| Literature DB >> 32246093 |
Christoph Plum1, Helmut Hillebrand2,3,4, Stefanie Moorthi2.
Abstract
Pronounced atmospheric and oceanic warming along the West Antarctic Peninsula (WAP) has resulted in abundance shifts in populations of Antarctic krill andEntities:
Year: 2020 PMID: 32246093 PMCID: PMC7125175 DOI: 10.1038/s41598-020-62829-8
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Palmer LTER study area location and bathymetry. Stations are located on a grid system (shown within the rectangular box) off the West Antarctic Peninsula. Bathymetry is indicated by grey shading, with depths noted in the greyscale color bar to the right. The grid encompasses continental slope, shelf and coastal regions as separated (and labeled) by dashed and solid lines running roughly parallel to the coast. Position of the physical oceanographic mooring is shown by the green circle. The red dot represents the location of U.S. Palmer Station. An = Anvers Island (home of Palmer Station), R = Renaud Island, L = Lavosier Island, Ad = Adelaide Island (home of U.K. Rothera Station), MB = Marguerite Bay. Figure adapted from Palmer LTER network. Figure courtesy D. Martinson and R. Iannuzzi, Palmer Antarctica LTER.
Figure 2Spatial and temporal patterns of the salp:krill ratio. Negative values (red) indicate higher krill density relative to salps while positive values (blue) indicate more salps in relation to krill. The salp:krill ratio is plotted separately for the North (a) and South (b) of the Palmer grid as well as the coastal, shelf and slope sub-regions for the northern (c,e,g) and southern (d,f,h) area, respectively. Note that only data from the reduced dataset (n = 823) were used. In the reduced dataset, concurrent nutrient, krill, and salp abundance data are partially not available for the years 1994, 1997, and 2009.
Results for the random effects from the linear mixed effects models.
| Fixed Effect | Random Effects | Response | Variance | Std Dev |
|---|---|---|---|---|
| Model 1 | station:year | N | 0.001231 | 0.03508 |
| year | N | 0.012324 | 0.11101 | |
| residuals | N | 0.01319 | 0.11485 | |
| station:year | P | 0 | 0 | |
| year | P | 0.01203 | 0.1097 | |
| residuals | P | 0.01339 | 0.1157 | |
| station:year | NP | 3.81E-05 | 0.006176 | |
| year | NP | 1.01E-02 | 0.100322 | |
| residuals | NP | 1.19E-02 | 0.108848 | |
| Model 2 | station:year | N | 0.001221 | 0.03494 |
| year | N | 0.012443 | 0.11155 | |
| residuals | N | 0.01321 | 0.11494 | |
| station:year | P | 6.02E-12 | 2.45E-06 | |
| year | P | 1.22E-02 | 1.11E-01 | |
| residuals | P | 1.34E-02 | 1.16E-01 | |
| station:year | NP | 1.12E-09 | 3.35E-05 | |
| year | NP | 1.01E-02 | 1.00E-01 | |
| residuals | NP | 1.19E-02 | 1.09E-01 |
The table shows the variance and standard deviation of the random effect for each response variable. Model 1 uses log transformed krill and salp abundance as well as the interaction between krill and salps as a fixed effect. Model 2, in turn, used the salp:krill ratio as the fixed effect. In both models, year and station were used as random effects.
N = nitrogen, P = phosphorus, NP = nitrogen:phosphorus ratio.
Results from the linear mixed effect models and the ANOVA.
| Fixed Effects | Response | Estimate | Se(Estimate) | T-Value | p | |
|---|---|---|---|---|---|---|
| log krill | N | −0.003806 | 0.002837 | −1.341 | 9.7719 | <0.01 |
| log salps | N | 0.013654 | 0.003875 | 3.524 | 13.5177 | <0.001 |
| log krill*salps | N | −0.002047 | 0.001564 | −1.309 | 1.7129 | 0.19 |
| log krill | P | −0.0006484 | 0.002738 | −0.237 | 2.064 | 0.15 |
| log salps | P | 0.0092009 | 0.0036838 | 2.498 | 6.5431 | <0.05 |
| log krill*salps | P | −0.0014792 | 0.0015146 | −0.977 | 0.9539 | 0.33 |
| log krill | NP | −0.0042379 | 0.0025794 | −1.643 | 6.3737 | <0.05 |
| log salps | NP | 0.0051261 | 0.0034726 | 1.476 | 3.3523 | 0.06 |
| log krill*salps | NP | −0.0003817 | 0.0014267 | −0.268 | 0.0685 | 0.79 |
| salp: krill ratio | N | 0.007666 | 0.001629 | 4.704 | 22.131 | <0.001 |
| salp:krill ratio | P | 0.004143 | 0.001547 | 2.677 | 7.1681 | <0.01 |
| salp:krill ratio | NP | 0.004544 | 0.001455 | 3.122 | 9.7482 | <0.01 |
The p-value was calculated from the F-ratio and degrees of freedom. Significant level at p < 0.05. The lmer function automatically calculates t-tests using Satterthwaite approximates to degrees of freedom. For further details on the models see Table 1 or material and methods.
Figure 3Partial residual plots. Overall relation between dissolved N (µmol), dissolved P (µmol) as well as the N:P molar ratio and the salp and krill density (ind. 1000 m3) as well as the salp:krill ratio across the Palmer grid. Note that only data from the reduced dataset (n = 823) were used. The data points display the residuals from the respective linear mixed effects models (model 1 = krill and salp density, model 2 = salp:krill ratio). The colors indicate different years to visualize annual variability. All data are ln-transformed.