| Literature DB >> 30765793 |
Laia Armengol1, Albert Calbet2, Gara Franchy3, Adriana Rodríguez-Santos3, Santiago Hernández-León3.
Abstract
Oligotrophic and productive areas of the ocean differ in plankton community composition and biomass transfer efficiency. Here, we describe the plankton community along a latitudinal transect in the tropical and subtropical Atlantic Ocean. ProEntities:
Year: 2019 PMID: 30765793 PMCID: PMC6376012 DOI: 10.1038/s41598-019-38507-9
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Vertical section (0–200 m) of (a) temperature (°C), water currents (South Equatorial Counter Current (SECC), South Equatorial Current (SEC), North Equatorial Counter Current (NECC), Guinea Dome (GD). North Equatorial Current (NEC)) and physical processes (Convergence (C), Equatorial divergence (ED), Intertropical Convergence Zone (ITCZ)); (b) density (Kg m−3); (c) salinity; and (d) dissolved oxygen (μmol Kg−1) along transect in the Atlantic basin, based on CTD data. Biogeochemical areas are indicated at the top of panels.
Figure 2Vertical section (0–200 m) of (a) nitrites, (b) phosphates, (c) nitrates, (d) silicates and (e) ammonia (μmol L−1).
Figure 3Vertical section (0–200 m) of Chlorophyll a (mgChla m−3).
Figure 4(a) Proportion of biomass (%) and (b) Biomass (mgC m−3) of Cyanobacteria (Synechococcus, Syn; Prochlorochoccus, Proch; and picoeukaryotes, PE) at the surface layer (5 m depth, S), mixed layer (between 20–30 m depth, ML) and chlorophyll a maximum (CM). *No data available.
Principal Component Analysis (PCA) and Generalized Additive Model (GAM) for groups of organisms using biological and physical variables as effects; n = 28.
| Model | PCA (variance, %) | GAM | |||||
|---|---|---|---|---|---|---|---|
| Residual | F or t | Deviance explained | R-sq (adj) | GCV | Scale est. | ||
| 85.2% | 71.2% | 0.68 | 75.31 | 64.55 | |||
| +Temperature | −3.19** | ||||||
| +NO3 | 1.6 | ||||||
| +Mesozooplankton | 2.3** | ||||||
| 64.1% | 99.3% | 0.92 | 39.57 | 20.93 | |||
| Temperature | 7.65 | 22.74*** | |||||
| NO3 | 2.64 | 9.99** | |||||
| Mesozooplankton | 8.98 | 16.8*** | |||||
| 75.2% | 95.8% | 0.9 | 8.05 | 3.72 | |||
| NO3 | 2.46 | 37.64*** | |||||
| Dinoflagellates | 6.24 | 3.23* | |||||
| Mesozooplankton | 5.79 | 19.89*** | |||||
| 81% | 81.5% | 0.68 | 1.83 | 1.00 | |||
| Temperature | 7.52 | 3.96** | |||||
| NO3 | 3.08 | 1.19 | |||||
| Microzooplankton | 1.00 | 2.01 | |||||
| Microzooplankton Terms: | 85% | 70.6% | 0.57 | 204.4 | 144.56 | ||
| Temperature | 2.06 | 9.37** | |||||
| Chlorophyll | 3.84 | 4.68** | |||||
| Mesozooplankton | 1.00 | 0.003 | |||||
| Mesozooplankton Terms: | 85.2% | 85.4% | 0.74 | 53.09 | 29.45 | ||
| Temperature | 3.02 | 4.39* | |||||
| Chlorophyll | 2.50 | 6.98** | |||||
| Microzooplankton | 6.74 | 1.70 | |||||
Residual Degrees of Freedom (Df).
+t-value for linear adjust and F-value for smooth adjust.
Significance level: *p < 0.1; **p < 0.01; ***p < 0.001.
Figure 5Surface maps of Primary Production (mgC m−2 d−1) from satellite data during 15–22 April (a) and 23–30 April (b).
Figure 6Biomass of dinoflagellates (Din), ciliates (Cil), tintinnids (Tint), and others microzooplankton groups (Oth) (a) in mgC m−3 and (b) in %; (c) Integrated biomass (mgC m−3) in the water column of microzooplankton (μZ) and different mesozooplankton size-fraction: 200–500 μm (200–500), 500–1000 μm (500–1000) and >1000 μm (>1000). *No data available.
Figure 7Vertical section (0–200 m) of Chlorophyll a (mgChla m−3) and potential growth rates (μ, d−1) for (a) Chlorophyll a (μChla), (b) picoeukaryotes (μPE), (c) Synechococcus (μSyn) and (d) Prochlorococcus (μPro).
Phytoplankton growth (μ) and microzooplankton grazing (g) rates (d−1) for total chlorophyll a (Chla), picoeukaryotes (PE), Synechococcus (Syn) and Prochlorococcus (Proch) from seawater dilution experiments at surface (5 m), mixed layer (20 m) and chlorophyll maximum (CM).
| Station | Depth (m) | Growth (d−1) | Grazing (d−1) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| μChla | μPE | μSyn | μProch | gChla | gPE | gSyn | gProch | ||
| 1 | 5 | 0.155 ± 0.00 | 0.073 ± 0.03 | 0.013 ± 0.01 | 0.031 ± 0.000 | 0.177 ± 0.034 | 0.186 ± 0.014 | 0.298 ± 0.123 | 0.114 ± 0.043 |
| 2 | 5 | 0.119 ± 0.048 | 0.047 ± 0.027 | 0.073 ± 0.006 | 0.071 ± 0.008 | 0.098 ± 0.005 | 0.071 ± 0.024 | 0.265 ± 0.02 | 0.001 ± 0.024 |
| 20 | 0.666 ±0.025 | 0.069 ± 0.03 | 0.783 ± 0.039 | 0.001 | 0.682 ± 0.009 | 0.086 ± 0.005 | 0.705 ± 0.027 | 0.055 ± 0.01 | |
| 135 (CM) | 0.285 ± 0.041 | 0.048 ± 0.011 | 0.001 | 0.024 ± 0.013 | 0.179 ± 0.029 | 0.134 ± 0.008 | 0 | 0.047 ± 0.004 | |
| 3 | 5 | 0.502 ± 0.015 | 0.05 ± 0.031 | 0.106 ± 0.023 | 0.952 ± 0.047 | 0.421 ± 0.013 | 0.046 ± 0.022 | 0.18 ± 0.022 | 0.83 ± 0.031 |
| 20 | 1.26 ± 0.013 | 0.318 ± 0.052 | 0.259 ± 0.059 | 0.673 ± 0.065 | 0.769 ± 0.007 | 0.325 ± 0.006 | 0.247 ± 0.019 | 0.718 ± 0.027 | |
| 95 (CM) | 0.229 ± 0.021 | 0.252 ± 0.055 | 0.05 ± 0.017 | 0.073 ± 0.01 | 0.167 ± 0.034 | 0.197 ± 0.019 | 0.12 ± 0.007 | 0.057 ± 0.014 | |
| 4 | 5 | 0.400 ± 0.021 | 0.642 ± 0.104 | 0.221 ± 0.048 | 0.074 ± 0.017 | 0.023 ± 0.051 | 0.547 ± 0.033 | 0.249 ± 0.016 | 0.148 ± 0.022 |
| 20 | 0.706 ± 0.077 | 0.045 ± 0.018 | 0.064 ± 0.005 | 0.001 | 0.647 ± 0.021 | 0.071 ± 0.045 | 0.081 ± 0.01 | 0 | |
| 65 (CM) | 0.077 ± 0.008 | 0.495 ± 0.05 | 0.113 ± 0.024 | 0.527 ± 0.027 | 0.114 ± 0.027 | 0.416 ± 0.039 | 0.092 ± 0.01 | 0.515 ± 0.01 | |
| 5 | 5 | 0.226 ± 0.048 | 0.032 ± 0.007 | 0.396 ± 0.099 | 0.039 ± 0.023 | 0 | 0.058 ± 0.019 | 0.322 ± 0.041 | 0.093 ± 0.022 |
| 20 | 0.061 ± 0.010 | 0.019 ± 0.009 | 0.535 ± 0.037 | 0.001 | 0.095 ± 0.003 | 0.062 ± 0.014 | 0.483 ± 0.012 | 0.582 ± 0.085 | |
| 65 (CM) | 0.182 ± 0.018 | 0.341 ± 0.04 | 0.397 ± 0.043 | 0.077 ± 0.012 | 0.148 ± 0.009 | 0.303 ± 0.01 | 0.345 ± 0.027 | 0.077 ± 0.011 | |
| 6 | 5 | 0.051 ± 0.024 | 0.642 ± 0.007 | 0.653 ± 0.067 | 0.063 ± 0.022 | 0.081 ± 0.006 | 0.283 ± 0.009 | 0.331 ± 0.095 | 0.093 ± 0.007 |
| 20 | 0.187 ± 0.024 | 0.568 ± 0.043 | 0.408 ± 0.029 | 0.001 | 0.161 ± 0.020 | 0.232 ± 0.027 | 0.056 ± 0.36 | 0.544 ± 0.037 | |
| 46 (CM) | 0.241 ± 0.018 | 0.225 ± 0.018 | 0.129 ± 0.008 | 0.237 ± 0.014 | 0.205 ± 0.005 | 0.022 ± 0.023 | 0.113 ± 0.007 | 0.249 ± 0.012 | |
| 7 | 5 | 0.408 ± 0.036 | 0.027 ± 0.014 | 0.81 ± 0.093 | 0.409 ± 0.115 | 0.162 ± 0.015 | 0 | 0.183 ± 0.038 | 0.392 ± 0.011 |
| 20 | 0.228 ± 0.056 | 0.593 ± 0.044 | 0.549 ± 0.025 | 0.09 ± 0.023 | 0.153 ± 0.006 | 0.538 ± 0.014 | 0.449 ± 0.032 | 0.593 ± 0.025 | |
| 41 (CM) | 0.256 ± 0.011 | 0.169 ± 0.034 | 0.334 ± 0.049 | 0.132 ± 0.009 | 0.181 ± 0.020 | 0.221 ± 0.015 | 0.306 ± 0.024 | 0.178 ± 0.007 | |
| 8 | 5 | 0.426 ± 0.038 | 0.475 ± 0.079 | 1.016 ± 0.111 | 0.24 ± 0.027 | 0.316 ± 0.017 | 0.239 ± 0.014 | 0.658 ± 0.063 | 0.309 ± 0.011 |
| 29 | 0.112 ± 0.026 | 0.47 ± 0.015 | 0.181 ± 0.047 | 0.073 ± 0.016 | 0.144 ± 0.026 | 0.224 ± 0.075 | 0.134 ± 0.019 | 0.493 ± 0.013 | |
| 49 (CM) | 0.142 ± 0.026 | 0.265 ± 0.022 | 0.336 ± 0.029 | 0.003 ± 0.001 | 0 ± 0.037 | 0.294 ± 0.004 | 0.242 ± 0.025 | 0.096 ± 0.013 | |
| 9 | 5 | 0.356 ± 0.052 | 0.939 ± 0.007 | 1.238 ± 0.037 | 0.082 ± 0.067 | 0.621 ± 0.032 | 0.56 ± 0.022 | ||
| 30 (CM) | 0.198 ± 0.016 | 0.313 ± 0.049 | 0.11 ± 0.031 | 0.209 ± 0.010 | 0.29 ± 0.01 | 0.098 ± 0.012 | |||
| 10 | 5 | 0.159 ± 0.006 | 0.609 ± 0.023 | 0.711 ± 0.066 | 0.040 ± 0.011 | 0.398 ± 0.036 | 0.426 ± 0.041 | ||
| 20 | 0.170 ± 0.013 | 0.737 ± 0.054 | 0.868 ± 0.064 | 0.110 ± 0.021 | 0.68 ± 0.026 | 0.725 ± 0.011 | |||
| 11 | 5 | 0.273 ± 0.008 | 0.329 ± 0.047 | 0.523 ± 0.016 | 0.250 ± 0.007 | 0.298 ± 0.044 | 0.182 ± 0.021 | ||
| 15 (CM) | 0.076 ± 0.026 | 0.315 ± 0.047 | 0.516 ± 0.013 | 0 | 0.311 ± 0.005 | 0.497 ± 0.01 | |||
| 12 | 5 | 0.442 ± 0.080 | 0.043 ± 0.009 | 0.173 ± 0.025 | 0 | 0.079 ± 0.019 | 0.115 ± 0.029 | ||
Negative growth and grazing rates were converted to 0.001 and 0, respectively. Note Proch were not present at stations 9 to 12. Values (mean ± SE).
Figure 8Vertical section (0–200 m) of Chlorophyll a (mgChla m−3) and microzooplankton grazing rates (g, d−1) for (a) Chlorophyll a (gChla), (b) picoeukaryotes (gPE), (c) Synechococcus (gSyn) and (d) Prochloroccocus (gPro).
Figure 9Vertical section (0–200 m) of Chlorophyll a (mgChla m−3) and microzooplankton grazing on potential phytoplankton production (% PP) for (a) Chlorophyll a (% PPChla), (b) picoeukaryotes (% PPPE), (c) Synechococcus (% PPSyn) and (d) Prochlorococcus (% PPPro).
Figure 10Proportion of phytoplankton potential growth (μ) rates for (a) Chlorophyll a (Chla), (b) picoeukaryotes (PE), (c) Synechococcus (Syn) and (d) Prochlorococcus (Proch) and microzooplankton grazing (g) rates for (e) Chlorophyll a (Chla), (f) picoeukaryotes (PE), (g) Synechococcus (Syn) and (h) Prochlorococcus (Proch) during day (light bars) and night (dark bars) hours at each station.
Phytoplankton growth (μ) and microzooplankton grazing (g) rates (d−1) for total chlorophyll a (Chla), picoeukaryotes (PE), Synechococcus (Syn) and Prochlorococcus (Proch) from superficial waters dilution experiments (5 m) during daylight and night hours.
| Station | Time | Growth (h−1) | Grazing (h−1) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| μChla | μPE | μSyn | μProch | gChla | gPE | gSyn | gProch | ||
| 1 | Day | n.s | 0.037 ± 0.004 | 0.002 ± 0.002 | n.s | 0.23 ± 0.001 | 0.000 ± 0.001 | ||
| Night | n.s | 0.001 | 0.010 ± 0.011 | n.s | 0.001 | 0.015 ± 0.002 | |||
| 2 | Day | 0.006 ± 0.005 | 0.049 ± 0.021 | 0.010 ± 0.001 | 0.001 | 0.002 ± 0.002 | 0.074 ± 0.007 | 0.033 ± 0.004 | 0.000 ± 0.014 |
| Night | 0.004 ± 0.001 | 0.001 | 0.001 | 0.024 ± 0.011 | 0.006 ± 0.002 | 0.001 | 0.001 | 0.023 ± 0.006 | |
| 3 | Day | 0.029 ± 0.000 | 0.028 ± 0.005 | 0.017 ± 0.001 | 0.059 ± 0.003 | 0.015 ± 0.001 | 0.001 | 0.006 ± 0.002 | 0.037 ± 0.007 |
| Night | 0.011 ± 0.000 | 0.001 | 0.001 | 0.010 ± 0.002 | 0.007 ± 0.000 | 0.005 ± 0.004 | 0.005 ± 0.001 | 0.016 ± 0.002 | |
| 4 | Day | 0.030 ± 0.003 | 0.052 ± 0.014 | 0.031 ± 0.001 | 0.022 ± 0.006 | 0.013 ± 0.018 | 0.043 ± 0.004 | 0.019 ± 0.003 | 0.016 ± 0.003 |
| Night | 0.004 ± 0.001 | 0.001 | 0.001 | 0.001 | 0 | 0.002 ± 0.001 | 0.001 ± 0.001 | 0.001 | |
| 5 | Day | 0.010 ± 0.003 | 0.029 ± 0.007 | 0.025 ± 0.009 | 0.005 ± 0.001 | 0 | 0.026 ± 0.001 | 0.008 ± 0.004 | 0.000 ± 0.002 |
| Night | 0.009 ± 0.005 | 0.001 | 0.003 ± 0.001 | 0.001 | 0.014 ± 0.004 | 0.001 | 0.009 ± 0.001 | 0.004 ± 0.002 | |
| 6 | Day | 0.001 | 0.056 ± 0.001 | 0.032 ± 0.007 | 0.038 ± 0.004 | 0.003 ± 0.003 | 0.087 ± 0.001 | 0.017 ± 0.001 | 0.030 ± 0.003 |
| Night | 0.010 ± 0.000 | 0.001 | 0.010 ± 0.000 | 0.001 | 0.004 ± 0.002 | 0.001 | 0.005 ± 0.004 | 0.001 | |
| 7 | Day | 0.027 ± 0.001 | 0.017 ± 0.008 | 0.076 ± 0.003 | 0.026 ± 0.005 | 0.013 ± 0.002 | 0.013 ± 0.001 | 0.014 ± 0.003 | 0.024 ± 0.005 |
| Night | 0.007 ± 0.002 | 0.001 | 0.001 | 0.003 ± ± 0.001 | 0.001 ± 0.002 | 0.001 | 0.000 ± 0.004 | 0.003 ± 0.003 | |
| 8 | Day | 0.028 ± 0.004 | 0.019 ± 0.007 | 0.053 ± 0.008 | 0.021 ± 0.007 | 0.021 ± 0.003 | 0.008 ± 0.002 | 0.044 ± 0.002 | 0.012 ± 0.000 |
| Night | 0.008 ± 0.001 | 0.009 ± 0.004 | 0.014 ± 0.002 | 0.002 ± 0.003 | 0.005 ± 0.001 | 0.005 ± 0.001 | 0.004 ± 0.002 | 0.006 ± 0.000 | |
| 9 | Day | 0.026 ± 0.005 | 0.034 ± 0.002 | 0.034 ± 0.007 | 0 | 0.025 ± 0.001 | 0.030 ± 0.001 | ||
| Night | 0.004 ± 0.000 | 0.021 ± 0.002 | 0.034 ± 0.003 | 0.002 ± 0.000 | 0.013 ± 0.001 | 0.008 ± 0.001 | |||
| 10 | Day | 0.005 ± 0.001 | 0.028 ± 0.004 | 0.016 ± 0.005 | 0 | 0.046 ± 0.001 | 0.027 ± 0.003 | ||
| Night | 0.009 ± 0.001 | 0.011 ± 0.002 | 0.021 ± 0.001 | 0.015 ± 0.002 | 0.001 | 0.003 ± 0.002 | |||
| 11 | Day | 0.021 ± 0.001 | 0.003 ± 0.002 | 0.001 | 0.019 ± 0.001 | 0.001 | 0.001 | ||
| Night | 0.002 ± 0.000 | 0.012 ± 0.003 | 0.026 ± 0.001 | 0 | 0.014 ± 0.001 | 0.015 ± 0.001 | |||
| 12 | Day | 0.047 ± 0.004 | 0.021 ± 0.008 | 0.017 ± 0.003 | 0.018 ± 0.002 | 0.013 ± 0.003 | 0.019 ± 0.001 | ||
| Night | 0.0001 | 0.001 | 0.001 | 0 | 0.001 | 0.001 | |||
Negative growth and grazing rates were converted to 0.001 and 0 respectively. Note Proch were not present from station 9 to 12. Values (mean ± SE).
Figure 11Map of the study area across the Atlantic Ocean.
Location of the studied stations and initial conditions for microzooplankton grazing experiments.
| Station | Latitude | Longitude | Depth (m) | Temperature (° C) | Salinity | Dissolved O2 (µmol Kg−1) |
|---|---|---|---|---|---|---|
| 1 | −13.12 | −34.05 | 5 | 28.54 | 37.02 | 236.17 |
| 2 | −9.96 | −31.79 | 5 | 28.79 | 36.66 | 222.73 |
| 20 | 28.43 | 36.66 | 156.31 | |||
| 135 | 21.74 | 36.65 | 157.71 | |||
| 3 | −6.51 | −30.22 | 5 | 28.74 | 36.35 | 184.32 |
| 20 | 28.6 | 36.35 | 155.02 | |||
| 95 | 23.95 | 36.46 | 177.18 | |||
| 4 | −3.03 | −28.46 | 5 | 29.39 | 35.75 | 314.15 |
| 20 | 28.65 | 36.01 | 159.68 | |||
| 65 | 22.24 | 36.20 | 123.94 | |||
| 5 | 0.25 | −26.70 | 5 | 28.45 | 35.78 | 255.37 |
| 20 | 28.10 | 35.96 | 159.48 | |||
| 65 | 22.64 | 36.42 | 146.71 | |||
| 6 | 3.73 | −25.32 | 5 | 28.14 | 35.89 | 252.51 |
| 20 | 27.86 | 35.91 | 158.43 | |||
| 46 | 18.65 | 35.78 | 112.55 | |||
| 7 | 7.30 | −23.93 | 5 | 25.73 | 35.73 | 199.51 |
| 20 | 25.04 | 35.75 | 166.03 | |||
| 41 | 21.26 | 36.00 | 145.73 | |||
| 8 | 10.87 | −22.65 | 5 | 24.13 | 35.73 | 210.41 |
| 29 | 23.72 | 35.76 | 169.47 | |||
| 49 | 21.18 | 35.72 | 160.18 | |||
| 9 | 14.44 | −21.36 | 5 | 22.09 | 35.90 | 173.51 |
| 30 | 21.92 | 35.90 | 172.38 | |||
| 10 | 18.04 | −20.22 | 5 | 20.10 | 36.00 | 177.00 |
| 20 | 20.07 | 35.99 | 173.88 | |||
| 11 | 21.63 | −18.76 | 5 | 17.98 | 35.91 | 163.43 |
| 15 | 17.69 | 35.90 | 205.50 | |||
| 12 | 25.24 | −17.38 | 5 | 19.32 | 36.64 | 181.81 |
Location and time sampling during daily phytoplankton growth and mortality experiments at depth of 5 m.
| Station | Date | Sampling time | Sampling hour (UTC) |
|---|---|---|---|
| 1 | 05/04/2015 | T = 0 | 16:06 |
| T = 12 | 4:05 | ||
| T = 24 | 16:08 | ||
| 2 | 07/04/2015 | T = 0 | 19:35 |
| T = 12 | 8:37 | ||
| T = 24 | 19:33 | ||
| 3 | 09/04/2015 | T = 0 | 18:39 |
| T = 12 | 7:42 | ||
| T = 24 | 18:45 | ||
| 4 | 11/04/2015 | T = 0 | 19:34 |
| T = 12 | 7:40 | ||
| T = 24 | 19:39 | ||
| 5 | 13/04/2015 | T = 0 | 19:30 |
| T = 12 | 07:40 | ||
| T = 24 | 19:35 | ||
| 6 | 15/04/2019 | T = 0 | 19:30 |
| T = 12 | 7:37 | ||
| T = 24 | 19:40 | ||
| 7 | 17/04/2015 | T = 0 | 19:20 |
| T = 12 | 7:25 | ||
| T = 24 | 19:20 | ||
| 8 | 19/04/2015 | T = 0 | 18:56 |
| T = 12 | 7:08 | ||
| T = 24 | 19:00 | ||
| 9 | 21/04/2015 | T = 0 | 19:35 |
| T = 12 | 7:40 | ||
| T = 24 | 19:43 | ||
| 10 | 23/04/2015 | T = 0 | 21:04 |
| T = 12 | 8:55 | ||
| T = 24 | 21:11 | ||
| 11 | 25/04/2015 | T = 0 | 19:35 |
| T = 12 | 7:40 | ||
| T = 24 | 19:46 | ||
| 12 | 27/04/2015 | T = 0 | 19:37 |
| T = 12 | 7:44 | ||
| T = 24 | 19:38 |