| Literature DB >> 23139878 |
Jaime Otero1, Arne J Jensen, Jan Henning L'abée-Lund, Nils Chr Stenseth, Geir O Storvik, Leif Asbjørn Vøllestad.
Abstract
Atlantic salmon populations are reported to be declining throughout its range, raising major management concerns. Variation in adult fish abundance may be due to variation in survival, growth, and timing of life history decisions. Given the complex life history, utilizing highly divergent habitats, the reasons for declines may be multiple and difficult to disentangle. Using recreational angling data of two sea age groups, one-sea-winter (1SW) and two-sea-winter (2SW) fish originated from the same smolt year class, we show that sea age at maturity of the returns has increased in 59 Norwegian rivers over the cohorts 1991-2005. By means of linear mixed-effects models we found that the proportion of 1SW fish spawning in Norway has decreased concomitant with the increasing sea surface temperature experienced by the fish in autumn during their first year at sea. Furthermore, the decrease in the proportion of 1SW fish was influenced by freshwater conditions as measured by water discharge during summer months 1 year ahead of seaward migration. These results suggest that part of the variability in age at maturity can be explained by the large-scale changes occurring in the north-eastern Atlantic pelagic food web affecting postsmolt growth, and by differences in river conditions influencing presmolt growth rate and later upstream migration.Entities:
Keywords: Norway; Salmo salar; discharge; maturation; sea surface temperature
Year: 2012 PMID: 23139878 PMCID: PMC3488670 DOI: 10.1002/ece3.337
Source DB: PubMed Journal: Ecol Evol ISSN: 2045-7758 Impact factor: 2.912
Figure 1Predicted values obtained by fitting a random intercept model to the proportions’ time series. The black line represents the fitted values for the population of rivers and is specified by the following equation where both coefficients are statistically significant (P < 0.0001). Whereas the gray lines represent the within-group fitted curves (see further details in Fig. S2).
Figure 2Large spatial patterns in SST in the Norwegian Sea. (a) First principal component of SST in September over the period 1991–2005 accounting for 37.8% of the total variance. (b) Spatial contour plot for the correlations (loadings) of the first principal component for SST in September. The dashed line delimits the approximate area of distribution of postsmolt Atlantic salmon according to Holm et al. (2004). Note that the Baltic Sea data were excluded from the analysis. Northernmost white areas were affected by sea ice and not included in the analysis.
Figure 3Estimated ln-transformed discharge (m3/s) from May to August in the year prior to Atlantic salmon smolt transformation during the years 1990–2004 for each river 1–59. Discharge has been centered by subtracting the whole population of river's ln-mean (3.36 m3/s). The black line shows the overall annual mean.
Optimal environmental model results. Results from analyses of the influence of SST (PC1) and discharge on the logit-transformed proportion of one-sea-winter relative to two-sea-winter fish from the same smolt cohort of Atlantic salmon obtained from the optimal mixed-effects model with River as random grouping factor (59 levels)
| Effects | Estimate | 95% CI | ||
|---|---|---|---|---|
| Fixed | ||||
| Intercept | 1.441 | 1.279; 1.602 | 17.509 | <0.0001 |
| SST | –0.012 | –0.014; –0.009 | –9.257 | <0.0001 |
| D | –0.289 | –0.378; –0.200 | –6.370 | <0.0001 |
| Random (SD) | ||||
| Intercept ( | 0.612 | 0.501; 0.747 | na | na |
| Residual ( | 0.496 | 0.446; 0.550 | na | na |
| Correlation structure | ||||
| | –0.140 | –0.212; –0.067 | na | na |
| Variance function | ||||
| | 0.214 | 0.150; 0.278 | na | na |
SST = sea surface temperature, D = discharge, CI= confidence interval, SD = standard deviation, na = not applicable.
Figure 4Estimated random intercepts for rivers. River-specific intercepts (β0 + a) representing the predicted logit-transformed 1SW fish proportion at a value of zero of the PC1 of SST in September and at the ln-mean value of discharge. The gray dashed line represents β0 (Table 1). The rivers are numbered chronologically along the Norwegian coast from south to north. See Table S1 for rivers’ numbers.
Figure 5Schematic representation of the Atlantic salmon life cycle and the relationships reported in this study. Fish mature after one-sea-winter (1SW) or two-sea-winters (2SW) depending on the route determined by the responses to the developmental switches G1 and G2 (see Mangel and Satterthwaite 2008). Black arrows indicate the (negative) relationships modeled in this work, whereas dashed arrows show the hypothetical (negative) effects of sea surface temperature (SST) and discharge on post- and presmolt growth, respectively. See the main text for further discussion on the potential nature of the relationships involved. The modeling framework by Thorpe et al. (1998) inspired this sketch. Drawings credits: © Atlantic Salmon Federation (http://www.asf.ca)/J.O. Pennanen.