 2.91 | 2.60 | 1.48 | 145 | 2.93 | 2.60 | 1.40 | 51.67 | |
| 6 | 150 | 83 | 72 | 48% | 2.94 | 2.60 | 1.37 | |||||||
Model selection of the linear mixed effect model used to investigate the influence of diet treatment, genetic group and egg size upon body weight of Atlantic salmon at termination
| Model | N | Response Variable | Random effects | Fixed effects | ||||||||
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| Variable | Chi.sq | Chi.df |
| Variable | Sum.sq | Num.df | Den.df | F |
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| 1972 | Log Weight | T:r | 0.54 | 1 | 0.46 | T x G | 0.068 | 4 | 11.30 | 0.52 | 0.72 | |
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| G x E | 0.094 | 2 | 9.22 | 1.46 | 0.28 | |||
| T x E | 0.25 | 2 | 13.01 | 3.74 | 0.052 | |||||||
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Significance levels of random and fixed effects included in the full LME model investigating variation in log body weight at termination. N; number of individuals. Log weight; log10 (wet weight + 1) at termination. Random effects: T:r; replicate (r) nested within treatment (T) (random intercept). T/G:f; familiy (f) nested within group (G), across treatments (T) (random intercept and slope). Chi.sq; the value of the Chi square statistics. Chi Df; the degrees of freedom for the test. P; P-value of the likelihood ratio test for the random effect. Fixed effects: T, diet treatment (control, carp, natural). G; genetic group (farmed, wild, hybrid). E; mean family (log10) centred egg diameter. Two-way interactions terms included in the full model: T x G, T x E and G x E. Sum.Sq; sum of squares. Num Df, numerator degrees of freedom. Den Df; denominator degrees of freedom based on Sattherwaithe’s approximations. F; F-value. The variables in bold were retained in the final model
Model selection of the fixed effects of the generalised linear mixed model investigating mortality
| Fixed effects | |||||||||
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| N | Response | T x G | G x E | T x E | Treatment | Group | Egg size | AIC | ∆AIC |
| 2696 | Survival | x | x | x | x | x | x | 2540.11 | 2 |
| x | x | x | x | x | 2539.66 | 2.45 | |||
| x | x | x | x | 2540.47 | 1.58 | ||||
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| x | x | 2555.41 | 13.3 | ||||||
| x | x | 2554.34 | 12.23 | ||||||
| x | x | 2552.41 | 10.3 | ||||||
T x G; Treatment by group interaction. G x E; Group by egg size interaction. T x E; Treatment by egg size interaction. AIC; Akaike information criterion. ∆ AIC; difference in AIC value. Nested models which differed by less than 2 AIC were interpretted as equally good, with the simplest best fitting model chosen. The final fixed effect structure is shown in bold
Fig. 2Average weight of each family within the genetic groups in the replicates of each treatment. Treatments: control, carp and natural. Weight was measured in grams and the error bars represent standard error. Farmed fish were significantly larger than hybrid and wild fish across all treatments, and family variation in growth was visible among the treatments
Relative weight differences between farmed, wild and hybrid Atlantic salmon within each diet treatment
| Treatment | Group | Weight (g) | Relative difference | |
|---|---|---|---|---|
| to Wild | to Hybrid | |||
| Control | Farm | 29.70 | 1.9 | 1.2 |
| Hybrid | 23.95 | 1.5 | - | |
| Wild | 15.55 | - | - | |
| Carp | Farm | 10.14 | 2.1 | 1.5 |
| Hybrid | 6.87 | 1.4 | - | |
| Wild | 4.80 | - | - | |
| Natural | Farm | 4.71 | 1.6 | 1.2 |
| Hybrid | 3.89 | 1.3 | - | |
| Wild | 2.93 | - | - | |
The relative growth differences were calculated by dividing the average weight (in grams) of the farmed fish by the wild and hybrid fish respectively, and the average weight of the hybrid fish by the wild fish within each treatment
Fig. 4Phenotypic reaction norms for growth (a-d) and survival (e-h) across the treatments. (a-c) The phenotypic growth reaction norms for each group at the family level using untransformed weight in grams and (d) average weight relative to the wild group where the hybrid and farmed groups are compared to the wild group within each treatment. (e-g) The survival reaction norms for each group at the family level between the treatments and (h) the relative survival reaction norms for each group where farmed and hybrid fish are compared to the wild fish within each treatment. Treatments (control, carp, natural) are indicated on the x-axis
Fig. 3Number of fish surviving from each of the 15 families within replicates of each treatment. Treatments: control, carp and natural. Dotted horizontal lines represent the expected number of fish per family in each replicate based on average mortality