N2 fixation in the Mediterranean Sea related to the composition of the diazotrophic community and impact of dust under present and future environmental conditions
- 1Laboratoire d'Océanographie et du Climat: Expérimentation et Approches Numériques (LOCEAN-IPSL), Sorbonne University, CNRS-IRD-MNHN, 75005 Paris, France
- 2Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, USA
- 3Sorbonne University, CNRS, Laboratoire d'Océanographie Microbienne, LOMIC, 66650 Banyuls-sur-Mer, France
- 4Marine Biology Section, Department of Biology, University of Copenhagen, 3000 Helsingør, Denmark
- 5Sorbonne University, CNRS, Station Biologique de Roscoff, UMR 7144 Adaptation et Diversité en Milieu Marin, Roscoff, France
- 6Aix-Marseille Université, Université de Toulon, CNRS/INSU, IRD, Mediterranean Institute of Oceanography (MIO), UM 110, 13288, Marseille, France
- 7Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefranche, LOV, 06230 Villefranche-sur-Mer, France
- 8Department of Ecology and Coastal Management, Institute of Marine Sciences of Andalusia (CSIC), 11510 Puerto Real, Cádiz, Spain
Correspondence: Céline Ridame (firstname.lastname@example.org)
N2 fixation rates were measured in the 0–1000 m layer at 13 stations located in the open western and central Mediterranean Sea (MS) during the PEACETIME cruise (late spring 2017). While the spatial variability in N2 fixation was not related to Fe, P nor N stocks, the surface composition of the diazotrophic community indicated a strong longitudinal gradient increasing eastward for the relative abundance of non-cyanobacterial diazotrophs (NCDs) (mainly γ-Proteobacteria) and conversely decreasing eastward for photo-heterotrophic group A (UCYN-A) (mainly UCYN-A1 and UCYN-A3), as did N2 fixation rates. UCYN-A4 and UCYN-A3 were identified for the first time in the MS. The westernmost station influenced by Atlantic waters and characterized by highest stocks of N and P displayed a patchy distribution of diazotrophic activity with an exceptionally high rate in the euphotic layer of 72.1 , which could support up to 19 % of primary production. At this station at 1 % PAR (photosynthetically available radiation) depth, UCYN-A4 represented up to 94 % of the diazotrophic community. These in situ observations of greater relative abundance of UCYN-A at stations with higher nutrient concentrations and dominance of NCDs at more oligotrophic stations suggest that nutrient conditions – even in the nanomolar range – may determine the composition of diazotrophic communities and in turn N2 fixation rates. The impact of Saharan dust deposition on N2 fixation and diazotrophic communities was also investigated, under present and future projected conditions of temperature and pH during short-term (3–4 d) experiments at three stations. New nutrients from simulated dust deposition triggered a significant stimulation of N2 fixation (from 41 % to 565 %). The strongest increase in N2 fixation was observed at the stations dominated by NCDs and did not lead on this short timescale to changes in the diazotrophic community composition. Under projected future conditions, N2 fixation was either increased or unchanged; in that later case this was probably due to a too-low nutrient bioavailability or an increased grazing pressure. The future warming and acidification likely benefited NCDs (Pseudomonas) and UCYN-A2, while disadvantaged UCYN-A3 without knowing which effect (alone or in combination) is the driver, especially since we do not know the temperature optima of these species not yet cultivated as well as the effect of acidification.
The Mediterranean Sea (MS) is considered to be one of the most oligotrophic regions of the world's ocean (Krom et al., 2004; Bosc et al., 2004). It is characterized by a longitudinal gradient in nutrient availability, phytoplanktonic biomass and primary production (PP) decreasing eastward (Manca et al., 2004; D'Ortenzio and Ribera d'Alcalà, 2009; Ignatiades et al., 2009; Siokou-Frangou et al., 2010; El Hourany et al., 2019). From May to October, the upper water column is well stratified (D'Ortenzio et al., 2005), and the sea surface mixed layer (SML) becomes nutrient-depleted, leading to low PP (e.g., Lazzari et al., 2012). Most measurements of N2 fixation during the stratified period have shown low rates (≤ 0.5 ) in surface waters of the open MS (Ibello et al., 2010; Bonnet et al., 2011; Yogev et al., 2011; Ridame et al., 2011; Rahav et al., 2013; Benavides et al., 2016), indicating that N2 fixation represents a minor source of bioavailable nitrogen in the MS (Krom et al., 2010; Bonnet et al., 2011). These low rates are likely related to the extremely low bioavailability in dissolved inorganic phosphorus (DIP) (Rees et al., 2006; Ridame et al., 2011). The high concentrations of dissolved iron (DFe) in the SML due to accumulated atmospheric Fe deposition (Bonnet and Guieu, 2006; Tovar-Sánchez et al., 2020; Bressac et al., 2021) suggest that the bioavailability of Fe is not a controlling factor of N2 fixation (Ridame et al., 2011). Occasionally, high N2 fixation rates have been reported locally in the northwestern (17 ; Garcia et al., 2006) and eastern MS (129 ; Rees et al., 2006). Usually, the low N2 fixation rates in the Mediterranean offshore waters are associated with low abundance of diazotrophs, mainly dominated by unicellular organisms (Man-Aharonovich et al., 2007; Yogev et al., 2011; Le Moal et al., 2011). Unicellular diazotrophs from the photo-heterotrophic group A (UCYN-A; Zehr et al., 1998) largely dominated the cyanobacteria assemblage in the MS (Le Moal et al., 2011), and very low concentrations of filamentous diazotrophic cyanobacteria have only been recorded in the eastern basin (Bar-Zeev et al., 2008; Le Moal et al., 2011; Yogev et al., 2011). The UCYN-A cluster consists of four sublineages – UCYN-A1, UCYN-A2, UCYN-A3 and UCYN-A4 (Thompson et al., 2014; Farnelid et al., 2016; Turk Kubo et al., 2017; Cornejo-Castillo et al., 2019) – of which only UCYN-A1 and UCYN-A2 have been previously detected in the MS (Man-Aharonovich et al., 2007; Martinez-Perez et al., 2016; Pierrela Karlusich et al., 2021). Heterotrophic diazotrophs are widely distributed over the offshore surface waters (Le Moal et al., 2011), and the decreasing eastward gradient of surface N2 fixation rate could be related to a predominance of photo-autotrophic diazotrophs in the western basin and a predominance of heterotrophic diazotrophs in the eastern one (Rahav et al., 2013).
The MS is strongly impacted by periodic dust events, originating from the Sahara, which have been recognized as a significant source of macro- and micronutrients to the nutrient-depleted SML during stratified periods (Guieu and Ridame, 2020a and references therein; Mas et al., 2020). Results from Saharan dust seeding experiments during open-sea microcosms and coastal mesocosms in the MS showed stimulation of both PP (Herut et al., 2005; Ternon et al., 2011; Ridame et al., 2014; Herut et al., 2016) and heterotrophic bacterial production (BP) (Pulido-Villena et al., 2008, 2014; Lekunberri et al., 2010; Herut et al., 2016). Experimental Saharan dust seeding was also shown to enhance N2 fixation in the western and eastern MS (Ridame et al., 2011; Ternon et al., 2011; Ridame et al., 2013; Rahav et al., 2016a) and to alter the composition of the diazotrophic community (Rahav et al., 2016a), as also shown in the tropical North Atlantic (Langlois et al., 2012).
The MS has been identified as one of the primary hotspots for climate change (Giorgi, 2006). Future sea surface warming and associated increase in stratification (Somot et al., 2008) might reinforce the importance of atmospheric inputs as a source of new nutrients for biological activities during that season, including diazotrophic microorganisms. This fertilizing effect could also be enhanced by the expected decline in pH (Mermex Group, 2011), which could increase the nutrient dust solubility in seawater. Under nutrient-repleted conditions, predicted elevated temperature and CO2 concentration favor the growth and N2 fixation of the filamentous cyanobacteria Trichodesmium and of the photo-autotrophic UCYN-B and UCYN-C (Webb et al., 2008; Hutchins et al., 2013; Fu et al., 2008, 2014; Eichner et al., 2014; Jiang et al., 2018), whereas effects on UCYN-A and non-cyanobacterial diazotrophs (NCDs) are uncertain.
In this context, the first objective of this study is to investigate during the season characterized by strong stratification and low productivity the spatial variability in N2 fixation rates in relation to nutrient availability and diazotrophic community composition. The second objective was to study, for the first time, the impact of a realistic Saharan deposition event in the open MS on N2 fixation rates and diazotrophic community composition under present and realistic projected conditions of temperature and pH for 2100.
2.1 Oceanographic cruise
All data were acquired during the PEACETIME cruise (ProcEss studies at the Air–sEa Interface after dust deposition in the MEditerranean sea) in the western and central MS on board the R/V Pourquoi Pas? from 10 May to 11 June 2017 (http://peacetime-project.org/, last access: 17 January 2022) (see the detailed description in Guieu et al., 2020a). The cruise track, including 10 short stations (ST1 to ST10) and 3 long stations (TYR, ION and FAST), is shown in Fig. 1 (coordinates in Table S1 in the Supplement). Stations 1 and 2 were located in the Liguro-Provencal Basin; Stations 5, 6 and TYR in the Tyrrhenian Sea; Stations 7, 8 and ION in the Ionian Sea; and Stations 3, 4, 9, 10 and FAST in the Algerian Basin.
2.2 Dust seeding experiments
Experimental dust seedings into six large tanks were conducted at each of the three long stations (TYR, ION and FAST) under present and future conditions of temperature and pH. Based on previous studies, the location of these stations was chosen based on several criteria and because they represent three main bioregions of the MS (Guieu et al., 2020a, their Fig. S1). They are located along the longitudinal gradient in biological activity, including the activity of diazotrophs decreasing eastward (Bonnet et al., 2011; Rahav et al., 2013). The experimental setup is fully described in a companion paper (Gazeau et al., 2021a). Briefly, six climate reactors (volume of about 300 L) made in high-density polyethylene were placed in a temperature-controlled container and covered with a lid equipped with LEDs to reproduce the natural light cycle. The tanks were filled with unfiltered surface seawater collected at ∼ 5 m with a peristaltic pump at the end of the day (T − 12 h) before the start of the experiments the next morning (T0). Two replicate tanks were amended with mineral Saharan dust (dust treatments D1 and D2) simulating a high but realistic atmospheric dust deposition of 10 g m−2 (Guieu et al., 2010b). Two other tanks were also amended with Saharan dust (same dust flux as in the dust treatment) under warmer (∼ +3 ∘C) and more acidic water conditions (∼ −0.3 pH unit) (greenhouse treatments G1 and G2). This corresponds to the Intergovernmental Panel on Climate Change (IPCC) projections for 2100 under RCP8.5 (IPCC, 2019). Seawater in G1 and G2 was warmed overnight to reach +3 ∘C and acidified through the addition of CO2-saturated 0.2 µm filtered seawater (∼ 1.5 L in 300 L). The difference in temperature between G (greenhouse) tanks and other tanks (C, controls, and D, dust) was +3, +3.2 and +3.6 ∘C at TYR, ION and FAST, respectively, and the decrease in pH was −0.31, −0.29 and −0.33 at TYR, ION and FAST, respectively (Gazeau et al., 2021a). Two tanks were filled with untreated water (Controls C1 and C2). The experiment at TYR and ION lasted 3 d, while the experiment at FAST lasted 4 d. The sampling session took place every morning at the same time over the duration of the experiments.
The fine fraction (< 20 µm) of a Saharan soil collected in southern Tunisia used in this study has been previously used for the seeding of mesocosms in the framework of the DUNE project (a DUst experiment in a low-Nutrient, low-chlorophyll Ecosystem). Briefly, the dust was previously subjected to physico-chemical transformations mimicking the mixing between dust and pollution air masses during atmospheric transport (see details in Desboeufs et al., 2001; Guieu et al., 2010b). This dust contained 0.055 ± 0.003 % of P, 1.36 ± 0.09 % of N and 2.26 ± 0.03 % of Fe in weight (Desboeufs et al., 2014). Right before the artificial seeding, the dust was mixed with 2 L of ultrapure water in order to mimic a wet deposition event and sprayed at the surface of the climate reactors D and G. The succession of operations is fully described in Gazeau et al. (2021a; see their Table 1).
2.3 N2 fixation and primary production
All materials were acid-washed (HCl Suprapur 32 %) following trace metal clean procedures. Before sampling, bottles were rinsed three times with the sampled seawater. For the in situ measurements, seawater was sampled using a trace metal clean (TMC) rosette equipped with 24 GO-FLO bottles (Guieu et al., 2020a). At each station, seven to nine depths were sampled between the surface and 1000 m for N2 fixation measurements and five depths between surface and ∼ 100 m for primary production measurements (one sample per depth). During the seeding experiments, the six tanks were sampled for simultaneous determination of net N2 and CO2 fixation rates before dust seeding (initial time T0) and 1 d (T1), 2 d (T2) and 3 d (T3) after dust addition at TYR and ION stations. At FAST, the last sampling took place 4 d (T4) after dust addition.
After collection, 2.3 L of seawater was immediately filtered onto pre-combusted GF/F (glass microfiber) filters to determine natural concentrations and isotopic signatures of particulate organic carbon (POC) and particulate nitrogen (PN). Net N2 fixation rates were determined using the 15N2 gas tracer addition method (Montoya et al., 1996) and net primary production using the 13C tracer addition method (Hama et al., 1983). Immediately after sampling, 1 mL of NaH13CO3 (99 %, Eurisotop) and 2.5 mL of 99 % 15N2 (Eurisotop) was introduced to 2.3 L polycarbonate bottles through a butyl septum for simultaneous determination of N2 and CO2 fixation. 15N2 and 13C tracers were added to obtain a ∼ 10 % final enrichment. Then, each bottle was vigorously shaken before incubation for 24 h. The in situ samples from the euphotic zone were incubated in on-deck containers with circulating seawater, equipped with blue filters with different sets of blue neutral density filters (LEE Filters) (percentages of attenuation: 70, 52, 38, 25, 14, 7, 4, 2 and 1 %) to simulate an irradiance level (% PAR) as close as possible to the one corresponding to their depth of origin. Samples for N2 fixation determination in the aphotic layer were incubated in the dark in thermostated incubators set at in situ temperature. In situ 13C PP will not be discussed in this paper as 14C PP rates are presented in Maranon et al. (2021) (see details in Fig. S1 in the Supplement). The in situ 13C PP and molar C:N ratio in the organic particulate matter, measured simultaneously in our samples (see below for details), were used to estimate the contribution of N2 fixation to PP.
Samples from the dust addition experiments were incubated in two tanks dedicated to incubation: one tank at the same temperature and irradiance as the C and D tanks and another one at the same temperature and irradiance as the G tanks. It should be noted that 14C PP was also measured during the seeding experiments (Gazeau et al., 2021b; Fig. S1 in the Supplement).
After 24 h incubation, 2.3 L was filtered onto pre-combusted 25 mm GF/F filters, and filters were stored at −25 ∘C. Filters were then dried at 40 ∘C for 48 h before analysis. POC and PN as well as 15N and 13C isotopic ratios were quantified using an online continuous flow elemental analyzer (Flash 2000 HT) coupled with an isotopic ratio mass spectrometer (Delta V Advantage via a ConFlow IV interface from Thermo Fisher Scientific). For each sample, POC (in the 0–100 m layer) and PN (0–1000 m) were higher than the analytically determined detection limit of 0.15 µmol for C and 0.11 µmol for N. Standard deviations were 0.0007 at. % and 0.0005 at. % for 13C and 15N enrichment, respectively. The atomic percent excess of the dissolved inorganic carbon (DIC) was calculated by using measured DIC concentrations at the LOCEAN laboratory (SNAPO-CO2). N2 fixation rates were calculated by isotope mass balance equations as described by Montoya et al. (1996). For each sample, the 13C and 15N uptake rates were considered to be significant when excess enrichment of POC and PN was greater than 3 times the standard deviation obtained on natural samples. According to our experimental conditions, the minimum detectable 13C and 15N uptake rates in our samples were 5 and 0.04 , respectively. CO2 uptake rates were above the detection limit in the upper 0–100 m, while N2 fixation was not quantifiable below 300 m depth except at Stations 1 and 10 with rates of ∼ 0.05 at 500 m depth. From these measurements, the molar C:N ratio in the organic particulate matter was calculated and used to estimate the contribution of N2 fixation to primary production. As a rough estimate of the potential impact of bioavailable N input from N2 fixation on BP, we used the BP rates presented in companion papers (Gazeau et al., 2021b; Van Wambeke et al., 2021) and converted them to N demand using the molar ratio C:N of 6.8 (Fukuda et al., 1998). Trapezoidal method was used to calculate integrated rates over the SML, the euphotic layer (from surface to 1 % photosynthetically available radiation (PAR) depth) and the 0–1000 m water column.
It must be noted that N2 fixation rates measured by the 15N2 tracer gas addition method may have been underestimated due to incomplete 15N2 gas bubble equilibration (Mohr et al., 2010). However, this potential underestimation is strongly lowered during long incubation (24 h).
The relative changes (RC, in percent) in N2 fixation in the dust experiments were calculated as follows:
with N2FIXATIONTx the rate in D1, D2, G1 or G2 at Tx; N2FIXATIONControl the mean of the duplicated controls (C1 and C2) at Tx; and Tx the time of the sampling.
2.4 Composition of the diazotrophic community
Samples for characterization of the diazotrophic communities were collected during the dust seeding experiments in the six tanks at initial time before seeding (T0) and final time (T3 at TYR and ION and T4 at FAST); 3 L of water was collected in acid-washed containers from each tank, filtered onto 0.2 µm PES (polyethersulfone) filters (Sterivex) and stored at −80 ∘C until DNA extraction. The composition of the diazotrophic community was also determined at four depths (10, 61, 88 and 200 m) at Station 10. Here, 2 L seawater was collected from the TMC rosette. Immediately after collection, seawater was filtered under low vacuum pressure through a 0.2 µm nuclepore membrane and stored at −80 ∘C in cryovials. Nucleic acids were obtained from both filter types using phenol-chloroform extraction followed by purification (NucleoSpin® PlantII kit; Macherey-Nagel). DNA extracts were used as templates for PCR (polymerase chain reaction) amplification of the nifH gene by nested PCR protocol as fully described in Bigeard et al. (2021; protocol.io). Following polymerase chain reactions, DNA amplicons were purified and quantified using NanoQuant Plate™ and Tecan Spark® (Tecan Trading AG, Switzerland). Each PCR product was normalized to 30 ng µL−1 in the final 50 µL and sent to Genotoul (https://www.genotoul.fr/, last access: 17 January 2022; Toulouse, France) for high-throughput sequencing using paired-end 2x250bp Illumina MiSeq. All reads were processed using the Quantitative Insight Into Microbial Ecology 2 pipeline (QIIME2 v2020.2; Bolyen et al., 2019). Reads were truncated to 350 bp based on sequencing quality, denoised, merged and chimera-checked using DADA2 (Callahan et al., 2016). A total of 1 029 778 reads were assigned to 635 amplicon sequence variants (ASVs). The table was rarefied by filtering at 1 % relative abundance per sample cut-off that reduced the dataset to 97 ASVs, accounting for 98.27 % of all reads. Filtering for homologous genes was done using the NifMAP pipeline (Angel et al., 2018) and translation into amino acids using FrameBot (Wang et al., 2013). This yielded 235 ASVs, accounting for 1 022 184 reads (99 %). These remaining ASVs were classified with DIAMOND blastp (Buchfink et al., 2015) using a FrameBot translated nifH database (phylum level version; Moynihan, 2020) based on the ARB database from the Zehr Lab (version June 2017; https://www.jzehrlab.com/nifh, last access: 17 January 2022). NifH cluster and subcluster designations were assigned according to Frank et al. (2016). UCYN-A sublineages were assigned by comparison to UCYN-A reference sequences (Farnelid et al., 2016; Turk-Kubo et al., 2017). All sequences associated with this study have been deposited under the BioProject ID PRJNA693966. Alpha and beta diversity indices for community composition were estimated after randomized subsampling. Analyses were run in QIIME 2 and in the Primer v.6 software package (Clarke and Warwick, 2001).
2.5 Complementary data from PEACETIME companions papers
Bacterial production. Heterotrophic bacterial production (BP; sensus stricto referring to prokaryotic heterotrophic production) was determined on board using the microcentrifuge method with the 3H-leucine (3H-Leu) incorporation technique to measure protein production (Smith and Azam, 1992). The detailed protocol and the rates of BP are presented in Van Wambeke et al. (2021) for measurements in the water column and in Gazeau et al. (2021b) for measurements over the course of the dust seeding experiments.
Dissolved Fe. Dissolved iron (DFe) concentrations (< 0.2 µm) were measured by flow injection analysis with online preconcentration and chemiluminescence detection (FIA-CL). The detection limit was 15 pM (Bressac et al., 2021). DFe concentrations in the water column along the whole transect are presented in Bressac et al. (2021) and for the dust seeding experiments in Roy-Barman et al. (2021).
Dissolved inorganic phosphorus and nitrate. Concentrations of DIP and nitrate () were analyzed immediately after collection on 0.2 µm filtered seawater using a segmented flow analyzer (AAIII HR Seal Analytical) according to Aminot and Kérouel (2007) with respective detection limits of 0.02 and 0.05 µmol L−1. Samples with concentrations below the limit of detection with standard analysis were analyzed by spectrophotometry using a 2.5 m long waveguide capillary cell (LWCC) for DIP (Pulido-Villena et al., 2010) and a 1 m LWCC for (Louis et al., 2015); the limit of detection was 1 nM for DIP and 6 nM for . Samples for determination of at the nanomolar level were lost from Stations 1 to 4. The dust addition experiment data are detailed in Gazeau et al. (2021a). The water column data are fully discussed in Pulido-Villena et al. (2021) and Van Wambeke et al. (2021).
2.6 Statistical analysis
Pearson's correlation coefficient was used to test the statistical linear relationship (p < 0.05) between N2 fixation and other variables (BP, PP, DFe, DIP, ); it should be noted that the DIN stocks estimated at Stations 1 to 4 (Table S1) were excluded from statistical analysis. In the dust seeding experiments, means at initial time (T0) before dust amendment (average at T0 in C and D treatments, n = 4; see Table 2) were compared using a one-way ANOVA followed by a Tukey means comparison test (α = 0.05). When assumptions for ANOVA were not respected, means were compared using a Kruskal–Wallis test and a post hoc Dunn test. To test significant differences (p < 0.05) between the slopes of N2 fixation as a function of time in the C, D and G treatments (n = 8), an ANCOVA was performed on data presenting a significant linear relationship with time (Pearson's correlation coefficient, p < 0.05). Statistical tests were done using XLSTAT and R (version 4.1.1 with the stats, tidyverse and FactoMineR packages).
3.1 In situ N2 fixation
3.1.1 Vertical and longitudinal distribution of N2 fixation
Over the cruise, the water column was well stratified with a shallow SML varying from 7 to 21 m depth (Table S1). Detectable N2 fixation rates in the 0–1000 m layer ranged from 0.04 to an exceptionally high rate of 72.1 at Station 10 (Fig. 2). Vertical N2 fixation profiles exhibited a similar shape at all stations, with maximum values within the euphotic layer and undetectable values below 300 m depth (except at Stations 1 and 10, with rates of ∼ 0.05 at 500 m depth). Within the euphotic layer, all the rates were well above the detection limit (DL = 0.04 , minimum in situ N2 fixation = 0.22 ). The highest rates were generally found below the SML and the lowest at the base of the euphotic layer or within the SML (Fig. 2). The lowest N2 fixation rates integrated over the euphotic and aphotic (defined as 1 % PAR depth to 1000 m) layers were found at Station 8 and the highest at Station 10 (Table 1). On average, 59 ± 16 % of N2 fixation (min 42 % at TYR and ION, max 97 % at Station 10) took place within the euphotic layer (Table 1). The contribution of the SML-integrated N2 fixation to the euphotic-layer-integrated N2 fixation was low, on average 17 ± 10 %.
Volumetric surface (∼ 5 m) and euphotic-layer-integrated N2 fixation rates exhibited a longitudinal gradient decreasing eastward (r = −0.59 and r = −0.60, p < 0.05, respectively) (Fig. 3). Integrated N2 fixation rates over the SML, aphotic and 0–1000 m layers (Table 1) displayed no significant trend with longitude (p > 0.05). It should be noted that longitudinal trends with stronger correlations were observed for 13C PP and BP (r = −0.81 and r = −0.82, respectively, and p < 0.05; Fig. S2 in the Supplement) as well as DIP and stocks (r = −0.68 and r = −0.85, p < 0.05; no correlation with DFe stock; data not shown) integrated over the euphotic layer.
3.1.2 N2 fixation and composition of diazotrophs at Station 10
The westernmost station, Station 10, was in sharp contrast to all other stations, with an euphotic-layer-integrated N2 fixation on average 44 times higher (Table 1) due to high rates of 2.9 at 37 m and 72.1 at 61 m (i.e., at the deep chlorophyll a maximum, DCM) (Fig. 2). That rate at 61 m was associated with a maximum in PP but not with a maximum in BP. From the surface to 200 m depth, the nifH community composition was largely dominated by ASVs related to different UCYN-A groups (Fig. 4) that represented 86 % at 200 m and up to 99.5 % at the DCM. No UCYN-B and UCYN-C or filamentous diazotrophs were detected. The relative abundance of NCDs (mainly γ-Proteobacteria Pseudomonas) increased with depth (r = 0.96, p < 0.05) to reach about 8 % in the mesopelagic layer (200 m). UCYN-A1 and UCYN-A4 dominated the total diazotrophic community (from 51 % to 99 %). All four UCYN-A had different vertical distributions: the relative abundances of UCYN-A1 and UCYN-A3 were the highest in surface, while UCYN-A4 was dominant at the most productive depths (61 and 88 m). At 61 m depth, where the unusually high rate of N2 fixation was detected, the community was dominated by both UCYN-A4 (58 %) and UCYN-A1 (41 %).
3.1.3 N2 fixation versus primary production, heterotrophic bacterial production, nutrients
For statistical analysis, due to the high integrated N2 fixation rate from Station 10, this rate was not included in order to not bias the analysis. N2 fixation rate integrated over the euphotic layer correlated strongly with PP (r = 0.71, p < 0.05) and BP (r = 0.76, p < 0.05) (Fig. 5). Integrated N2 fixation over the euphotic layer (and over the SML) was not correlated with the associated DFe, DIP and stocks (p > 0.05). It should be noted that DIP and stocks correlated positively with PP and BP (p < 0.05) over the euphotic layer (no correlation between DFe stock, PP and BP).
3.2 Response of N2 fixation and composition of the diazotrophic communities to dust seeding
3.2.1 Initial characteristics of the tested seawater
N2 fixation and BP were the highest at FAST, while PP was the highest at FAST and ION (Table 2). The N2 fixation rates were similar at ION and TYR and significantly higher (factor ∼ 2.6) at FAST. At TYR and ION, the diazotroph community was largely dominated by NCDs (on average 94.5 % of the total diazotrophic community), whereas at FAST, diazotrophic cyanobacteria, mainly UCYN-A, represented on average 91.4 % of the total diazotrophic community. concentration was the highest at FAST (59 nM), while DIP concentration was the highest at TYR (17 nM) and the lowest at ION (7 nM). The molar ratio was strongly lower than the Redfield ratio (16:1), indicating a potential N limitation of the phytoplanktonic activity in all experiments. DFe concentrations were all higher than 1.5 nM.
3.2.2 Changes in N2 fixation in response to dust seeding and relationship with changes in primary and heterotrophic bacterial production
All the dust seedings led to a significant stimulation of N2 fixation relative to the controls under present and future climate conditions (D and G treatments) (Figs. 6 and S3 in the Supplement). The reproducibility between the replicated treatments was good at all stations (mean coefficient of variation (CV, in percent) < 14 %). The maximum N2 fixation relative change (RC) was the highest at TYR (+434–503 % in D1 and D2, +478–565 % in G1 and G2), then at ION (+256–173 % in D1 and D2 and +261–217 % in G1 and G2) and finally at FAST (+41–49 % in D1 and D2 and +97–120 % in G1 and G2) (Fig. 7). At TYR and FAST, dust addition stimulated N2 fixation more in the G treatment than in D, whereas at ION the response was similar between the treatments (Fig. S3). N2 fixation measured during the dust seeding experiments correlated strongly with PP at FAST (r = 0.90, p < 0.05) and with BP at TYR and ION (r > 0.76, p < 0.05) (Fig. S4 in the Supplement).
3.2.3 Changes in the diazotrophic composition in response to dust seeding
At TYR and ION, the diazotrophic communities before seeding were largely dominated by NCDs (∼ 94.5 % of total ASVs; Fig. 8, Table 2). These were mainly γ-Proteobacteria related to Pseudomonas. Some of these ASVs had low overall relative abundance and therefore did not appear in the top 20 ASVs (Fig. 8, Tables S2 and S3 in the Supplement) but could nevertheless account for up to 16 % in a specific sample. Filamentous cyanobacteria (Katagnymene) were also observed at both stations (∼ 4.7 % of the total diazotrophs). The community at FAST was initially dominated by UCYN-A phylotypes, mostly represented by UCYN-A1 and UCYN-A3 (relative abundance of UCYN-A1 and UCYN-A3 in C and D treatments at T0; n = 4: 34 ± 6 % and 45 ± 2 % of the total diazotrophic composition, respectively; Fig. 8). At TYR and ION, the variability at T0 between replicates was higher than at FAST (Fig. S5 in the Supplement; C1T0 at TYR was removed due to poor sequencing quality). Also, the diversity (Shannon H′) was generally higher at TYR and ION at the start of incubations compared to FAST (T0; Fig. S6 in the Supplement). For ION and FAST experiments, Pseudomonas-related ASVs were more abundant in G treatments at T0 relative to control and dust treatments (T0). At the end of the TYR and ION experiments, the community from all treatments appeared to converge (Fig. S5) due to the increase of a few γ-Proteobacteria (mainly Pseudomonas) that strongly increased in all treatments (Fig. 8). At FAST, no difference in the relative abundances of diazotrophs was recorded between D treatment and the controls at T4. However, when comparing G treatment relative to D at T4, the relative contribution of NCDs was higher (82 % in G vs. 63 % in D), and the relative abundance of UCYN-A was lower (13 % in G vs. 31 % in D).
Late spring, at the time of sampling, all the stations were well stratified and characterized by oligotrophic conditions increasing eastward (Maranon et al., 2021; Fig. 8 in Guieu et al., 2020a). and DIP concentrations were low in the SML, from 9 to 135 nM for (Van Wambeke et al., 2021) and from 4 to 17 nM for DIP (Pulido-Villena et al., 2021); the highest stocks were measured at the westernmost station (Station 10) (Table S1).
4.1 General features in N2 fixation and diazotroph community composition
N2 fixation rates in the aphotic layer were in the range of those previously measured in the western open MS (Benavides et al., 2016) and accounted, on average, for 41 % of N2 fixation in the 0–1000 m layer, suggesting that a large part of the total diazotrophic activity was related to heterotrophic NCDs in the aphotic layer. N2 fixation rates in the euphotic layer were of the same order of magnitude (data from Station 10 excluded) as those previously measured in the open MS in spring and summer (Bonnet et al., 2011; Rahav et al., 2013). At the tested stations, the surface diazotrophic cyanobacteria were largely dominated by UCYN-A (∼ 93 % of the total diazotrophic cyanobacteria, mostly UCYN-A1 and UCYN-A3) and the NCD community by γ-Proteobacteria (∼ 95 % of the total NCDs). This is the first time that UCYN-A3 and UCYN-A4 are detected in the MS. The photo-autotrophic N2 fixation was negligible as no UCYN-B and UCYN-C were detected, and very low abundance of filamentous cyanobacteria was observed.
4.2 Longitudinal gradient of N2 fixation related to the composition of the diazotrophic communities
At Station 10 and FAST, the surface diazotrophic communities were largely dominated by UCYN-A (> 91 %), whereas at TYR and ION they were dominated by NCDs (> 94 %), which highlights the predominance of photo-heterotrophic diazotrophy in the western waters of the Algerian Basin and of NCD-supported diazotrophy in the Tyrrhenian and Ionian basins. Surface N2 fixation exhibited a longitudinal gradient decreasing eastward, as previously reported (Bonnet et al., 2011, Rahav et al., 2013). Strong longitudinal gradients decreasing eastward for the relative abundance of UCYN-A (r = −0.93, p < 0.05) and inversely increasing eastward for NCDs were observed (r = 0.89, p < 0.05) (Fig. 9). Despite no quantitative abundances of distinct diazotrophs for the studied area (in this and previously published studies), the intensity of the bulk N2 fixation rate was likely related to the overall composition of the diazotrophic communities (here relative abundance of UCYN-A versus NCDs). Indeed, surface N2 fixation rates correlated positively with the relative abundance of UCYN-A (mainly A1 and A3) (r = 0.98, p < 0.05) and negatively with the relative abundance of NCDs (r = −0.99, p < 0.05) (Fig. S7 in the Supplement). This could be related, in part, to the variability in the cell-specific N2 fixation rates that were shown to be higher for UCYN-A relative to NCDs (Turk-Kubo et al., 2014; Bentzon-Tilia et al., 2015; Martinez-Perez et al., 2016; Pearl et al., 2018; Mills et al., 2020). Besides, in Atlantic and Pacific Ocean areas when the diazotrophic community is dominated by unicellular organisms, high N2 fixation rates are mostly associated with a predominance of UCYN-A and low rates with a predominance of NCDs (Turk-Kubo et al., 2014, Martinez-Perez et al., 2016; Moreiro-Coello et al., 2017, Fonseca-Batista et al., 2019; Tang et al., 2019).
4.3 Intriguing Station 10
The patchy distribution of the diazotrophic activity at Station 10 was related to an exceptionally high rate at the DCM (72.1 ). High N2 fixation rates have previously been observed locally: 2.4 at the Strait of Gibraltar (Rahav et al., 2013), ∼ 5 in the Bay of Calvi (Rees et al., 2017), 17 in the northwestern MS (Garcia et al., 2006) and 129 in the eastern MS (Rees et al., 2006). Station 10 was also hydrodynamically “contrasted” compared to the other stations: it was located almost at the center of an anticyclonic eddy (Guieu et al., 2020a), with the core waters (0–200 m) of Atlantic origin (colder, fresher). In such anticyclonic structures, enhanced exchange with nutrient-rich waters from below take place, which, combined with lateral mixing, could explain higher stocks of and DIP in the euphotic layer (Table S1). Nevertheless, the anomaly of N2 fixation at the DCM was associated with anomalies of neither PP, BP nor and DIP concentrations. It only coincided with a minimum in DFe concentration (0.47 nM compared to 0.7 to 1.4 nM at the nearby depths; Bressac et al., 2021). Based on a range of Fe:C (from 7 to 177 µmol:mol) and associated C:N ratios for diazotrophs (Trichodesmium, UCYN) from the literature (Tuit et al., 2004; Berman-Frank et al., 2007; Jiang et al., 2018), we found that 0.004 to 0.08 nM of DFe is required to sustain this N2 fixation rate. Consequently, the minimum in DFe concentration at 61 m could not be explained solely by the diazotroph uptake.
Despite no correlation between N2 fixation and the relative abundance of specific diazotrophs (p > 0.05) along the profile, the huge heterogeneity in N2 fixation rate was likely related to the patchy distribution of diazotroph taxa. Indeed, patchiness seems to be a common feature of unicellular diazotrophs (Robidart et al., 2014; Moreira-Coello et al., 2019). The exceptionally high N2 fixation rates coincided with the highest relative contributions of UCYN-A and more precisely UCYN-A4. Exceptional N2 fixation rates at Station 10, impacted by northeast Atlantic surface waters of subtropical origin, could thus be related to incoming waters. Indeed, Fonseca-Batista et al. (2019) reported high N2 fixation rates (45 and 65 , with euphotic N2 fixation rates up to 1533 ) associated with a predominance of UCYN-A in subtropical Atlantic surface water mass along the Iberian Margin (∼ 40∘ N, 11∘ E). It should be noted that UCYN-A4 was only detected at Station 10, and its relatively high contribution to the whole diazotrophic community in the euphotic layer coincided with the highest stocks of P (and N) (Table S1). This could reflect higher nutrient requirement(s) of the UCYN-A4 and/or of its eukaryotic partner relative to other sublineages. Another intriguing feature was the high contribution (∼ 86 %) of UCYN-A in the mesopelagic zone (200 m). As UCYN-A lives in obligate symbiosis with haptophytes, from which it receives fixed carbon from photosynthesis (Thompson et al., 2012, 2014), this suggests that this contribution was probably derived from sinking senescing prymnesiophyte UCYN-A cells and that the weak N2 fixation rate at 200 m depth is likely only driven by γ-Proteobacteria (Pseudomonas).
4.4 Supply of bioavailable N from diazotrophic activity for fueling primary and heterotrophic bacterial production – relationship with potential controlling factors of N2 fixation
The relationship established between N2 fixation and PP and BP (Fig. 5) illustrated that in the studied area, N2 fixation is promoted by UCYN and NCDs and/or could indicate that all processes have the same (co)-limitation. Overall, N2 fixation was a poor contributor to PP (1.0 ± 0.3 %; Fig. S8 in the Supplement), as previously shown in the MS (Bonnet et al., 2011; Yogev et al., 2011; Rahav et al., 2013) and BP (7 ± 1 %; Fig. S8), except at Station 10, where N2 fixation could support up to 19 % of PP (Fig. S8) and supply the entire bioavailable N requirements for heterotrophic prokaryotes (199 % of BP). As expected, our results suggest no control of N2 fixation by DFe and , as previously shown through nutrient additions in microcosms (Rees et al., 2006; Ridame et al., 2011, Rahav et al., 2016b). No correlation was observed between N2 fixation and DIP, which may highlight the spatial variability in the controlling factor of diazotrophs as DIP was shown to control N2 fixation in the western basin but not in the Ionian Basin (Ridame et al., 2011). Moreover, DIP concentration does not reflect the rapid turnover of P in the open MS and thus could be a poor indicator of DIP availability (Pulido-Villena et al., 2021).
4.5 Diazotrophic activity and composition in response to dust addition under present climate conditions
General features. In all experiments, simulated wet dust deposition under present climate conditions triggered a significant (41 to 503 %) and rapid (24–48 h) stimulation of N2 fixation relative to the controls. Despite this strong increase, N2 fixation rates remained low (< 0.7 ) as well as their contribution to PP (< 7 %) and BP (< 5 %), as observed in situ (Sect. 4.4). All of these results are consistent with those found after dust seeding in mesocosms at a coastal site in the northwestern MS (Ridame et al., 2013) and in the open Cretan Sea (Rahav et al., 2016a).
Temporal changes in the composition of the diazotrophic community. Dust addition under present climate conditions did not impact the diazotrophic communities' composition. At TYR and ION, the large increase in N2 fixation recorded after dust addition might be attributed to NCDs (mainly γ-Proteobacteria), as suggested by the positive correlation between N2 fixation and BP (Fig. S4). At FAST, the community shifted from a large dominance of UCYN-A towards a dominance of NCDs in both the dust treatments and unamended controls due to the increase of a few fast growing γ-Proteobacteria (mainly Pseudomonas). This shift could be attributed to a bottle effect imposed by the tanks, which can favor fast-growing heterotrophic bacteria (Sherr et al., 1999; Calvo-Diaz et al., 2011). Nevertheless, the increased N2 fixation after dust seeding at FAST cannot be explained by the shift in composition of the diazotrophic communities because the rates remained quite stable in the controls all along the experiment. Rather, the abundances of diazotrophs have likely increased due to dust input, and UCYN-A in association with prymnesiophytes could still be responsible for the majority of the enhanced N2 fixation as N2 fixation correlated strongly with PP (Fig. S4).
Variability in the N2 fixation response among stations. The highest stimulation of N2 fixation to dust addition was observed at TYR (mean RCD = 321 %), then at ION (mean RCD = 161 %) and finally at FAST (mean RCD = 21 %) (Fig. 7). The differences in the intensity of the diazotrophic response were not related to differences in the initial nutrient stocks (Table S1) and in the nutrient input from dust, which was quite similar between experiments (Gazeau et al., 2021a). Briefly, dust input led to a strong increase of 11.2 ± 0.2 µM a few hours after seeding in the three experiments, and the maximum DIP release was slightly higher at FAST (31 nM) than at TYR and ION (23 ± 2 nM) (Gazeau et al., 2021a). As DFe concentration before seeding was high (≥ 1.5 nM; Table 2), the bioavailability of Fe did not appear to drive the response of N2 fixation (Ridame et al., 2013). Also, we evidenced in this experiment that release from dust did not inhibit N2 fixation rate driven by UCYN-A and NCDs. This was expected for UCYN-A as it lacks assimilation pathways (Tripp et al., 2010; Bombar et al., 2014).
N2 fixation was initially more limited at TYR and ION (as evidenced by the lowest initial rates) compared to FAST, thereby explaining the highest stimulation of N2 fixation by dust seeding at these stations. Interestingly, the stimulation of N2 fixation was higher at TYR than at ION (Fig. 7), while these stations presented the same initial rate supported by NCDs. One major difference is that PP was not enhanced by dust seeding at TYR, while BP increased in both experiments (Gazeau et al., 2021b), suggesting that NCD-supported N2 fixation was not limited by organic carbon at this station. As N2 fixation and BP correlated strongly after the dust seeding (Fig. S4), it means that dust-derived DIP could relieve the ambient limitation of both heterotrophic prokaryotes (BP was co-limited by NP; Van Wambeke et al., 2021) and NCDs at TYR. This could explain why DIP concentration in the D treatments became again similar to the controls at the end of this experiment (Gazeau et al., 2021a). At ION, characterized by the lowest initial DIP concentration, N2 fixation and PP were likely DIP (co-)limited as shown for BP (Van Wambeke et al., 2021). Consequently, diazotrophs as well as non-diazotrophs (heterotrophic prokaryotes and photoautotrophs) could all take up the dust-derived DIP, reducing then potentially the amount of DIP available for each cell that could explain the lower stimulation of N2 fixation relative to TYR.
At FAST, initially dominated by UCYN-A, N2 fixation and PP correlated strongly after the dust seeding (Fig. S4c). This indicated that dust could relieve either directly the ambient nutrient limitation of both N2 fixation and PP (Fig. S9 in the Supplement) or indirectly through first the relief of the PP limitation of the UCYN-A photoautotroph hosts, inducing an increase in the production of organic carbon, which could be used by UCYN-A to increase its N2-fixing activity. Nutrients from dust could also first enhance the UCYN-A-supported N2 fixation, which in turn could relieve the N limitation of the UCYN-A photoautotrophic host as the initial ratio indicates a potential N limitation of the PP (Table 2).
4.6 Response to dust addition under future relative to present climate conditions
General features. At TYR and FAST, N2 fixation was more stimulated by dust input under future than present climate conditions (mean RCG-TYR = 478 % and mean RCG-FAST = 54 %), whereas at ION the response was similar (Figs. 7 and S3). These differences between future and present climate conditions were not related to the nutrients supplied from dust (Gazeau et al., 2021a).
The purpose of our study was to study the combined effect of warming and acidification, but we can expect on the short timescale of our experiments (< 3–4 d) that NCDs and UCYN-A would not be directly affected by the changes in the CO2 concentration as they do not fix CO2 (Zehr et al., 2008). Indeed, no impact of acidification (or increase in the partial pressure of CO2) on N2 fixation was detected when the diazotrophic communities were dominated by UCYN-A in the North and South Pacific (Law et al., 2012; Böttjer et al., 2014). Nevertheless, the decrease in pH may indirectly impact UCYN-A through changes affecting its autotrophic host.
TYR and ION. Under future climate conditions, the composition of the diazotrophic communities did not change after dust input at TYR and ION relative to present conditions. At TYR, the highest N2 fixation stimulation might be linked to the increase in the NCD abundances and/or in their cell-specific N2 fixation rates under future climate conditions. Unfortunately, the impact of increased temperature and decreased pH on the cell-specific N2 fixation rates of NCDs is currently unknown. However, some studies suggest a positive relationship between temperature and abundances of NCDs: diazotrophic γ-Proteobacteria (γ-24774A11) gene copies correlated positively with temperature (from ∼ 20 to 30 ∘C) in surface waters of the western South Pacific Ocean (Moisander et al., 2014), and Messer et al. (2015) suggested a temperature optimum for these γ-Proteobacteria around 25–26 ∘C in the Australian tropical waters. At ION, the similar stimulation of N2 fixation by dust under future climate conditions compared to present climate conditions could be explained by a greater mortality of diazotrophs due to a higher grazing pressure and/or a higher viral activity. Indeed, higher bacterial mortality in the G treatment that could be related to a higher grazing pressure has been observed (Dinasquet et al., 2021). Another explanation is that in spite of the DIP supply from the dust, the DIP bioavailability, initially the lowest at ION, was not sufficient to allow an additional N2 fixation stimulation.
FAST. Some differences in the composition of the diazotrophic communities were observed between present and future climate conditions at FAST after dust input: the contribution of NCDs (mainly Pseudomonas) increased, and that of UCYN-A decreased. It must be noted that the duration of the experiment was longer at FAST (4 d) relative to TYR and ION (3 d), which could explain at least partly differences between stations. A direct response of increased temperature and/or decreased pH can be considered on a very short timescale (12 h) by comparing the results in the G treatment at T0 (+3 ∘C, −0.3 pH unit) with those in C and D treatments. The increased contribution of Pseudomonas in the G treatment at T0 (before dust addition) reveals a likely positive effect of temperature on the growth of this NCD as an increase in the top-down control on the bacterioplankton was observed after dust seeding under future climate conditions (Dinasquet et al., 2021). Interestingly, despite the decrease in the relative contribution of UCYN-A to the total diazotroph community after dust addition, we observed contrasted responses within the UCYN-A group relative to present climate conditions: the relative abundance of UCYN-A3 strongly decreased (4.6 % in G vs. 25.4 % in D), whereas the relative abundance of UCYN-A2 was twice as high (7 % in G vs. 3.4 % in D). Notably, the relative contribution of UCYN-A1 did not appear to be impacted during the dust addition experiment. These respective changes could be explained by the difference in the temperature tolerance between UCYN-A2 and UCYN-A3. Temperature is one of the key drivers explaining the distribution of UCYN-A, which appeared to dominate in most of the temperate regions, with temperature optima around ∼ 20–24 ∘C (Langlois et al., 2008; Moisander et al., 2010). However, the temperature optima for the different UCYN-A sublineages, in particular for UCYN-A2 and UCYN-A3, are poorly known. Interestingly, Henke et al. (2018) observed that the absolute UCYN-A2 abundance was positively affected by increasing temperature, within a range of temperature from about 21 to 28 ∘C, which is in agreement with our results, although only relative abundances were measured in our study. Based on the strong positive correlation between N2 fixation and PP after dust addition (and no correlation between N2 fixation and BP; Fig. S4) and despite the decrease in the relative abundance of UCYN-A3, the increased stimulation of N2 fixation under future climate conditions could likely be sustained by the increase in the relative abundance of UCYN-A2, which is bigger than UCYN-A3 (Cornejo-Castillo et al., 2019) and could consequently have a higher cell-specific N2 fixation rate.
In the MS, N2 fixation is a minor pathway to supply new bioavailable N for sustaining both PP and BP but can locally support up to 20 % of PP and provide all the N requirements for bacterial activity. UCYN-A might be supporting extremely high rates of N2 fixation (72 ) in the core of an eddy in the Algerian Basin influenced by Atlantic waters. The eastward-decreasing longitudinal trend of N2 fixation in the surface waters is likely related to the spatial variability in the composition of the diazotrophic communities, as shown by the eastward increase in the relative abundance of NCDs towards more oligotrophic waters, while we observed a westward increase in the relative abundance of UCYN-A. This could reflect lower nutrient requirements for NCDs relative to UCYN-A. Through the release of new nutrients, simulated wet dust deposition under present and future climate conditions significantly stimulated N2 fixation. The degree of stimulation depended on the metabolic activity of the diazotrophs (degree of limitation) related to the composition of diazotrophic communities and on the ambient potential nutrient limitations of diazotrophs, including that of the UCYN-A prymnesiophyte host. The strongest increase in N2 fixation, not accompanied with a change in the composition of the diazotrophic communities, was observed at the stations dominated by NCDs (TYR, ION), where the nutrient limitation was the strongest. Under projected future levels of temperature and pH, the dust effect is either exacerbated or unchanged. Knowing that NCDs and UCYN-A do not fix CO2, we suggest that, on the timescale of our experiments (3–4 d), the exacerbated response of N2 fixation is likely the result of the warming (from about 21 to 24 ∘C), which may increase the growth of NCDs when nutrient availability allows it and may alter the composition of UCYN-A community. However, to date, the effect of acidification and temperature optima of the different UCYN-A sublineages is poorly known (or unknown) as these UCYN-A remain uncultivated.
Future changes in climate, desertification and land use practices could induce an increase in dust deposition to the oceans (Tegen et al., 2004; Moulin and Chiapello, 2006; Klingmüller et al., 2016). The predicted future increase in surface temperature and the resulting stronger stratification are expected to expand the surface of low-nutrient, low-chlorophyll (LNLC) areas, consequently reinforcing the role of new nutrient supply from eolian dust on the N2 fixation and probably on the structure of the diazotrophic communities.
The PEACETIME dataset will be available at https://doi.org/10.17882/75747 (Guieu et al., 2020b) upon publication of all papers in the special issue (January 2022).
The supplement related to this article is available online at: https://doi.org/10.5194/bg-19-415-2022-supplement.
FG and CG designed the dust seedings experiments. CR, JD, EB, MB, FVW, FG, VT, ATS and CG participated in the sampling and analysis. CR and EB performed DNA extraction; EB performed library preparation. CR, JD and SH analyzed the data; CR wrote the manuscript with contributions from all authors.
The contact author has declared that neither they nor their co-authors have any competing interests.
Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
This article is part of the special issue “Atmospheric deposition in the low-nutrient–low-chlorophyll (LNLC) ocean: effects on marine life today and in the future (ACP/BG inter-journal SI)”. It is not associated with a conference.
The authors thank the captain and the crew of the RV Pourquoi Pas? for their professionalism and their work at sea. We warmly acknowledge our second chief scientist Karine Desboeufs. We gratefully thank Eric Thiebaut and Pierre Kostyrka for their precious advice with statistical tests. We also thank Kahina Djaoudi and Thibaut Wagener for their assistance in sampling the tanks and TMC rosette and Magloire Mandeng-Yogo and Fethiye Cetin for IRMS measurements at the Alyses platform (SU, IRD). The DIC data used in this study were analyzed at the SNAPO-CO2 service facility at the LOCEAN laboratory and supported by the CNRS-INSU and OSU Ecce-Terra. We greatly appreciate the interest of the reviewers and Christine Klaas and thank them for their relevant comments and time spent reviewing our manuscript.
This study is a contribution to the PEACETIME project (http://peacetime-project.org, last access: 17 January 2022), a joint initiative of the MERMEX and ChArMEx components supported by the CNRS-INSU, IFREMER, CEA and Météo-France as part of the program MISTRALS coordinated by the INSU. PEACETIME was endorsed as a process study by GEOTRACES. Julie Dinasquet was funded by a Marie Curie Actions International Outgoing Fellowship (PIOF-GA-2013-629378). Søren Hallstrøm and Lasse Riemann were funded by grant 6108-00013 from the Danish Council for Independent Research.
This paper was edited by Carolin Löscher and reviewed by two anonymous referees.
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