| Literature DB >> 24722344 |
Jeremy T Sterling1, Alan M Springer2, Sara J Iverson3, Shawn P Johnson4, Noel A Pelland5, Devin S Johnson1, Mary-Anne Lea6, Nicholas A Bond7.
Abstract
Adult male and female northern fur seals (Callorhinus ursinus) are sexually segregated in different regions of the North Pacific Ocean and Bering Sea during their winter migration. Explanations for this involve interplay between physiology, predator-prey dynamics, and ecosystem characteristics, however possible mechanisms lack empirical support. To investigate factors influencing the winter ecology of both sexes, we deployed five satellite-linked conductivity, temperature, and depth data loggers on adult males, and six satellite-linked depth data loggers and four satellite transmitters on adult females from St. Paul Island (Bering Sea, Alaska, USA) in October 2009. Males and females migrated to different regions of the North Pacific Ocean: males wintered in the Bering Sea and northern North Pacific Ocean, while females migrated to the Gulf of Alaska and California Current. Horizontal and vertical movement behaviors of both sexes were influenced by wind speed, season, light (sun and moon), and the ecosystem they occupied, although the expression of the behaviors differed between sexes. Male dive depths were aligned with the depth of the mixed layer during daylight periods and we suspect this was the case for females upon their arrival to the California Current. We suggest that females, because of their smaller size and physiological limitations, must avoid severe winters typical of the northern North Pacific Ocean and Bering Sea and migrate long distances to areas of more benign environmental conditions and where prey is shallower and more accessible. In contrast, males can better tolerate often extreme winter ocean conditions and exploit prey at depth because of their greater size and physiological capabilities. We believe these contrasting winter behaviors 1) are a consequence of evolutionary selection for large size in males, important to the acquisition and defense of territories against rivals during the breeding season, and 2) ease environmental/physiological constraints imposed on smaller females.Entities:
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Year: 2014 PMID: 24722344 PMCID: PMC3983057 DOI: 10.1371/journal.pone.0093068
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Adult male and female northern fur seal migratory routes.
Map shows Large Marine Ecosystem delineations and all 6(the black dots), six adult females with diving data (the red dots), and four adult females without diving data (the blue dots).
Summary of capture information, satellite transmission durations, and Aleutian pass usage of adult male and female northern fur seals.
| ID | Sex | Capture | Satellite | Dive | Mass | Capture | Migration | Last day of | Days post | Total | Aleutian passes |
| site on | transmitter | data | date | departure | transmission | capture to | migrating | traveled through | |||
| St. Paul Is. | (kg) | date | migration | days | |||||||
| 662 | F | Polovina Cliffs | SPLASH | x | 33.6 | 2-Oct-09 | 11-Nov-09 | 13-Mar-10 | 40.5 | 122.0 | Unimak Pass |
| 665 | F | Polovina Cliffs | KiwiSat 202 | 37.8 | 5-Oct-09 | 23-Nov-09 | 23-Jan-10 | 49.5 | 60.5 | Unimak Pass | |
| 670 | F | Polovina Cliffs | SPLASH | x | 35.6 | 2-Oct-09 | 5-Nov-09 | 23-Feb-10 | 34.5 | 110.0 | Unimak Pass |
| 671 | F | Polovina Cliffs | SPLASH | x | 44.0 | 3-Oct-09 | 12-Nov-09 | 22-Dec-09 | 40.3 | 40.0 | Unimak Pass |
| 672 | F | Polovina Cliffs | SPLASH | x | 28.4 | 3-Oct-09 | 14-Nov-09 | 28-Dec-09 | 42.0 | 44.3 | Unimak Pass |
| 673 | F | Polovina Cliffs | SPLASH | x | 32.4 | 3-Oct-09 | 30-Oct-09 | 12-Dec-09 | 27.8 | 42.5 | Unimak Pass |
| 674 | F | Polovina Cliffs | SPLASH | x | 45.4 | 3-Oct-09 | 13-Nov-09 | 4-Mar-10 | 41.5 | 110.5 | Unimak Pass |
| 675 | F | Polovina Cliffs | KiwiSat 202 | 27.0 | 5-Oct-09 | 14-Nov-09 | 15-Nov-09 | 40.0 | 1.0 | n/a | |
| 676 | F | Polovina Cliffs | KiwiSat 202 | 38.0 | 5-Oct-09 | 12-Nov-09 | 11-Mar-10 | 38.0 | 119.0 | Akutan Pass | |
| 677 | F | Polovina Cliffs | KiwiSat 202 | 37.6 | 7-Oct-09 | 15-Oct-09 | 3-Mar-10 | 8.0 | 139.0 | Unimak Pass | |
| 678 | M | Zapadni Sands | SRDL | x | 149.1 | 22-Oct-09 | 25-Oct-09 | 31-Jan-10 | 3.5 | 98.0 | Unimak Pass |
| 679 | M | Zapadni Sands | SRDL | x | 152.9 | 22-Oct-09 | 8-Nov-09 | 22-May-10 | 17.5 | 194.9 | Buldir – Kiska Pass, |
| Amukta Pass, | |||||||||||
| Tanaga Pass | |||||||||||
| 680 | M | Zapadni Sands | SRDL | x | 114.2 | 23-Oct-09 | 25-Oct-09 | 9-Apr-10 | 2.8 | 166.0 | Amchitka Pass |
| 681 | M | Reef | SRDL | x | 118.7 | 23-Oct-09 | 6-Nov-09 | 25-Dec-09 | 14.3 | 49.0 | Yunaska Is. Pass |
| 682 | M | Zapadni Sands | SRDL | x | 221.8 | 24-Oct-09 | 11-Nov-09 | 19-May-10 | 18.5 | 189.4 | Samalga Pass |
F = female; M = male.
Figure 2Percent of the estimated total adult male and female northern fur seal migratory period spent in each ecosystem.
To make this calculation, we assumed return dates of 1 June for males (M) and 10 July for females (F).
Top three linear mixed-effects models selected using Akaike Information Criterion (AIC) for each adult male and female northern fur seal response variable examined.
| GLMM model | K | AIC | ΔAIC |
| (1) Behavioral state ( | |||
| (a) WS+sex+S+LME (NP, AS, BB, BS, CC, GA)+sex*S | 13 | 16449.15 | |
| (b) WS+sex+S+LME (NP, AS, BB, BS, CC, GA) + S*LME (NP, AS, BB, BS, CC, GA) | 17 | 16451.39 | 2.24 |
| (c) WS+sex+S+sex*S | 8 | 16451.88 | 2.73 |
| (2) F average dive depth ( | |||
| (a) D+M+LME (NP, AS, BS, CC, GA)+D*M+LME (NP, AS, BS, CC, GA)*M + LME (NP, AS, BS, CC, GA)*D | 19 | 1496.00 | |
| (b) D+M+LME (NP, AS, BS, CC, GA)+D*M+LME (NP, AS, BS, CC, GA)*M | 15 | 1498.30 | 2.30 |
| (c) D+M+S+LME (NP, AS, BS, CC, GA)+D*M | 16 | 1500.07 | 4.07 |
| (3) M average dive depth ( | |||
| (a) D+M +S+LME (NP, AS, BB, BS)+D*MLD+M*D+M*LME (NP, AS, BB, BS) | 15 | 2508.14 | |
| (b) D+S+LME (NP, AS, BB, BS)+D*MLD+M*LME (NP, AS, BB, BS) | 14 | 2508.63 | 0.49 |
| (c) D+M+LME (NP, AS, BB, BS)+D*MLD+M*D+M*LME (NP, AS, BB, BS) | 14 | 2510.79 | 2.65 |
| (4) F number of dives ( | |||
| (a) D+LME (NP, AS, BS, CC, GA)+LME (NP, AS, BS, CC, GA)*D | 13 | 2862.60 | |
| (b) D+LME (NP, AS, BS, CC, GA)+LME (NP, AS, BS, CC, GA)*D+D*M | 14 | 2864.58 | 1.98 |
| (c) D+M+LME (NP, AS, BS, CC, GA)+LME (NP, AS, BS, CC, GA)*D+D*M | 15 | 2866.48 | 3.88 |
| (5) M number of dives ( | |||
| (a) D+LME (NP, AS, BB, BS)+LME (NP, AS, BB, BS)*D+D*MLD | 12 | 4299.75 | |
| (b) D+M+LME (NP, AS, BB, BS)+LME (NP, AS, BB, BS)*D+D*MLD | 13 | 4301.13 | 1.38 |
| (c) D+M+LME (NP, AS, BB, BS)+LME (NP, AS, BB, BS)*D+D*MLD+D*M | 14 | 4303.12 | 3.37 |
F = female; M = male; K = number of parameters; NP = North Pacific Ocean; AS = Alaska Stream; BB = Bering Sea Basin; BS = Bering Sea Shelf; CC = California Current; GA = Gulf of Alaska; WS = wind speed (m sec−1); S = season or days from 1 October; D = proportion of daylight in each 6 h period; M = fraction of the moon illuminated; MLD = mixed-layer depth.
Best linear mixed-effects model results and estimated coefficients for the effects on adult male and female northern fur seal behavioral state.
| Behavioral state | Estimate |
|
|
|
|
| Intercept | −6.15 | 1.09 | 5923 | −5.63 |
|
| WS | −0.02 | 0.00 | 5923 | −5.88 |
|
| sex (male) | 3.60 | 1.46 | 13 | 2.47 |
|
| S | 0.07 | 0.01 | 5923 | 5.47 |
|
| AS | −0.71 | 0.23 | 5923 | −3.07 |
|
| BB | −0.74 | 0.39 | 5923 | −1.91 | 0.0561 |
| BS | −0.91 | 0.34 | 5923 | −2.67 |
|
| CC | −0.76 | 0.59 | 5923 | −1.29 | 0.1966 |
| GA | −0.41 | 0.28 | 5923 | −1.45 | 0.1463 |
| sex*S | −0.04 | 0.01 | 5923 | −3.04 |
|
The reference levels are females and North Pacific Ocean. P-values in boldface are significant at P≤0.05. AS = Alaska Stream; BB = Bering Sea Basin; BS = Bering Sea Shelf; CC = California Current; GA = Gulf of Alaska; WS = wind speed (m sec−1); S = season or days from 1 October.
Figure 3The effect of wind and season on adult male and female northern fur seal behavioral states.
These figures were constructed using the linear mixed-effects model coefficients from Table 3 depicting days since 1 October (season) and wind speed. The vertical dashed lines indicate the first and last migration departure date of the seals in this study.
Average dive depth and the percentage of dives of adult male and female northern fur seals summarized for each Large Marine Ecosystem (LME) and grouped by daylight periods.
| Mean dive depth in meters ± SD | Percentage of dives (number of dives) | |||||||||||||
| LME | sex | day | >50% day | >50% night | night | day | >50% day | >50% night | night | Total Dives | ||||
| BB | F | 0 | ||||||||||||
| M | 117.4±54.0 | 115.7±24.1 | 39.6±40.8 | 62% | (966) | 5% | (84) | 0% | (0) | 32% | (503) | 1,553 | ||
| BS | F | 42.4±20.6 | 24.6±15.8 | 27.1±23.4 | 9% | (205) | 17% | (378) | 0% | (8) | 74% | (1,679) | 2,270 | |
| M | 78±45.0 | 74.8±50.0 | 62.4±36.7 | 19% | (1,240) | 9% | (583) | 0% | (0) | 73% | (4,874) | 6,697 | ||
| NP | F | 40.3±26.0 | 27.5±22.2 | 22.1±17.3 | 23.5±23.0 | 2% | (584) | 18% | (4,749) | 32% | (8,254) | 47% | (12,101) | 25,688 |
| M | 90±40.2 | 64.6±32.6 | 46.7±30.7 | 24.8±18.3 | 63% | (24,436) | 12% | (4,781) | 13% | (5,179) | 12% | (4,696) | 39,092 | |
| AS | F | 21.1±16.4 | 18.9±8.5 | 15.6±6.6 | 4% | (170) | 17% | (697) | 0% | (0) | 79% | (3,205) | 4,072 | |
| M | 158.7±72.0 | 169.3±58.2 | 31.9±33.7 | 51% | (711) | 32% | (450) | 0% | (0) | 17% | (231) | 1,392 | ||
| CC | F | 37.1±19.5 | 28.5±13.1 | 25.3±13.4 | 22.7±10.6 | 33% | (1,323) | 46% | (1,857) | 10% | (391) | 11% | (437) | 4,008 |
| M | 0 | |||||||||||||
| GA | F | 33.1±41.8 | 31.4±15.4 | 39.6±22.9 | 29.7±22.5 | 0% | (31) | 17% | (3,115) | 41% | (7,460) | 42% | (7,559) | 18,165 |
| M | 0 | |||||||||||||
NP = North Pacific Ocean; AS = Alaska Stream; BB = Bering Sea Basin; BS = Bering Sea Shelf; CC = California Current; GA = Gulf of Alaska; F = female; M = male.
Figure 4Relationships between adult male and female northern fur seal mass and dive behaviors.
Significant linear regression relationships were found between fur seal mass and their average dive depth (A), average maximum dive depth (B), average dive duration (C), and average maximum dive duration (D). The relationship between average fur seal dive depths and the average number of dives (E) was also significant.
Best linear mixed-effects model results and estimated coefficients for the effects on adult male and female northern fur seal average dive depths.
| Female Dive Depth | Estimate |
|
|
|
|
| Intercept | 2.314 | 0.092 | 872 | 25.044 |
|
| D | 0.782 | 0.115 | 872 | 6.781 |
|
| M | 1.122 | 0.124 | 872 | 9.071 |
|
| AS | 0.298 | 0.147 | 872 | 2.025 |
|
| BS | 0.611 | 0.159 | 872 | 3.843 |
|
| CC | 0.158 | 0.208 | 872 | 0.758 | 0.4487 |
| GA | 0.711 | 0.111 | 872 | 6.396 |
|
| D*M | −0.918 | 0.155 | 872 | −5.929 |
|
| M*AS | −0.903 | 0.321 | 872 | −2.811 |
|
| M*BS | −0.995 | 0.260 | 872 | −3.832 |
|
| M*CC | −0.502 | 0.264 | 872 | −1.900 | 0.0578 |
| M*GA | −0.882 | 0.167 | 872 | −5.273 |
|
| D*AS | −0.320 | 0.185 | 872 | −1.727 | 0.0845 |
| D*BS | 0.161 | 0.170 | 872 | 0.947 | 0.3441 |
| D*CC | 0.357 | 0.189 | 872 | 1.891 | 0.0589 |
| D*GA | 0.071 | 0.136 | 872 | 0.523 | 0.6009 |
|
|
|
|
|
|
|
| Intercept | 3.031 | 0.156 | 1457 | 19.424 |
|
| D | 0.290 | 0.110 | 1457 | 2.635 |
|
| M | 0.218 | 0.092 | 1457 | 2.369 |
|
| S | −0.001 | 0.001 | 1457 | −2.158 |
|
| AS | 1.374 | 0.182 | 1457 | 7.553 |
|
| BB | 0.167 | 0.154 | 1457 | 1.084 | 0.2785 |
| BS | 0.353 | 0.112 | 1457 | 3.149 |
|
| M*AS | −0.657 | 0.276 | 1457 | −2.379 |
|
| M*BB | 0.196 | 0.259 | 1457 | 0.759 | 0.4479 |
| M*BS | 0.616 | 0.152 | 1457 | 4.050 |
|
| D*M | −0.155 | 0.099 | 1457 | −1.564 | 0.1180 |
| D*MLD | 0.010 | 0.001 | 1457 | 10.440 |
|
Females and males were examined separately and the reference level is the North Pacific Ocean. P-values in boldface are significant at P≤0.05. AS = Alaska Stream; BB = Bering Sea Basin; BS = Bering Sea Shelf; CC = California Current; GA = Gulf of Alaska; S = season or days from 1 October; D = proportion of daylight in each 6 h period; M = fraction of the moon illuminated; MLD = mixed-layer depth.
Figure 5Dive response of adult male and female northern fur seals to light (moon and sun) and mixed-layer depth.
These figures were constructed using the linear mixed-effects model coefficients from Table 5. The top figure shows the effect of moonlight and sunlight on female dive behavior while the bottom figure shows the effect of sunlight and mixed-layer depth on male dive behavior. Both plots represent adult diving in the North Pacific Ocean (NP) ecosystem.
Best linear mixed-effects model results and estimated coefficients for the effects on adult male and female northern fur seal average number of dives.
| Female number of dives | Estimate |
|
|
|
|
| Intercept | 4.128 | 0.121 | 878 | 34.057 |
|
| D | −1.394 | 0.211 | 878 | −6.613 |
|
| AS | −0.365 | 0.225 | 878 | −1.621 | 0.1054 |
| BS | −1.262 | 0.231 | 878 | −5.457 |
|
| CC | −1.483 | 0.297 | 878 | −4.998 |
|
| GA | 0.013 | 0.155 | 878 | 0.084 | 0.9333 |
| D*AS | −0.230 | 0.413 | 878 | −0.556 | 0.5783 |
| D*BS | 0.710 | 0.389 | 878 | 1.826 | 0.0683 |
| D*CC | 2.135 | 0.432 | 878 | 4.939 |
|
| D*GA | 0.036 | 0.323 | 878 | 0.113 | 0.9104 |
|
|
|
|
|
|
|
| Intercept | 2.248 | 0.202 | 1460 | 11.152 |
|
| D | 1.498 | 0.204 | 1460 | 7.340 |
|
| AS | −0.147 | 0.298 | 1460 | −0.493 | 0.6222 |
| BB | −0.173 | 0.198 | 1460 | −0.874 | 0.3823 |
| BS | 0.700 | 0.125 | 1460 | 5.612 |
|
| D*AS | −0.724 | 0.372 | 1460 | −1.949 | 0.0515 |
| D*BB | −0.446 | 0.273 | 1460 | −1.630 | 0.1034 |
| D*BS | −2.088 | 0.181 | 1460 | −11.527 |
|
| D*MLD | 0.000 | 0.002 | 1460 | −0.076 | 0.9393 |
Females and males were examined separately and the reference level is the North Pacific Ocean. P-values in boldface are significant at P≤0.05. AS = Alaska Stream; BB = Bering Sea Basin; BS = Bering Sea Shelf; CC = California Current; GA = Gulf of Alaska; D = proportion of daylight in each 6 h period; MLD = mixed-layer depth.
Figure 6The effect of daylight on the number of dives of adult male and female northern fur seals.
Each line represents an ecosystem: NP = North Pacific Ocean, AS = Alaska Stream, BB = Bering Sea Basin, BS = Bering Sea Shelf, CC = California Current, GA = Gulf of Alaska (see Fig. 1). In most cases, male dives (bottom) increased with increased proportion of light in each 6 h period. This response was opposite of adult females (top), which dived more during the night; a notable exception occurred in the CC ecosystem where one female exhibited an increase in the number of dives per 6 h period with increasing daylight.
Figure 7Spatial distribution of stormy days in relation to adult male and female northern fur seal migratory tracks.
Stormy days, defined as the proportion of days wind speeds were greater than 11−1 [53] during the November-March time period, were compared to male (the black dots) and female (the red dots) migratory tracks. Males remained in the stormy regions of the North Pacific Ocean, while females traveled to regions experiencing fewer stormy days along the continental margins of North America.
Figure 8Relationship between adult female northern fur seal behavioral state, eddy distribution and ecosystem.
Left panels: Behavioral states (solid black line; left y-axis) of four females compared to the distance of the closest eddy edge (colored dots; right y-axis) in each Large Marine Ecosystem traversed: NP = North Pacific Ocean, AS = Alaska Stream, BB = Bering Sea Basin, BS = Bering Sea Shelf, CC = California Current, GA = Gulf of Alaska (see Fig. 1). Right panels: female geographic distributions–color dots scale distance to the closest eddy edge. While females traversed several eddies during their winter migration, they appeared to dramatically shift their behavioral state to resident when aligned along eddy edges and once they arrived in the GA and CC ecosystems.
Figure 9Adult male northern fur seal average dive depths in relation to the mixed-layer depth (MLD).
Left panels: Average dive depth (colored dots) in relation to the MLD for males 679 and 682. The black line is the MLD calculated from the CTD measurements taken onboard the males, and the colored dots represent the proportion of light during each 6 h dive period grouped into four categories (Day, Mostly Day, Mostly Night, and Night). Male 679 (top panel) foraged in several Large Marine Ecosystems (LME) before spending the majority of his time in the North Pacific Ocean (NP) ecosystem. Each LME visited by male 679 is identified by a combination of the bottom depth (gray line) and the corresponding LME (NP = North Pacific Ocean, BB = Bering Sea Basin, BS = Bering Sea Shelf). Right panels: foraging locations of these males during the winter.