| Literature DB >> 31461474 |
Kevin L Rhodes1,2, Ivy Baremore1, Rachel T Graham1.
Abstract
Fish spawning aggregations (FSA) act as biological hotspots that concentrate food and nutrients across a broad trophic spectrum. In Pohnpei (Federated States of Micronesia), 20 female grey reef sharks (Carcharhinus amblyrhynchos) were acoustically tagged at two multi-species grouper (Epinephelidae) FSA to examine the likelihood that these mesopredators utilize FSA as a seasonal food source. Both FSA sites are within small-scale MPAs, thus providing a secondary opportunity to examine their conservation potential during these ephemeral events. Shark movement and residency was gauged against known spatial and temporal grouper reproductive patterns using an array of 15 and 50 acoustic receivers at Ant Atoll and Pohnpei (Island), respectively. Activity space was investigated using Kernel Density estimates of individual sharks, and residency indices (RI) were analyzed based on daily and monthly occurrence at the array. Three distinct residency patterns were identified: transient, semi-transient, or resident (Daily RI <0.40, >0.40 to 0.80, or >0.80, respectively). Generalized linear mixed models (GLMMs) were used to identify biological and environmental factors influencing shark activity space, including month, temperature, shark size, spawning month, and residency pattern. Findings revealed significant changes in average monthly residency indices and kernel densities during spawning months in support of an opportunistic foraging strategy around FSA. Monthly residency was higher during spawning months among semi-resident and transient sharks, while average monthly activity space was concentrated around FSA. Best-fit models for the GLMM indicated that activity spaces were most influenced by month and grouper spawning month. Seven of 20 sharks demonstrated inter-island movement and wide variations in individual movement and spatial requirements were shown. The concentration of sharks and groupers at unprotected FSA sites increases their vulnerability to fishing and supports the need for combined area and non-area management measures to effectively protect these species.Entities:
Year: 2019 PMID: 31461474 PMCID: PMC6713441 DOI: 10.1371/journal.pone.0221589
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Map of the study site.
Pohnpei and Ant Atoll, Federated States of Micronesia showing receiver locations. Boxes with yellow shading indicate the boundaries of no-take marine reserves and land masses are shaded grey. Orange boxes denote fish spawning aggregation (FSA) sites.
Tagging information, residency indices (RI), and Kernel Density (KD) estimates.
| Transmitter | Date tagged | Location tagged | TL | Tag life (days) | Days monitored | Days detected | Overall RI | RI inside KMS | Overall 50% KD (km2) | Overall 95% KD (km2) |
|---|---|---|---|---|---|---|---|---|---|---|
| 48007 | 2-Feb-12 | Kehpara MPA | 147.5 | 1877 | 626 | 250 | 0.40 | 0.29 | 0.05 | 0.36 |
| 53832 | 23-Jan-10 | Kehpara MPA | 152 | 1850 | 1366 | 501 | 0.37 | 0.28 | 2.22 | 17.87 |
| 53838 | 26-Jan-10 | Kehpara MPA | 150 | 1850 | 1363 | 321 | 0.24 | 0.24 | 0.19 | 1.27 |
| 53840 | 22-Jan-10 | Kehpara MPA | 147 | 1850 | 1367 | 466 | 0.34 | 0.33 | 0.41 | 2.72 |
| 65071 | 26-Jan-10 | Kehpara MPA | 150 | 3650 | 1363 | 253 | 0.19 | 0.04 | 2.44 | 14.16 |
| 65075 | 26-Jan-10 | Kehpara MPA | 156 | 3650 | 1363 | 298 | 0.22 | 0.14 | 0.37 | 2.3 |
| 7785* | 22-Jan-10 | Kehpara MPA | 158 | 1411 | 1411 | 909 | 0.64 | 0.63 | 0.38 | 1.82 |
| 48006* | 28-Jan-12 | Kehpara MPA | 107 | 1877 | 631 | 432 | 0.68 | 0.68 | 0.13 | 0.89 |
| 48008* | 3-Feb-12 | Kehpara MPA | 151 | 1877 | 625 | 471 | 0.75 | 0.46 | 4.39 | 43.65 |
| 51335* | 6-Mar-12 | Kehpara MPA | 154 | 1870 | 593 | 458 | 0.77 | 0.03 | 2.81 | 17.83 |
| 48010* | 31-Jan-12 | Ant Channel | 146 | 1877 | 628 | 261 | 0.42 | 0.03 | 9.41 | 109.02 |
| 51336* | 5-Mar-12 | Ant Channel | 140 | 1870 | 594 | 435 | 0.73 | 0.25 | 1.92 | |
| 51337* | 4-Mar-12 | Ant Channel | 152 | 1870 | 595 | 428 | 0.72 | 2.39 | 24.92 | |
| 65072* | 26-Jan-10 | Kehpara MPA | 148.5 | 3650 | 1363 | 642 | 0.47 | 0.24 | 0.32 | 2.82 |
| 51328** | 3-Mar-12 | Kehpara MPA | 154 | 1870 | 596 | 582 | 0.98 | 0.97 | 0.01 | 0.07 |
| 51329** | 3-Mar-12 | Kehpara MPA | 154 | 1870 | 596 | 585 | 0.98 | 0.53 | 1.22 | 7.47 |
| 51338** | 3-Mar-12 | Kehpara MPA | 156 | 1870 | 596 | 590 | 0.99 | 0.98 | 0.02 | 0.15 |
| 51339** | 3-Mar-12 | Kehpara MPA | 153 | 1870 | 596 | 596 | 1.00 | 0.99 | 0.008 | 0.06 |
| 65074** | 26-Jan-10 | Kehpara MPA | 160 | 3650 | 1363 | 1347 | 0.99 | 0.94 | 0.05 | 0.79 |
| 65076** | 26-Jan-10 | Kehpara MPA | 151 | 3650 | 1363 | 1272 | 0.93 | 0.90 | 0.01 | 0.88 |
1 One asterisk indicates semi-transient sharks, two asterisks denote resident sharks, and those with no asterisks are transient.
Tagging information, residency indices (RI), and Kernel Density (KD) estimates of mature female Carcharhinus amblyrhynchos tagged with internal transmitters at Pohnpei and Ant Atoll from January 2010-March 2012. Sharks were monitored from January 2010-October 2013.
Fig 2Kernel density and residency index estimates.
Monthly 50% and 95% kernel density utilization (KD) and residency index (RI) estimates for all female grey reef sharks Carcharhinus amblyrhynchos monitored by acoustic array at Pohnpei and Ant Atoll from January 2010-October 2013. Error bars represent standard error. The outlined box represents the aggregation months.
Fig 3Monthly residency index and kernel density.
(A) Monthly residency index (number of days detected divided by the number of days in each month) and (B) Monthly KD for transient, semi-transient, and resident female grey reef sharks tagged at Pohnpei and Ant Atoll, Micronesia during two tagging events in 2010 and 2012. The black box outlines aggregation months (January–May), while the shaded area represents months when either two or all three groupers are present (February–April).
Fig 4Shark activity space.
Activity spaces for 20 female grey reef sharks calculated as 95% Kernel density (KD) utilization for A) resident sharks overall; B) resident sharks during grouper spawning months; C) semi-transient sharks overall; D) semi-transient sharks during grouper spawning months; E) transient sharks overall; and F) transient sharks during grouper spawning months.
The 15 top-ranked GLMMs for the 50% Kernel Density (KD) activity spaces.
| Model 50% KD | df | Loglik | AIC | deltaAIC | w |
|---|---|---|---|---|---|
| Month | 4 | -753.01 | 1514.10 | 0.88 | 0.14 |
| Month+Spawning+Resident | 6 | -751.10 | 1514.40 | 1.18 | 0.12 |
| Month+Temp | 5 | -752.32 | 1514.80 | 1.54 | 0.10 |
| Month+Spawning+TL | 6 | -751.47 | 1515.20 | 1.92 | 0.08 |
| Month+Spawning+Temp | 6 | -751.50 | 1515.20 | 1.98 | 0.08 |
| Month+Resident | 5 | -752.65 | 1515.50 | 2.21 | 0.07 |
| Month+Resident+Temp | 6 | -751.84 | 1515.90 | 2.66 | 0.06 |
| Month+TL | 5 | -752.92 | 1516.00 | 2.74 | 0.06 |
| Month+Temp+TL | 6 | -752.24 | 1516.70 | 3.45 | 0.04 |
| Month+Resident+TL | 6 | -752.61 | 1517.50 | 4.19 | 0.03 |
| Spawning+Resident | 5 | -756.65 | 1523.50 | 10.20 | 0.00 |
| Spawning | 4 | -757.76 | 1523.60 | 10.36 | 0.00 |
| Spawning+Resident+Temp | 6 | -756.01 | 1524.30 | 11.00 | 0.00 |
| Spawning+Temp | 5 | -757.21 | 1524.60 | 11.32 | 0.00 |
Results from the 15 top-ranked GLMMs for the 50% Kernel Density (KD) activity spaces of female grey reef sharks Carcharhinus amblyrhynchos at Pohpei and Ant Atoll from January 2010-October 2013. The best-fit model with the lowest AIC is shown in bold. Month: sequential month from the start of the study; Spawning: grouper spawning period (binary); Resident: residency status (transient, semi-transient, resident); Temp: temperature; TL: total length.
The 15 top-ranked GLMMs for the 95% Kernel Density (KD) activity spaces.
| Model 95% KD | df | Loglik | AIC | deltaAIC | w |
|---|---|---|---|---|---|
| Month+Spawning | 5 | -876.43 | 1763.00 | 0.15 | 0.19 |
| Month+Spawning+Temp | 6 | -875.93 | 1764.10 | 1.22 | 0.11 |
| Month+Resident | 5 | -877.11 | 1764.40 | 1.51 | 0.09 |
| Month+Spawning+Resident | 6 | -876.09 | 1764.40 | 1.53 | 0.09 |
| Month+TL | 5 | -877.37 | 1764.90 | 2.03 | 0.07 |
| Month+Temp | 5 | -877.38 | 1764.90 | 2.05 | 0.07 |
| Month+Spawning+TL | 6 | -876.42 | 1765.10 | 2.20 | 0.07 |
| Month+Resident+TL | 6 | -877.11 | 1766.50 | 3.58 | 0.03 |
| Month+Temp+Resident | 6 | -877.11 | 1766.50 | 3.58 | 0.03 |
| Month+Temp+TL | 6 | -877.37 | 1767.00 | 4.10 | 0.03 |
| Spawning | 4 | -881.41 | 1770.90 | 8.05 | 0.00 |
| Spawning+Resident | 5 | -880.51 | 1771.20 | 8.30 | 0.00 |
| Spawning+Temp | 5 | -881.36 | 1772.90 | 10.01 | 0.00 |
| Spawning+TL | 5 | -881.41 | 1773.00 | 10.10 | 0.00 |
Cumulative AIC weights (w), parameter estimates, standard error (SE), and p-values where deltaAIC < 2.
| Parameter | Estimate | SE | p | wi |
|---|---|---|---|---|
| 50% KD (km2) | ||||
| Temp | 0.0022 | 0.0032 | 0.4907 | 0.25 |
| Resident | -0.0032 | 0.0033 | 0.3352 | 0.17 |
| TL | -0.0001 | 0.0002 | 0.6963 | 0.12 |
| 95% KD (km2) | ||||
| Spawning | -0.5579 | 0.3855 | 0.1493 | 0.48 |
| Temp | -0.3767 | 0.6081 | 0.5368 | 0.22 |
| Resident | -0.6980 | 0.8759 | 0.4272 | 0.23 |
| TL | -0.0098 | 0.0585 | 0.8672 | 0.09 |
Cumulative AIC weights (w), parameter estimates, standard error (SE), and p-values from an average subset of candidate models where deltaAIC < 2. Parameters considered influential drivers of activity space (50% and 95% KD) are in bold. Resident: residency status (transient, semi-transient, resident); Temp: temperature; TL: total length.