Literature DB >> 34227720

Light and depth dependency of nitrogen fixation by the non-photosynthetic, symbiotic cyanobacterium UCYN-A.

Mary R Gradoville1, Ana M Cabello1,2, Samuel T Wilson3, Kendra A Turk-Kubo1, David M Karl3, Jonathan P Zehr1.   

Abstract

The symbiotic cyanobacterium UCYN-A is one of the most globally abundant marine dinitrogen (N2 )-fixers, but cultures have not been available and its biology and ecology are poorly understood. We used cultivation-independent approaches to investigate how UCYN-A single-cell N2 fixation rates (NFRs) and nifH gene expression vary as a function of depth and photoperiod. Twelve-hour day/night incubations showed that UCYN-A only fixed N2 during the day. Experiments conducted using in situ arrays showed a light-dependence of NFRs by the UCYN-A symbiosis, with the highest rates in surface waters (5-45 m) and lower rates at depth (≥ 75 m). Analysis of NFRs versus in situ light intensity yielded a light saturation parameter (Ik ) for UCYN-A of 44 μmol quanta m-2  s-1 . This is low compared with other marine diazotrophs, suggesting an ecological advantage for the UCYN-A symbiosis under low-light conditions. In contrast to cell-specific NFRs, nifH gene-specific expression levels did not vary with depth, indicating that light regulates N2 fixation by UCYN-A through processes other than transcription, likely including host-symbiont interactions. These results offer new insights into the physiology of the UCYN-A symbiosis in the subtropical North Pacific Ocean and provide clues to the environmental drivers of its global distributions.
© 2021 The Authors. Environmental Microbiology published by Society for Applied Microbiology and John Wiley & Sons Ltd.

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Year:  2021        PMID: 34227720      PMCID: PMC9291983          DOI: 10.1111/1462-2920.15645

Source DB:  PubMed          Journal:  Environ Microbiol        ISSN: 1462-2912            Impact factor:   5.476


Introduction

Phytoplankton production in most ocean ecosystems is limited by the availability of nitrogen (N) (Moore et al., 2013). Biological dinitrogen (N2) fixation, the reduction of N2 into ammonia, supplies approximately half of Earth's reactive N (Galloway et al., 2004) and supports a large fraction of new production and export in the N‐limited subtropical gyres (Karl et al., 1997). The process of N2 fixation is carried out by some Bacteria and Archaea, termed diazotrophs. In the oceans, most N2 fixation is likely performed by cyanobacteria, including the filamentous cyanobacteria Trichodesmium, heterocyst‐forming symbionts of diatoms (Richelia and Calothrix), unicellular symbionts of haptophytes (UCYN‐A), and other unicellular groups (Crocosphaera and Cyanothece‐like organisms). These cyanobacterial diazotrophs differ greatly in their physiology, biogeography, and ecology (Zehr and Capone, 2020). Understanding the different responses of diazotroph taxa to factors such as temperature, light, and nutrients is important for parameterizing prognostic ocean models (Wang et al., 2019). However, despite the importance of the globally abundant but uncultivated diazotroph, UCYN‐A, to marine N2 fixation (Martínez‐Pérez et al., 2016), the environmental factors controlling its growth and N2 fixation rates (NFRs) are poorly understood. UCYN‐A is a unicellular cyanobacterium living in a unique symbiosis with a haptophyte alga (Zehr et al., 2016). The genome of UCYN‐A is streamlined, lacking genes for photosystem II, carbon fixation, and the TCA cycle (Zehr et al., 2008; Tripp et al., 2010). Incapable of oxygenic photosynthesis or carbon fixation, UCYN‐A relies on its algal host for fixed carbon, which it receives in exchange for fixed N (Thompson et al., 2012). Recent cultivation‐independent experiments indicate that the temperature and nutrient controls for the UCYN‐A symbiosis may diverge from those of other cyanobacterial diazotrophs. For instance, UCYN‐A fixes N2 in the Arctic Ocean at temperatures below the thermal limits of other cyanobacterial diazotrophs (Harding et al., 2018). Additionally, N2 fixation by UCYN‐A does not appear to be inhibited by the presence of fixed N (nitrate and ammonium; Krupke et al., 2015; Mills et al., 2020), despite the high energetic cost of N2 fixation relative to fixed N uptake (Falkowski, 1983). Light is another primary ecological control for marine diazotrophs (Luo et al., 2014). All known photosynthetic diazotrophic cyanobacteria depend on light, but individual taxa display different light affinities (Villareal, 1990; Breitbarth et al., 2008; Foster et al., 2010; Garcia et al., 2013), allowing them to inhabit different depths within the euphotic zone (Tang and Cassar, 2019). While UCYN‐A does not possess the light‐harvesting photosystem II apparatus and thus does not photosynthesize, a light dependency for N2 fixation by UCYN‐A is expected, because: (i) UCYN‐A depends on fixed carbon from its photosynthetically active host (Zehr et al., 2008; Thompson et al., 2012) and (ii) UCYN‐A may use light‐driven photosystem I reactions to help fuel N2 fixation. Still, the effects of light intensity on the UCYN‐A symbiosis are unknown. In addition to providing the energy for N2 fixation by cyanobacteria, light also exerts an indirect control over the operation of nitrogenase due to the extreme sensitivity of this enzyme to oxygen (Gallon, 1992). Diazotrophic cyanobacteria use different strategies to protect nitrogenase from the oxygen produced during photosynthesis. Some filamentous cyanobacteria perform both photosynthesis and N2 fixation during the day but spatially segregate the two processes by only performing N2 fixation in specialized heterocyst cells (Villareal, 1992). In contrast, unicellular cyanobacteria, such as Crocosphaera, temporally separate N2 fixation and oxygen evolution by fixing carbon during the day and N2 at night (Mitsui et al., 1986; Tuit et al., 2004). Since UCYN‐A does not produce oxygen (Zehr et al., 2008), its daily pattern of N2 fixation may be expected to diverge from those of other unicellular cyanobacterial diazotrophs. Indeed, indirect evidence, including single‐cell rate measurements and daily transcriptional patterns of the nifH gene (encoding for the iron protein of nitrogenase), suggest that UCYN‐A fixes N2 during the day (Church et al., 2005b; Krupke et al., 2013; Thompson et al., 2014; del Carmen Muñoz‐Marin et al., 2019), likely facilitated by hopanoid membrane lipids restricting the diffusion of oxygen to nitrogenase (Cornejo‐Castillo and Zehr, 2019). However, absolute rates of N2 fixation for the day versus night by UCYN‐A have not been demonstrated. Here, we investigate the effects of light on N2 fixation by the UCYN‐A symbiosis. We present results from 15N2 incubations paired with single‐cell analyses to compare daytime and nighttime UCYN‐A NFRs and to test how rates vary with depth and in situ light intensity. We also compare the depth‐dependence and diurnal pattern of UCYN‐A NFRs to patterns in expression levels of the nifH gene. Our results offer new insights into the environmental drivers of N2 fixation in the subtropical oceans and the physiological regulation of N2 fixation by this uncultivated marine diazotroph.

Results

Oceanographic conditions

Experiments were conducted using samples collected from the centre of a cyclonic eddy and an anticyclonic eddy near Station ALOHA (A Long‐term Oligotrophic Habitat Assessment) in the North Pacific Subtropical Gyre (NPSG; Fig. 1). Lagrangian sampling within eddies was conducted in order to examine diurnal changes in nifH gene expression with depth while minimizing spatial effects. Sampling eddies of opposite polarity also provided the opportunity to evaluate differences in UCYN‐A cell‐specific NFRs resulting from varying nutrient conditions caused by the uplift or depression of isopycnals.
Fig. 1

Sampling locations superimposed onto a corrected satellite Sea Level Anomaly (SLAcorr) field for April 3, 2018. Station A: anticyclone array, Day 2, and Night 2 experiments. Station C1: cyclone array 1 and diel nucleic acid sampling experiments. Station C2: cyclone array 2, Day 1, and Night 1 experiments. Exact locations of all experiments are provided in Table S1. The open circle shows the location of Station ALOHA. Sea level anomaly data were retrieved from the Copernicus Marine and Environment Monitoring Service (http://www.marine.copernicus.eu) and corrected for an interannual linear trend and the seasonal cycle, following Barone et al. (2019). [Color figure can be viewed at wileyonlinelibrary.com]

Sampling locations superimposed onto a corrected satellite Sea Level Anomaly (SLAcorr) field for April 3, 2018. Station A: anticyclone array, Day 2, and Night 2 experiments. Station C1: cyclone array 1 and diel nucleic acid sampling experiments. Station C2: cyclone array 2, Day 1, and Night 1 experiments. Exact locations of all experiments are provided in Table S1. The open circle shows the location of Station ALOHA. Sea level anomaly data were retrieved from the Copernicus Marine and Environment Monitoring Service (http://www.marine.copernicus.eu) and corrected for an interannual linear trend and the seasonal cycle, following Barone et al. (2019). [Color figure can be viewed at wileyonlinelibrary.com] In the lower euphotic zone, concentrations of nitrate+nitrite (N + N), soluble reactive phosphorus (SRP), and chloropigments were higher in the cyclone than in the anticyclone (SRP = 2.27 and 0.23 μmol L−1 at 150 m, respectively, Fig. S1), indicative of eddy‐induced isopycnal uplift (McGillicuddy and Robinson, 1997; Barone et al., 2019). However, concentrations of N + N and SRP were low (≤ 0.04 and ≤ 0.05 μmol L−1, respectively) within the top 75 m of the cyclone and the top 100 m of the anticyclone where UCYN‐A NFRs were measured (Fig. S1). Sea surface temperatures were slightly lower in the anticyclone (22.9°C) than in the cyclone (23.4–23.5°C); temperatures in the in situ array samples used for single‐cell NFR measurements ranged from 22.4 to 23.5°C. Daily integrated Photosynthetically Active Radiation (PAR) was lower during sampling of the anticyclone than the cyclone (21.4 and 47.4–48.8 mol quanta m−2 d−1, respectively) due to cloud cover. Sampling locations and ancillary data from each of our experiments are presented in Table S1; these values were within the typical ranges reported at Station ALOHA in springtime (Letelier et al., 1996, https://hahana.soest.hawaii.edu/hot/hot-dogs/).

Community NFRs and diazotrophic abundances

Community NFRs were measured via 24‐h 15N2 incubations conducted using free‐floating, in situ arrays (Williams et al., 2004; Böttjer et al., 2017). Surface NFRs (4.9–9.1 nmol N l−1 d−1 at 5 m) were within the range of rates previously observed at Station ALOHA [~0.2–19.5 nmol N l−1 d−1 at 5 m, (Böttjer et al., 2017)]. Rates decreased with depth and were higher in the anticyclone than in the cyclone, consistent with previous observations in the NPSG (Fong et al., 2008; Church et al., 2009; Böttjer et al., 2017, Table S2). The UCYN‐A1 symbiosis was likely the most abundant diazotroph quantified, given that nifH gene abundances at 5 m (2.8–6.2 × 105 nifH copies l−1) were ≥ 40‐times higher than those of any other group (Table S2). UCYN‐A1 nifH gene abundances decreased with depth in all three arrays. Community NFRs from 25 m samples were also measured using 12‐h deck‐board incubation experiments conducted during the day and night periods. Rates ranged from 2.2 to 2.5 nmol N l−1 d−1 during the day and from BD to 0.7 nmol N l−1 d−1 at night (Table S2). The UCYN‐A1 symbiosis was likely the most abundant diazotroph in all experiments (up to 7.1 × 105 nifH copies l−1), with nifH gene abundances ≥ 35‐times greater than those of any other quantified diazotroph (Table S2). Abundances of the nighttime‐fixing diazotrophs Crocosphaera and Cyanothece were  lower in the Night 2 experiment than the Night 1 experiment (Table S2), which may explain the lack of detectable nighttime NFRs during Night 2.

UCYN‐A cell‐specific NFRs

Cell‐specific NFRs of UCYN‐A symbioses were measured by subsampling from 15N2 incubations, visualizing UCYN‐A symbioses using a double catalysed reporter deposition fluorescence in situ hybridization (CARD‐FISH) assay, and measuring the size and N isotopic composition of UCYN‐A symbioses using nanoscale secondary ion mass spectrometry (nanoSIMS). Because a large fraction of fixed N is transferred from UCYN‐A to the haptophyte host during a 24‐h incubation (Thompson et al., 2012), the symbiont and host cells were analysed together and all rates are presented per UCYN‐A/haptophyte association (Fig. S2). All experiments targeted UCYN‐A1, the UCYN‐A sublineage with the smallest cell size (symbiosis diameter ~ 1–3 μm) and the highest abundances in the NPSG (Thompson et al., 2012; Turk‐Kubo et al., 2017). Cell‐specific NFRs from daytime and nighttime 15N2 incubations indicate that UCYN‐A primarily fixed N2 during the day (Fig. 2). Mean rates in daytime experiments were 4.6–5.3 fmol N cell−1 day−1, while rates in the nighttime experiments were very low (0.16 fmol N cell−1 night−1, Night 1) or below detection limits (Night 2). The low but detectable rate observed during Night 1 represents ~3.5% of total daily N2 fixation by UCYN‐A.
Fig. 2

UCYN‐A1 cell‐specific NFRs measured using 12‐h deck‐board incubations during the day and night periods. Each circle represents the rate measured from an individual UCYN‐A1 association. Boxplots represent summary statistics; black points represent outliers. [Color figure can be viewed at wileyonlinelibrary.com]

UCYN‐A1 cell‐specific NFRs measured using 12‐h deck‐board incubations during the day and night periods. Each circle represents the rate measured from an individual UCYN‐A1 association. Boxplots represent summary statistics; black points represent outliers. [Color figure can be viewed at wileyonlinelibrary.com] UCYN‐A cell‐specific NFRs decreased with depth in all three in situ array experiments (Fig. 3). There was no significant difference in cell‐specific rates among 5, 25, and 45 m samples [two‐way ANOVA, Tukey Honest Significant Difference (HSD) P > 0.05]; however, rates were significantly (~1.7‐times) lower at 75 m than in the upper three depths (two‐way ANOVA, Tukey HSD P < 0.0001). Rates at 100 m, available only for the anticyclone array, were ~ 16‐times lower than rates at 5, 25, or 45 m (one‐way ANOVA, Tukey HSD P < 0.000001) and ~ seven‐times lower than rates at 75 m (one‐way ANOVA, Tukey HSD P = 0.047). There was no significant difference between cell‐specific rates in the cyclonic and anticyclonic eddies (two‐way ANOVA, P > 0.05).
Fig. 3

UCYN‐A1 cell‐specific NFRs measured over 24‐h using free‐floating in situ arrays deployed in anticyclonic (red) and cyclonic (blue) eddies. Each circle represents the rate measured from an individual UCYN‐A1 association. Boxplots represent summary statistics; black points represent outliers. [Color figure can be viewed at wileyonlinelibrary.com]

UCYN‐A1 cell‐specific NFRs measured over 24‐h using free‐floating in situ arrays deployed in anticyclonic (red) and cyclonic (blue) eddies. Each circle represents the rate measured from an individual UCYN‐A1 association. Boxplots represent summary statistics; black points represent outliers. [Color figure can be viewed at wileyonlinelibrary.com] Analysis of UCYN‐A cell‐specific NFRs as a function of in situ light intensity resembles a typical photosynthesis‐versus‐irradiance or NFR‐versus‐irradiance curve (Fig. 4). Light response curves were fit for UCYN‐A cell‐specific rates and for NFRs of cultured cyanobacterial diazotrophs from previous laboratory studies, using the model of Webb et al. (1974). The I of UCYN‐A (44 μmol quanta m−2 s−1) was lower than those of other cyanobacterial diazotrophs, both for curves constructed using the average PAR from daylight hours (Table 1, Fig. S3) and using daily integrated PAR (available for Crocosphaera only for comparison, Fig. S4). Using the Beer–Lambert law with values for the climatological average surface PAR and light attenuation coefficient at Station ALOHA from Letelier et al. (2004), the daily integrated PAR I value for UCYN‐A (1.97 mol quanta m−2 day−1) corresponds to average depths of 88 m and 61 m for summer and winter, respectively.
Fig. 4

UCYN‐A1 cell‐specific NFR as a function of average daily in situ light intensity. Symbols and error bars represent mean and standard deviation (n = 8–12 symbioses analysed per sample). The dashed line represents the fitted light response curve, using the model of Webb et al. (1974). Parameters for the light curve are presented in Table 1. [Color figure can be viewed at wileyonlinelibrary.com]

Table 1

Light response curve parameters for UCYN‐A cell‐specific N2 fixation rates (NFRs), as well as for four cultured cyanobacterial diazotrophs using values from the literature. All curves were fit using the model of Webb et al. (1974). Values for , and represent parameter estimates ± standard error; I values represent estimates ± propagated standard error.

α a NFR max b NFR 0 c I k d NFR methodNFR unitReference
UCYN‐A0.010 ± 0.054.52 ± 0.85−0.02 ± 0.8544 ± 23 15N2 fmol N cell−1 day−1 This study
Trichodesmium 0.0042 ± 0.0022.97 ± 1.041.16 ± 0.25706 ± 415ARA e (4:1 ratio f )mol N mol chl a −1 h−1 Breitbarth et al. (2008)
Crocosphaera 0.25 ± 0.0420.7 ± 0.70−3.14 ± 0.9083 ± 13ARA (3:1 ratio)fmol N cell−1 h−1 Garcia et al. (2013)
Richelia 8.80 × 10−5 ± 4.21 × 10−5 8.11 × 10−3 ± 1.18 × 10−3 1.41 × 10−3 ± 1.07 × 10−3 92 ± 46ARAnM ethylene trichome−1 h−1 Villareal (1990)
Calothrix 0.012 ± 0.0042.76 ± 0.301.02 ± 0.027225 ± 72ARAμmol C2H4 mg chl a −1 h−1 Foster et al. (2010)

: light affinity coefficient; units are the NFR unit per μmol quanta m−2 s−1.

NFR : maximum NFR.

NFR : dark NFR.

I : light saturation parameter (μmol quanta m−2 s−1).

Acetylene reduction assay.

Assumed molar ratio of ethylene production to N2 fixation.

UCYN‐A1 cell‐specific NFR as a function of average daily in situ light intensity. Symbols and error bars represent mean and standard deviation (n = 8–12 symbioses analysed per sample). The dashed line represents the fitted light response curve, using the model of Webb et al. (1974). Parameters for the light curve are presented in Table 1. [Color figure can be viewed at wileyonlinelibrary.com] Light response curve parameters for UCYN‐A cell‐specific N2 fixation rates (NFRs), as well as for four cultured cyanobacterial diazotrophs using values from the literature. All curves were fit using the model of Webb et al. (1974). Values for , and represent parameter estimates ± standard error; I values represent estimates ± propagated standard error. : light affinity coefficient; units are the NFR unit per μmol quanta m−2 s−1. NFR : maximum NFR. NFR : dark NFR. I : light saturation parameter (μmol quanta m−2 s−1). Acetylene reduction assay. Assumed molar ratio of ethylene production to N2 fixation. The contribution of UCYN‐A to community NFRs at each station and depth was estimated by multiplying UCYN‐A nifH gene abundances by cell‐specific NFRs and dividing by community (bulk) NFRs (Table S3). Contribution estimates for in situ array experiments ranged from 13 ± 104% to 52 ± 35% and increased with depth. These estimates should be viewed with caution, as (i) nifH gene abundances may under‐ or over‐estimate cell concentration due to incomplete DNA extraction efficiency and/or polyploidy (Boström et al., 2004; Sargent et al., 2016) and (ii) the contribution of UCYN‐A may be underestimated for a number of reasons (see Experimental procedures), including dilution of the heavy isotope through the CARD‐FISH procedure (Musat et al., 2014; Stryhanyuk et al., 2018; Meyer et al., 2020) and/or if fixed N is rapidly transferred to other organisms or to dissolved N pools. Applying the correction factor suggested by Meyer et al. (2020) to account for the dilution of 15N through CARD‐FISH [maximum dilution factor = 75%, Meyer et al. (2020)] raises the maximum possible contributions of UCYN‐A to community NFRs in in situ array experiments to 53–211% (Table S3).

UCYN‐A gene expression patterns

UCYN‐A nifH gene expression levels were measured via Lagrangian sampling through the diel cycle using seawater samples collected from 5, 75, and 100 m within the cyclonic eddy. Abundances of nifH genes and transcripts decreased with depth (Fig. S5). The normalized nifH expression (UCYN‐A nifH transcripts gene copy−1) followed a diel cycle, with highest expression in the early morning and lowest expression in evening and night (Fig. 5). There was no significant difference in normalized nifH expression among depths (two‐way ANOVA, Tukey HSD P > 0.05).
Fig. 5

UCYN‐A1 nifH gene expression pattern measured at three depths over a 24‐h time course. The mean nifH transcripts gene copy−1 at each time‐point were normalized to the median transcripts gene copy−1 at each depth from the full time‐series, as in Thompson et al. (2014). Previous measurements by Church et al. (2005b) at Station ALOHA (25 m depth) using the same normalization method are plotted for comparison. Shaded areas represent times of darkness. [Color figure can be viewed at wileyonlinelibrary.com]

UCYN‐A1 nifH gene expression pattern measured at three depths over a 24‐h time course. The mean nifH transcripts gene copy−1 at each time‐point were normalized to the median transcripts gene copy−1 at each depth from the full time‐series, as in Thompson et al. (2014). Previous measurements by Church et al. (2005b) at Station ALOHA (25 m depth) using the same normalization method are plotted for comparison. Shaded areas represent times of darkness. [Color figure can be viewed at wileyonlinelibrary.com]

Discussion

UCYN‐A fixes nitrogen during the day

UCYN‐A is unique among the known marine cyanobacterial diazotrophs in terms of its streamlined genome and metabolism, symbiotic relationship with a haptophyte alga, and activity in high‐latitude oceans (Tripp et al., 2010; Thompson et al., 2012; Harding et al., 2018). We show that UCYN‐A also has a unique diel pattern in N2 fixation: unlike other unicellular cyanobacterial diazotrophs, UCYN‐A largely fixes N2 during the day and not at night (Fig. 2). Nighttime NFRs require greater temporal resolution, as it remains an open question whether the low but detectable rate observed during the Night 1 experiment reflects NFRs restricted to 1–2 h post‐dusk or pre‐dawn rather than a low sustained rate during the entire night period. Regardless, we found that the vast majority (> 96%) of daily N2 fixation occurs during the day. Our results agree with other less direct evidence that UCYN‐A fixes N2 primarily during the day rather than at night. UCYN‐A has maximum nifH gene expression levels during the morning (Church et al., 2005b; Thompson et al., 2014), and the daily transcriptional pattern of UCYN‐A is similar to those of other daytime N2‐fixers such as Trichodesmium (del Carmen Muñoz‐Marin et al., 2019). Additionally, a previous nanoSIMS‐based study by Krupke et al. (2013) reported no difference in the 15N atom% enrichment of UCYN‐A cells incubated in the day only versus the day and night, which implies N2 fixation restricted to the day but could have been confounded by fixed N release at night. The present results verify that the vast majority (> 96%) of daily net N2 fixation by the UCYN‐A symbiosis occurs during the day. The apparent contradiction of daytime N2 fixation by a unicellular cyanobacterium is less surprising when considering that UCYN‐A lacks genes for the oxygen‐evolving photosystem II apparatus (Zehr et al., 2008). However, while UCYN‐A does not produce oxygen, its nitrogenase enzymes are still vulnerable to inactivation by oxygen produced by its photosynthetic haptophyte host, as well as by oxygen in the surrounding seawater. It is unknown how UCYN‐A NFRs vary over the day period, and whether the timing of maximum N2 fixation and host carbon fixation rates are temporally decoupled as they may be for Trichodesmium (Chen et al., 1999; Berman‐Frank et al., 2001). Oxygen consumption processes by UCYN‐A (respiration and the Mehler reaction) likely play a major role in preventing the oxygen inactivation of nitrogenase (Gallon, 1992; Milligan et al., 2007). Finally, the UCYN‐A genome contains genes encoding hopanoid membrane lipids, which may restrict oxygen diffusion and help to protect nitrogenase from oxygen in UCYN‐A and other non‐heterocyst‐forming cyanobacterial diazotrophs (Cornejo‐Castillo and Zehr, 2019).

Cell‐specific rates vary with depth and light intensity

Cell‐specific NFRs by the UCYN‐A symbiosis decrease with depth in the water column (Fig. 3). This depth‐dependence appears to be driven by light: similar NFRs were observed under similar light intensities despite differences in sampling depth and station (Fig. 4), and there were minimal changes in other abiotic factors (temperature and nutrients) with depth (Table S1, Fig. S1). Two mechanisms likely drive the light‐dependence of N2 fixation by UCYN‐A. First, light limitation likely reduces rates of photosynthesis and carbon fixation by the haptophyte host. While carbon fixation rates are not available in the present study, Martínez‐Pérez et al. (2016) previously observed a linear correlation between host carbon fixation rates and NFRs within the UCYN‐A symbiosis. Second, under light‐limiting conditions, UCYN‐A likely produces less reducing power or ATP through the light‐driven photosystem I complex (Zehr et al., 2008; Cornejo‐Castillo et al., 2016). Thus, we expect that the energy available for N2 fixation by UCYN‐A is linked to light directly through light‐driven photosystem I reactions and also indirectly through photosynthate transfer from the host. Our UCYN‐A light response curve (Fig. 4) can be compared with the light responses of other cyanobacterial marine diazotrophs. The N2 fixation assay method (15N2 fixation vs. acetylene reduction) and biomass metric used for normalization differ among individual studies, making it difficult to compare the light affinity coefficient (); however, the light saturation parameter (I ), which reflects the irradiance at which the onset of light saturation occurs, is an intercomparable metric when using the same NFR‐versus‐irradiance model (Staal et al., 2002). We fit light response curves using available data from several cultured cyanobacterial diazotroph isolates (Villareal, 1990; Breitbarth et al., 2008; Foster et al., 2010; Garcia et al., 2013, Table 1, Figs. S3 and S4), and found that the I value for UCYN‐A was considerably lower than those for other taxa. This may be at least partially driven by photosynthetic characteristics of the haptophyte host. Studies using Emiliania huxleyi and Isochrysis galbana, two model haptophyte species, show that these organisms often display high saturating irradiance compared with other eukaryotic algae (Richardson et al., 1983; Zondervan, 2007; Yang et al., 2020). The UCYN‐A1 host is known to be a haptophyte closely related to Braarudosphaera bigelowii (Thompson et al., 2012), but its exact taxonomic identity and photosynthetic characteristics have not been determined. Unfortunately, single‐cell 13C fixation rates are not available for the present study, so the I value for N2 fixation by UCYN‐A and carbon fixation by the haptophyte host cannot be compared. The photosynthetic light affinity of the UCYN‐A host should be further explored. The low I value we observed suggests that UCYN‐A is particularly well suited for N2 fixation at low light intensities and may help explain its unique biogeography. While the distributions of most cyanobacterial diazotrophs are largely limited to the subtropical and tropical oceans, where solar radiation is high, UCYN‐A has been observed in temperate and high‐latitude environments, where solar radiation is lower through most of the year (Gradoville et al., 2017; Shiozaki et al., 2017; Harding et al., 2018; Tang and Cassar, 2019; Cheung et al., 2020; Raes et al., 2020). Additionally, maximal UCYN‐A abundances are often located deeper in the water column than maximal abundances of other diazotrophs, including Trichodesmium, Crocosphaera, and Richelia/Calothrix (Moisander et al., 2010; Tang and Cassar, 2019). At Station ALOHA, the majority of bulk N2 fixation occurs in the upper 45 m (Böttjer et al., 2017), but our observed I for UCYN‐A corresponds to average depths of 88 m and 61 m in the summer and winter, respectively, suggesting that maximal NFRs by UCYN‐A may extend deeper in the water column than those of other dominant marine diazotrophs. Indeed, our estimates of UCYN‐A contribution to bulk N2 fixation increased with depth (Table S3), suggesting an important role of UCYN‐A in driving N2 fixation in the lower euphotic zone of the NPSG. A low I may help UCYN‐A thrive in the high latitude oceans and at depths within the lower euphotic zone where light levels could be prohibitively limiting for other cyanobacterial diazotrophs. The light response curves from our study were generated in situ: samples were collected from a series of depths and incubated at the depth from which they were collected. Light response curves are more routinely generated in vitro by subjecting a culture or seawater sample to a controlled light gradient while holding other abiotic parameters constant. There is precedent for in situ light response curves (Forget et al., 2007; Li et al., 2011; Kovač et al., 2016b) and photosynthesis‐versus‐irradiance curve parameters can be similar using in vitro and in situ methods (Forget et al., 2007). Still, there are noteworthy differences between our study and the in vitro studies used (Villareal, 1990; Breitbarth et al., 2008; Foster et al., 2010; Garcia et al., 2013), so comparisons should be viewed with caution. While light was the primary factor changing with depth, there were also small changes in temperature among our samples (range: 22.4–23.5°C, Table S1). Additionally, our experiments sampled different populations of UCYN‐A. The deep, light‐limited UCYN‐A populations were always located below the mixed layer (75 and 100 m samples, Table S1) and thus were likely acclimated to low‐light conditions. Because light was saturating at the surface, our derived I likely reflects the light response of these deeper populations. Finally, while in vitro studies use constant light intensity of the same spectral quality in all treatments, our samples experienced the natural sinusoidal light cycle and ambient spectral quality, with presumably blue‐enriched light at depth (Kovač et al., 2016a). Our estimate of the NFR parameter for UCYN‐A may thus be more analogous to P (maximum rate within a water column) than P (maximum rate in short incubations under constant irradiance) (Behrenfeld and Falkowski, 1997), and consequently, our I estimate may reflect ecological gradients as well as the physiological characteristics of UCYN‐A. The NFR‐versus‐irradiance relationship for UCYN‐A should be further explored to disentangle the possibly confounding effects of temperature, light acclimation, and spectral quality.

gene expression does not decrease with depth

The expression of nifH genes by cyanobacterial diazotrophs is strongly regulated over the diel cycle, allowing the production of nitrogenase to be optimally synced with timing of N2 fixation (Wyman et al., 1996; Wilson et al., 2017). The diel pattern of nifH gene expression (transcripts gene copy−1) we observed, with the highest expression in the morning and lowest expression in the evening, is consistent with previous studies of UCYN‐A in surface waters (Church et al., 2005b; Thompson et al., 2014; del Carmen Muñoz‐Marin et al., 2019). However, comparing expression levels among depths shows no apparent regulation of nifH gene expression with depth or light intensity (Fig. 5). This is surprising, since the amplitude of the expression of most genes with diel patterns diminishes below the mixed layer (Vislova et al., 2019) and because there has been some evidence that nifH gene expression levels are linked to NFRs (e.g., Zehr et al., 2007), which varied strongly with depth in our experiments (Fig. 3). Our finding of a depth‐ and light‐dependence for cell‐specific NFRs but not for gene‐specific nifH expression shows that light intensity controls N2 fixation in UCYN‐A through processes other than transcription. It is possible that levels of nifH mRNA translation are upregulated or downregulated to modulate the reaction efficiency given ambient light and oxygen levels. Light may also control N2 fixation by regulating the enzymatic activity of nitrogenase, including via post‐translational regulation. In Trichodesmium, light intensity affects NFRs but not NifH protein levels (Kranz et al., 2010; Levitan et al., 2010), apparently due to post‐translational modification of the iron protein of nitrogenase, which alternates between a high molecular mass, active form and a low molecular mass, inactive form over the diel cycle (Ohki et al., 1992; Zehr et al., 1993). It is also likely that the light‐dependence of NFRs reflects the photosynthesis‐versus‐irradiance relationship of the host, which may impact the amount of organic carbon available for the symbiont and consequently affect levels of NifH protein synthesis and/or nitrogenase activity. Further work is needed to elucidate the mechanisms through which light controls N2 fixation by the UCYN‐A symbiosis. Finally, these results highlight the difficulty in using transcriptional activity to predict microbial rates. nifH gene expression levels are commonly used as a proxy for taxa‐specific nitrogenase activity and/or NFRs (e.g. Goebel et al., 2008; Jayakumar et al., 2012; Turk‐Kubo et al., 2012). However, the lack of correspondence between nifH gene‐specific expression levels and cell‐specific NFRs we observed shows that measuring nifH gene expression alone would not capture the response of UCYN‐A to the water column light gradient. Since the relationship between nifH gene transcription and NFRs is not fully understood, attempts to use nifH gene expression to predict rates should be viewed with caution.

Conclusions

We show that N2 fixation by UCYN‐A is strongly linked to light, both through the diel light cycle and through the vertical gradient of light with depth. Over the diel cycle, nifH gene expression and cell‐specific NFRs were associated with the light period, with the highest nifH expression in the early morning and the vast majority of N2 fixation taking place during the day. Over vertical space, UCYN‐A NFRs varied strongly with depth and in situ light intensity, despite the fact that UCYN‐A is not photosynthetic. The NFR‐versus‐irradiance relationship we observed indicates that UCYN‐A may have an ecological advantage over other cyanobacterial diazotrophs under low‐light conditions, information which may be useful in parameterizing NFRs in global ocean models. Finally, our finding that nifH gene‐specific expression did not decrease with depth or in situ light intensity implies that light intensity controls NFRs through a process other than transcription and highlights the challenges in using gene expression as a proxy for microbial activity rates. Until UCYN‐A is established in culture, more field‐based experiments targeting individual cells will be critical to unravelling the many mysteries concerning the physiology and ecology of this globally abundant marine diazotroph.

Experimental procedures

Sample collection and experimental design

Samples were collected during the Hawaiian Eddy Experiment cruise aboard the R/V Falkor from 27 March to 10 April 2018. This expedition sampled two mesoscale eddies (one cyclone and one anticyclone) near Station ALOHA in the NPSG (Fig. 1). Three sets of experiments were conducted to test the effects of depth/light and photoperiod on N2 fixation by UCYN‐A: (i) 24‐h in situ array experiments, (ii) 12‐h deck‐board incubations, and (iii) diel nucleic acid sampling. The in situ array and deck‐board incubation experiments were conducted within the cyclonic and anticyclonic eddies, while the diel sampling was conducted only within the cyclonic eddy (Fig. 1). The effects of depth and light on UCYN‐A cell‐specific NFRs were tested via 15N2 tracer experiments conducted using in situ arrays. Seawater was collected pre‐dawn from depths of 5, 25, 45, 75, 100, and 125 m using Niskin® sampling bottles attached to a rosette equipped with a conductivity–temperature–depth (CTD) package. Seawater was sub‐sampled into 4.3 l acid‐washed, MilliQ‐rinsed polycarbonate bottles for 15N2 incubations, Tzero δ15PN natural abundance measurements, and DNA collection. Incubation bottles were subsequently spiked with 15N2 (see below) and attached to a free‐drifting array where they were incubated for 24 h at the depths from which they had been collected, thus experiencing in situ light and temperature conditions. Arrays were recovered after 24 h and incubation bottles were subsampled for CARD‐FISH and nanoSIMS (see below). The effect of photoperiod on UCYN‐A cell‐specific NFRs was tested via deck‐board 15N2 incubation experiments. Seawater was collected from 25 m as described above from CTD casts prior to either dawn (Day 1 and Day 2 incubations, running from approximately sunrise to sunset) or dusk (Night 1 and Night 2 incubations, running from approximately sunset to sunrise). Incubation bottles were spiked with 15N2 (see below) and incubated in deck‐board, surface seawater‐cooled incubators with blue screening to mimic approximate in situ light conditions (~33% light level). Additional samples were collected for Tzero δ15PN natural abundance measurements and for DNA. Incubations were terminated after 12 h and all bottles were subsampled for CARD‐FISH and nanoSIMS (see below). The effect of depth on UCYN‐A nifH gene expression was examined via nucleic acid collection over a diel cycle. During the period of sampling, the ship was conducting Lagrangian observations near the centre of the cyclonic eddy, which were facilitated by tracking surface velocity program drifters that had drogues centered at 15 and 120 m. Conducting Lagrangian observations within the eddy minimized the potential impact of different water masses and thereby facilitated observations of biological variability over the diel period. Triplicate seawater samples were collected from depths of 5, 75, and 100 m at 07:30, 13:00, 16:00, 19:00, 22:00, 01:30, 03:30, and 07:30 the following day using Niskin® sampling bottles attached to the CTD rosette, and were subsampled into 4.3 l acid‐washed, MilliQ‐rinsed polycarbonate bottles. DNA and RNA were preserved and extracted from the same sample, complementary DNA (cDNA) was constructed, and UCYN‐A1 nifH genes in DNA and cDNA were quantified using droplet digital PCR (ddPCR) (see below).

Community NFRs

Community NFRs were measured using the 15N2 method of Montoya et al. (1996), with modifications to avoid incomplete 15N2 bubble dissolution (Mohr et al., 2010). The 15N2 tracer was added as 15N2‐enriched seawater, which was prepared prior to the research cruise using surface seawater from Station ALOHA, as described by Wilson et al. (2012). Seawater was filtered using a 0.2 μm in‐line filter, then degassed via bubbling with helium gas, vacuuming, heating, and stirring. The degassed seawater was subsequently injected with ~13 ml 15N2 gas (99 atom%, Cambridge Isotope Laboratories, Tewksbury, USA) per litre seawater and manually agitated to facilitate bubble dissolution. This 15N2‐enriched seawater was dispensed into gas serum bottles which were brought to sea and stored at 4°C prior to use. The 15N/14N ratio of each batch of 15N2‐enriched seawater (five batches total) was measured prior to the cruise via membrane inlet mass spectrometry according to Ferrón et al. (2016), yielding 15N2 atom% values ranging from 81.3% to 88.5%. These values were used to calculate initial 15N2 atom% values for all incubation bottles (2.7%–3.2%). We note that a recent study by White et al. (2020) indicates that measuring the 15N2 atom% of the enriched seawater rather than the final inoculum may have biased our initial 15N2 atom% estimates, leading to a relatively small (< 20%) overestimation of calculated rates. For the in situ array and deck‐board incubation experiments, 4.3 l sampling bottles were filled to capacity with collected seawater, 100 ml of seawater was removed and replaced with an equal volume of 15N2‐enriched seawater, and bottles were capped. Incubations were terminated via peristaltic pump filtration onto pre‐combusted glass fibre filters (GF/F, Whatman, Little Chalfont, United Kingdom). Tzero (non‐enriched) δ15PN natural abundance samples were also collected from each sampling depth and immediately filtered at the initiation of each experiment. Filters were frozen at −80°C and transported to the University of Hawaii, Manoa where they were dried overnight at 60°C and packaged into tin capsules. Concentrations and isotopic composition (δ15N) of particulate N were analysed via a continuous‐flow isotope ratio mass spectrometry using a Carlo‐Erba EA NC2500 coupled with Thermo Finnigan DeltaPlus XP at the University of Hawaii Stable Isotope Facility. Rates of 15N2 fixation were calculated as described by Montoya et al. (1996). Detection limits were calculated by setting the minimal acceptable change in the δ15N of particulate N through the incubation to 4‰. Subsamples of community N2 fixation incubation bottles and Tzero (non‐enriched) δ15PN natural abundance samples were preserved in order to measure UCYN‐A cell‐specific NFRs. 95 ml of seawater was subsampled into amber bottles and fixed with 5 ml of 37%, pre‐filtered formaldehyde. Fixed samples were stored for up to 48 h at 4°C, then were gently vacuum‐filtered through 25 mm diameter, 0.6 μm pore‐size Isopore polycarbonate filters (EMD Millipore, Hayward, USA) atop 0.8 μm pore‐size cellulose acetate backing filters (Sterlitech, Kent, USA). Filters were rinsed with MilliQ water, dried, and stored at −80°C. UCYN‐A symbioses were visualized using a double CARD‐FISH assay. Details of the CARD‐FISH procedure and preparation for nanoSIMS are described in Gradoville et al. (2020). This CARD‐FISH assay included two separate hybridizations to label UCYN‐A (Krupke et al., 2013) and the haptophyte host (Cornejo‐Castillo et al., 2016), without the use of competitor oligonucleotides. After CARD‐FISH, cells were transferred to gridded silicon wafers (Pelcotec SFG12 Finder Grid Substrate, Ted Pella, Redding, USA). Intact UCYN‐A associations containing fluorescent label for both host and symbiont and with diameters < 3 μm (to target UCYN‐A1 and exclude larger UCYN‐A sublineages) were identified, imaged, and mapped using a Zeiss Axioplan epifluorescence microscope at UC Santa Cruz. The isotopic composition of N within UCYN‐A symbioses was measured using a Cameca NanoSIMS 50 L at the Stanford Nano Shared Facilities laboratory (http://snsf.stanford.edu). Details for nanoSIMS measurements and data analysis are provided in Gradoville et al. (2020). A total of 173 associations were analysed (8–12 associations per sample). The look@nanoSIMS software (Polerecky et al., 2012) was used to accumulate plane images and draw regions of interest around UCYN‐A associations (both host and symbiont were analysed together as a single association). The 15N/14N ratio (calculated as 12C15N/12C14N) was determined for each region of interest, and diameters were estimated from the perimeter, assuming a spherical shape. An example nanoSIMS image is provided in Fig. S2. NFRs by UCYN‐A associations were calculated using the equation of Montoya et al. (1996) with a modification to replace the particulate N concentration term with the estimated cellular N content of each symbiosis. Cellular N content estimates are based on the measured diameter of each symbiosis (from look@nanoSIMS output), which was used to calculate cell volume assuming a spherical shape. Cell volume was converted to cellular carbon content based on the equation of Verity et al. (1992) and converted to cellular N content using a C:N ratio of 6.3 previously determined for UCYN‐A symbioses (Martínez‐Pérez et al., 2016). The initial atom% term (Tinitial) was measured from 32 analysed unenriched symbioses (0.3809 ± 0.0066 atom% 15N). Detection limits for cell‐specific rates were determined by setting the minimum change in atom% 15N through the incubation period as three times the standard deviation of measured values for these unenriched symbioses. Note that several different approaches have been applied to calculate single‐cell assimilation rates (e.g. Thompson et al., 2012; Stryhanyuk et al., 2018; Mills et al., 2020). Our calculated NFRs may underestimate true cell‐specific NFRs, since (i) rates can be underestimated when the atom% values of enriched cells approach 15N2 atom% (Stryhanyuk et al., 2018), (ii) calculating assimilation rates relative to a final element content can underestimate rates of actively dividing cells (Hryhoriy Stryhanyuk, pers. comm.), (iii) 15N may be diluted through the CARD‐FISH procedure (Musat et al., 2014; Meyer et al., 2020), and (iv) fixed N could be rapidly transferred to other organisms or to dissolved organic or inorganic N pools. Our approach is consistent with previous nanoSIMS‐based studies of UCYN‐A (Gradoville et al., 2020; Mills et al., 2020) and includes the atom% Tinitial term in the denominator of the assimilated fraction; this term is present in the original bulk NFR equation (Montoya et al., 1996) but has been omitted in some cell‐specific NFR calculations (e.g., Thompson et al., 2012). All data used for rate calculations are provided in Table S4.

Nucleic acid extraction, cDNA synthesis, and ddPCR

Different methods were used to preserve and extract nucleic acids from the 15N2 incubation and diel sampling experiments. For 15N2 experiments (both deck‐board incubations and in situ arrays), DNA samples were collected onto 0.2 μm pore‐size Supor membranes (MilliporeSigma, Burlington, USA). Filters were placed into microcentrifuge tubes containing mixtures of 0.1 and 0.5 mm glass beads (Biospec products, Bartlesville, USA), flash‐frozen in liquid N2, and stored at −80°C until processing. DNA was extracted using the DNeasy Plant Mini Kit with the QIAcube instrument (Qiagen, Venlo, Netherlands), following the manufacturer's protocol with additional steps of three flash freeze/thaw cycles, 2 min of bead‐beating, and a Proteinase K treatment, as described by Moisander et al. (2010). The final DNA elution volume was 100 μl. Extracts were stored at −20°C prior to ddPCR. For diel experiment samples, seawater was filtered through 0.2 μm pore‐size Sterivex polyethersulfone membranes (MilliporeSigma) with a maximum filtration time of 20 min. Filters were flash‐frozen in liquid N2 and stored at −80°C until extraction. DNA and RNA were extracted simultaneously using the AllPrep DNA/RNA Mini Kit (Qiagen). Extractions used the manufacturer's protocol with the following modifications: three flash freeze/thaw cycles, bead‐beating for 2 min, DNase treatment for RNA extracts (RNase‐Free DNase Set, Qiagen), and a 60 μl final elution volume. DNA samples were stored at −20°C prior to analysis. Two aliquots of RNA extract were immediately frozen and stored at −80°C to be tested for quality and used as RNA‐only controls for ddPCR. RNA quality testing was performed using a Bioanalyzer RNA 6000 Nano assay kit (Agilent, Santa Clara, USA) using the manufacturer's protocol. Immediately following extractions, aliquots of RNA were also used for cDNA synthesis with the Superscript III First‐Strand Synthesis System (Thermo Fisher, Waltham, USA) using random hexamer primers. Digital droplet PCR (ddPCR) was used to quantify the nifH genes of nine diazotroph groups. For samples co‐located with 15N2 incubations, primer/probe sets targeted UCYN‐A1 (Church et al., 2005a), UCYN‐A2/A3 (Thompson et al., 2014) Trichodesmium (Church et al., 2005a), Crocosphaera (UCYN‐B, Moisander et al., 2010), Cyanothece‐like organisms (UCYN‐C, Foster et al., 2007), Richelia associated with Rhizosolenia (Het‐1, Church et al., 2005b), Richelia associated with Hemiaulus (Het‐2, Foster et al., 2007), Calothrix associated with Chaetoceros (Het‐3, Foster et al., 2007), and the gammaproteobacterial group ‘Gamma‐A’ (Moisander et al., 2008). For the diel experiment samples, DNA, cDNA, and RNA‐only controls were used to quantify UCYN‐A1 only. All ddPCR assays were run in duplicate or triplicate using the ddPCR Supermix for Probes (no dUTP) (Bio‐Rad Laboratories, Hercules, USA) with either 6‐FAM™ or HEX™ chemistry (Integrated DNA Technologies, Coralville, USA). Final 20 μl reactions (after droplet generation) consisted of 1X Supermix, 0.4 μM forward primer, 0.4 μM reverse primer, 0.2 μM probe, and 1.6 μl DNA (or cDNA or RNA). Droplets were generated using a Bio‐Rad Automated Droplet Generator and cycled on a Bio‐Rad 1000 Touch™ Thermal Cycler. Reactions were cycled at 95°C for 10 min, followed by 40 cycles of 94°C for 30 s then 64°C for 1 min, and finally 98°C for 10 min, with the exception of UCYN‐B, UCYN‐C, and Trichodesmium assays, which used an annealing temperature of 60°C rather than 64°C. The optimal annealing temperature for each assay was empirically tested before running samples. Trichodesmium (FAM) and UCYN‐C (HEX) assays were run simultaneously in the same wells, as multiplex tests indicated no cross‐reactivity between the primers or probes of these assays. The fluorescent signals of amplified droplets were measured using a Bio‐Rad QX200 Droplet Reader. Data were analysed using the QuantaSoft™ Analysis Pro software. Manual thresholds were set to differentiate positive from negative droplets, and samples with < 10 000 droplets were discarded. No template control (NTC) reactions were included on all runs. Detection limits were set as the average plus three times the standard deviation of NTC samples; this was evaluated separately for each assay. For all diel experiment samples, copy numbers detected in RNA‐only controls were either below LOD or else at least two orders of magnitude lower than the copy number detected in the corresponding DNA sample.

Biogeochemical and hydrological data

All water‐column sampling was conducted using a rosette with a CTD package (SBE 911Plus, SeaBird) that had additional sensors for fluorescence and oxygen. The fluorescence sensor was calibrated for chlorophyll a and phaeopigments (chloropigments) using a Turner 10 AU fluorometer (Strickland and Parsons, 1972). Mixed layer depths were calculated using a 0.03 potential density offset relative to the potential density at 10 m (de Boyer Montégut et al., 2004). Inorganic nutrient samples were collected using sampling bottles attached to the CTD rosette. Seawater was subsampled into 125 ml high‐density polyethylene bottles; these samples were frozen and transported to the University of Hawaii, Manoa where they were analysed for N + N and SRP following Foreman et al. (2019). Surface PAR was measured using a LICOR LI‐1500 Light Sensor Logger on the ship's deck. Daily integrated surface PAR and daily average surface PAR were calculated by summing and averaging surface PAR from daylight hours, respectively. The percentage PAR at each sampling depth was measured using a free‐falling optical profiler (Satlantic Hyper‐Pro, Sea‐Bird Scientific, Bellevue, USA) deployed at noon the day of each experiment. PAR values at each depth were calculated by multiplying daily PAR (integrated or averaged) by the percentage PAR at each depth, using a factor of 1.2 to transform the downwelling planar irradiance to a scalar (downwelling + upwelling) irradiance (Wozniak et al., 2003; Letelier et al., 2017).

Light response curves

Light response curves were fit for UCYN‐A using cell‐specific NFRs from the in situ array experiments and for other cyanobacterial diazotroph taxa using literature values from laboratory studies. When data were only available in graphical form, means were extracted using the program WebPlotDigitizer (Rohatgi, 2020). All curves used the model of Webb et al. (1974): where represents maximum NFR, represents the light affinity coefficient, represents irradiance (average daily light intensity for in situ array experiments), and represents N2 fixation in the dark. Models were fit using the nls function in R (version 4.0.0; http://www.r‐project.org/). The light saturation parameter I was calculated as . Error for I was estimated by propagating the standard errors for and given by the nls function.

Statistical analyses

Two‐way ANOVA and subsequent Tukey HSD post hoc tests were used to test the effects of depth and eddy polarity (cyclonic vs. anticyclonic) on UCYN‐A cell‐specific NFRs as well as the effects of time and depth on UCYN‐A nifH gene‐specific transcriptional activity. Tests were performed in R. Appendix S1: Supplementary Information Click here for additional data file.
  41 in total

1.  Comparison of models describing light dependence of N(2) fixation in heterocystous cyanobacteria.

Authors:  Marc Staal; Sacco te Lintel Hekkert; Peter Herman; Lucas J Stal
Journal:  Appl Environ Microbiol       Date:  2002-09       Impact factor: 4.792

2.  Evidence for polyploidy in the globally important diazotroph Trichodesmium.

Authors:  Elizabeth C Sargent; Andrew Hitchcock; S Andreas Johansson; Rebecca Langlois; C Mark Moore; Julie LaRoche; Alex J Poulton; Thomas S Bibby
Journal:  FEMS Microbiol Lett       Date:  2016-11-01       Impact factor: 2.742

3.  In situ identification and N₂ and C fixation rates of uncultivated cyanobacteria populations.

Authors:  Andreas Krupke; Niculina Musat; Julie Laroche; Wiebke Mohr; Bernhard M Fuchs; Rudolf I Amann; Marcel M M Kuypers; Rachel A Foster
Journal:  Syst Appl Microbiol       Date:  2013-03-27       Impact factor: 4.022

4.  Unicellular cyanobacterium symbiotic with a single-celled eukaryotic alga.

Authors:  Anne W Thompson; Rachel A Foster; Andreas Krupke; Brandon J Carter; Niculina Musat; Daniel Vaulot; Marcel M M Kuypers; Jonathan P Zehr
Journal:  Science       Date:  2012-09-21       Impact factor: 47.728

5.  Expression of photosynthesis genes in relation to nitrogen fixation in the diazotrophic filamentous nonheterocystous cyanobacterium Trichodesmium sp. IMS 101.

Authors:  Y B Chen; B Dominic; S Zani; M T Mellon; J P Zehr
Journal:  Plant Mol Biol       Date:  1999-09       Impact factor: 4.076

6.  A Simple, High-Precision, High-Sensitivity Tracer Assay for N(inf2) Fixation.

Authors:  J P Montoya; M Voss; P Kahler; D G Capone
Journal:  Appl Environ Microbiol       Date:  1996-03       Impact factor: 4.792

7.  The small unicellular diazotrophic symbiont, UCYN-A, is a key player in the marine nitrogen cycle.

Authors:  Clara Martínez-Pérez; Wiebke Mohr; Carolin R Löscher; Julien Dekaezemacker; Sten Littmann; Pelin Yilmaz; Nadine Lehnen; Bernhard M Fuchs; Gaute Lavik; Ruth A Schmitz; Julie LaRoche; Marcel M M Kuypers
Journal:  Nat Microbiol       Date:  2016-09-12       Impact factor: 17.745

8.  Unusual marine cyanobacteria/haptophyte symbiosis relies on N2 fixation even in N-rich environments.

Authors:  Matthew M Mills; Kendra A Turk-Kubo; Gert L van Dijken; Britt A Henke; Katie Harding; Samuel T Wilson; Kevin R Arrigo; Jonathan P Zehr
Journal:  ISME J       Date:  2020-06-10       Impact factor: 10.302

9.  Nitrogenase (nifH) gene expression in diazotrophic cyanobacteria in the Tropical North Atlantic in response to nutrient amendments.

Authors:  Kendra A Turk-Kubo; Katherine M Achilles; Tracy R C Serros; Mari Ochiai; Joseph P Montoya; Jonathan P Zehr
Journal:  Front Microbiol       Date:  2012-11-02       Impact factor: 5.640

10.  Calculation of Single Cell Assimilation Rates From SIP-NanoSIMS-Derived Isotope Ratios: A Comprehensive Approach.

Authors:  Hryhoriy Stryhanyuk; Federica Calabrese; Steffen Kümmel; Florin Musat; Hans H Richnow; Niculina Musat
Journal:  Front Microbiol       Date:  2018-10-03       Impact factor: 5.640

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