| Literature DB >> 34172777 |
A Brazo1,2,3, R Marques1,2,3,4, M Zimmermann1,2,3, E Aspillaga5, B Hereu6, G Saragoni1,2,3, A Mercière7, R Crec'Hriou8, M Mercader1,2,3,9, M Verdoit-Jarraya1,2,3, F Cadène10, P Lenfant11,12,13.
Abstract
The spatio-temporal variability of fish distribution is important to better manage and protect the populations of endangered species. In this sense, the vertical movements of a vulnerable and protected species, Sciaena umbra, were assessed in a marine protected area (the Réserve Naturelle Marine de Cerbère-Banyuls, south of France) to study the variability of their bathymetric distribution at different time scales. Twenty adults were marked with acoustic transmitters and acoustically monitored over 2.5 years. This revealed that some individuals remained at shallow waters (< 8 m) all year round, while others presented vertical segregation at deeper waters during the cold months (mean depth of 22.5 ± 0.04 m) and all aggregated in shallow waters during the warm months. The brown meagre was more active during the night, except in June and July when peaks of activity were observed at dusk. These patterns are likely associated with foraging and reproductive behavior during the cold and warm periods, respectively, and likely regulated by water temperature and the depth of the thermocline. Here, we provide valuable information on when and where in the water column critical periods of S. umbra life cycle are expected to occur, which should be considered in management and protection plans.Entities:
Year: 2021 PMID: 34172777 PMCID: PMC8233415 DOI: 10.1038/s41598-021-92633-x
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Study area and the acoustic receiver array within the RNMCB (Réserve Naturelle Marine de Cerbère-Banyuls), indicating the areas with different protection levels, the two collection sites (Close to Cap Abeille and Cap Rédéris), the receivers and their detection range (200 m) and the distribution of the main habitats types. Grey lines are bathymetric contours. The basic cartographic map and bathymetric data were provided by RNMCB.
Summary of the sampling and acoustic detection information of the studied fish (non-averaged data).
| Fish ID | Total length (cm) | Capture site | Tagging date | Tracking period (days) | Days detected | Residence index | Total detections | Detection/day |
|---|---|---|---|---|---|---|---|---|
| 419 | 33 | Cap Abeille | 08/06/2016 | 504 | 364 | 0.72 | 39,904 | 79 |
| 424 | 37 | 08/06/2016 | 379 | 316 | 0.83 | 19,030 | 50 | |
| 429 | 39 | 08/06/2016 | 367 | 229 | 0.62 | 12,350 | 34 | |
| 3039 | 56 | 11/07/2016 | 482 | 279 | 0.58 | 39,932 | 83 | |
| 3031 | 36 | 16/06/2017 | 506 | 497 | 0.98 | 57,262 | 113 | |
| 3038 | 34 | 16/06/2017 | 506 | 492 | 0.97 | 43,683 | 86 | |
| 3037 | 35 | 20/07/2017 | 365 | 339 | 0.93 | 66,705 | 183 | |
| 455 | 37 | 21/07/2017 | 506 | 504 | 1 | 63,186 | 125 | |
| 456 | 38 | 21/07/2017 | 21 | 21 | 1 | 2150 | 102 | |
| 462 | 45 | 22/08/2017 | 100 | 59 | 0.59 | 2623 | 26 | |
| 3032 | 35 | Cap Réderis | 04/10/2016 | 373 | 371 | 0.99 | 105,739 | 286 |
| 3033 | 35 | 04/10/2016 | 506 | 488 | 0.96 | 169,896 | 336 | |
| 3034 | 33 | 04/10/2016 | 360 | 355 | 0.99 | 36,868 | 10 | |
| 3035 | 32 | 04/10/2016 | 11 | 11 | 1 | 2415 | 220 | |
| 3036 | 46 | 21/06/2017 | 506 | 505 | 1 | 43,946 | 87 | |
| 459 | 36 | 21/06/2017 | 506 | 460 | 0.91 | 45,532 | 90 | |
| 457 | 42 | 03/08/2017 | 506 | 506 | 1 | 51,455 | 102 | |
| 458 | 47 | 03/08/2017 | 506 | 506 | 1 | 164,591 | 325 | |
| 460 | 43 | 03/08/2017 | 506 | 505 | 1 | 66,404 | 131 | |
| 461 | 55 | 03/08/2017 | 506 | 506 | 1 | 70,416 | 139 |
Residence index represents the proportion of days that each individual remained within the detection array.
Fish ID fish identification number.
Figure 2Individual depth during the study period. Mean depth per hour of each fish ID (identification number) over time.
Figure 3Definition of fish groups and periods. (a) Clustering analysis on the total mean fish depth Z-scores, identifying two fish groups (SS shallow/shallow, DS deep/shallow) and (b) monthly mean of fish depth Z-scores (all years included) to define two periods, delimited by dashed lines (Warm: April to August and Cold: January to March and September to December). Numbers represent the fish identification number.
Figure 4Monthly individual depth. Mean (± SE) depth of each fish identified by their identification number (Fish ID) and by group (SS shallow/shallow, DS deep/shallow), over the study period (all years included).
Figure 5Variation pattern of daily and seasonal vertical movements. Each point is the hourly mean depth of each fish, identified by group (SS shallow/shallow, DS deep/shallow). Lines represent Locally Weighted Least Squares Regression (LOESS) fit model. White and grey areas represent day and night periods, respectively.
Results of the linear mixed effects model testing the effect of period (warm and cold), day/night time (DN), and group (SS shallow/shallow, DS deep/shallow) on the fish depth.
| Estimate | Std. error | df | t value | p-value | |
|---|---|---|---|---|---|
| (Intercept) | 3.049 | 0.080 | 107,804 | 38.198 | < 0.001 |
| Period warm | − 0.602 | 0.005 | 107,804 | − 129.581 | < 0.001 |
| DN night | 0.018 | 0.004 | 107,804 | 4.151 | < 0.001 |
| Group SS | − 0.928 | 0.110 | 15 | − 8.460 | < 0.001 |
| Period warm: DN night | 0.010 | 0.007 | 107,804 | 1.368 | 0.171 |
| Period warm: group SS | 0.541 | 0.006 | 107,804 | 96.541 | < 0.001 |
| DN night: group SS | − 0.108 | 0.005 | 107,804 | − 21.418 | < 0.001 |
| Period warm: DN night: group SS | − 0.021 | 0.008 | 107,804 | − 2.551 | 0.011 |
Figure 6Fish depth over the study period. Points represent the daily mean depth of all fish identified by group (SS shallow/shallow in green, DS deep/shallow in red), over the whole study period (a) and a subset of data when the thermocline is present in 2017 (b) and 2018 (c). Black lines represent thermocline depth and orange lines represent temperature (°C) at 15 m depth. Background colors represent cold and warm periods in blue and light orange, respectively.
Figure 7Results of the GAMM models on the fish depth during the study period. Effect of seawater temperature (at 15 m depth) (a) and thermocline depth (b). Lines represent the estimated smoothing curves from each model and shaded areas represent the 95% confidence interval for the mean shape of the effect.
Figure 8Monthly mean fish activity of each group per day and night, over the study period. SS shallow/shallow, DS deep/shallow. Background colors represent cold and warm periods in blue and light orange, respectively.
Results of the linear mixed effects model testing the effect of period (warm and cold), day/night time (DN), and group (SS shallow/shallow, DS deep/shallow) on the vertical activity of the fish (variance of depth per each day/night time).
| Estimate | Std. error | df | t value | p-value | |
|---|---|---|---|---|---|
| (Intercept) | 0.147 | 0.016 | 20 | 9.040 | < 0.001 |
| Period warm | 0.255 | 0.010 | 13,540 | 24.349 | < 0.001 |
| DN night | 0.115 | 0.009 | 13,530 | 12.167 | < 0.001 |
| Group SS | 0.009 | 0.022 | 20 | 0.414 | 0.683 |
| Period warm: DN night | − 0.090 | 0.015 | 13,530 | − 6.136 | < 0.001 |
| Period warm: group SS | − 0.105 | 0.014 | 13,540 | − 7.345 | < 0.001 |
| DN night: group SS | 0.000 | 0.013 | 13,530 | − 0.033 | 0.974 |
| Period warm: DN night: group SS | − 0.032 | 0.020 | 13,530 | − 1.608 | 0.108 |
Figure 9Results of the GAMM models on the fish activity during the study period. Effect of seawater temperature (at 15 m depth) (a) and thermocline depth (b). Lines represent the estimated smoothing curves from each model and shaded areas represent the 95% confidence interval for the mean shape of the effect.