Abstract
The coupling between nitrification and N2 gas production to recycle ammonia back to the atmosphere is a key step in the nitrogen cycle that has been researched widely. An assumption for such research is that the products of nitrification (nitrite or nitrate) mix freely in the environment before reduction to N2 gas. Here we show, in oxic riverbeds, that the pattern of N2 gas production from ammonia deviates by ~3- to 16-fold from that predicted for denitrification or anammox involving nitrite or nitrate as free porewater intermediates. Rather, the patterns match that for a coupling through a cryptic pool, isolated from the porewater. A cryptic pool challenges our understanding of a key step in the nitrogen cycle and masks our ability to distinguish between sources of N2 gas that 20 years’ research has sought to identify. Our reasoning suggests a new pathway or a new type of coupling between known pathways in the nitrogen cycle.
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Introduction
Nitrogen is a key bio-element for life on Earth, integral to proteins and the very DNA that tells life what to do. A vast reservoir of nitrogen resides in the atmosphere as N2 gas, unavailable to the majority of life until being fixed by either biological or anthropogenic nitrogen fixation. Life’s organically-bound nitrogen in turn decays to ammonia following excretion or death. To complete the cycle, first nitrogen must be oxidised to nitrite or nitrate which can then be reduced back to atmospheric N2 gas. This process of ammonia oxidation—known as nitrification—typically occurs in two stages carried out by specialised aerobic chemoautotrophic ammonia- and nitrite-oxidising microbes, for example, in soils, sediments, freshwater, or marine ecosystems (Eqs. 1 and 2, respectively):
Nitrite and nitrate can then be reduced to N2 gas either alone, in a phylogenetically widespread form of microbial anaerobic respiration termed denitrification1 (Eq. 3a, b) or, in combination with ammonia, in a phylogenetically narrow respiratory pathway termed anaerobic ammonia oxidation, namely anammox2 (Eq. 4).
In addition, smaller amounts of N can be returned to the atmosphere as nitrous oxide (N2O) but we do not consider those further here3,4,5. Combinations of Eqs. (1) to (4) recycle ammonia back into atmospheric N2 gas and this coupling between aerobic nitrification and anaerobic N2 gas production is a key concept in the nitrogen cycle, controlling ecosystem production and the abundance of life on Earth6,7.
Besides the now accepted reactions described in Eqs. (1) to (4), Broda’s original thermodynamic predictions that drove the quest for anammox8,9 also included the potential for complete aerobic ammonia oxidation to N2 gas—that, to the best of our knowledge—has yet to be observed in nature:
In estuarine or coastal sea sediments, combinations of recognised aerobic and anaerobic metabolisms (Eqs. 1 to 4) buffer the flux of terrestrial nitrogen out to sea and are considered to be physically divided between the oxic and anoxic sediment layers—albeit by only a few tenths of millimetres10. In rivers, nitrite and nitrate borne from aerobic nitrification (Eqs. 1 and 2), in either the surrounding catchment soils or the riverbed itself, can be transported over large distances (1–100 km) before some 47 Tg N per year is removed from the fluvial network as N2 gas11,12,13. Regardless of the setting, the important point to appreciate here is that the products of aerobic nitrification (e.g., nitrate and nitrite) are assumed to be free to mix with any existing nitrate and nitrite in the surrounding porewater before they are subsequently metabolised, anaerobically, to N2 gas. That is, there is—in effect—only one pool of nitrate and nitrite awaiting reduction to N2 gas regardless of their origins. Indeed, this concept of free mixing between substrates lies at the very heart of the common 15N isotope pairing techniques used to disentangle and quantify the cycling of nitrogen in sediments that are major sources of N2 gas on Earth11,14,15.
Most research into the coupling between aerobic nitrification and anaerobic N2 gas production in sediments has studied the two separately using either oxic or anoxic incubations, respectively16, but now work including oxygen is increasing17. Previously we demonstrated18 that oxic (~30% to 100% of air-saturation for oxygen) gravel and sandy riverbed sediments harbour a coupling between aerobic nitrification and, seemingly, anaerobic N2 gas production with that production being attributed to a combination of denitrification and anammox18. We now show that the pattern of N2 gas production from ammonia in these oxic riverbeds violates the prevailing concept that coupled nitrification and N2 gas production is a two-step process with free nitrite or nitrate as intermediates. Not only does this challenge our understanding of a key coupling in the nitrogen cycle but it also masks our ability to distinguish between denitrification and anammox as sources of N2 gas. Indeed, it may actually suggest a new pathway or at least a new type of coupling between known pathways in the nitrogen cycle.
Results and discussion
N2 gas production is independent from porewater nitrite or nitrate
Following on from our original work18 on nitrification and putative anaerobic N2 gas production in oxic riverbeds, we wanted to explore further how these two processes are coupled. We began by collecting sediment from four rivers—two each of predominantly gravel and sand and then extended our sampling to a total of twelve rivers (Supplementary Figure 1 and Supplementary Table 1). We added 15N-ammonia to oxic sediment microcosms (see Methods) to trace the coupling between nitrification and N2 gas production both with and without the inhibitor of aerobic nitrification, allylthiourea19 (~80 µM ATU in the porewater, Treatments 1 & 2, Table 1 and Methods) that does not inhibit denitrification or anammox2,20. As before18, we measured the immediate production of 15N-N2-gas that was stopped by inhibiting the first step (Eq. 1) of aerobic 15N-ammonia oxidation with ATU (Fig. 1a, Table 1). The coupling between aerobic ammonia oxidation and N2 gas production was clearly strong, however it was not complete. For example, across the twelve rivers, approximately 60% (Fig. 1b) of the oxidised 15N-ammonia tracer was recovered from the porewater as 15NOx−, i.e., as either 15N-nitrite (Eq. 1) or the final product of nitrification, 15N-nitrate (Eq. 2) e.g., 15NOx− is the sum of 15NO2− and 15NO3−.
The presence of 15N-ammonia and 15N-NOx− together in the porewater generates two 15N-labelled substrate pools. The fraction of the pool labelled with 15N is termed FA for ammonia (NH3) and FN for NOx− (Eqs. 10 and 11 in Methods). Theoretically, combinations of Eqs. (1) to (4) can draw on these two substrate pools (FA and FN) to produce both the single-15N-labelled, 29N2 gas (e.g., 14N, 15N) and the double-15N-labelled, 30N2 gas (e.g., 15N, 15N) which we illustrate schematically in Fig. 2a. Note that denitrification can draw on NOx− as either NO2− or NO3− but anammox is solely fuelled by NO2−. The published and accepted mathematical framework21 (See derivation of equations in Supplementary Note 1) tells us that the fraction of 15N-labelling in each of the substrate pools (FA and FN) must influence the ratio of 29N2 to 30N2 (here termed R) and the overall fraction of 15N in the N2 gas produced e.g., the overall blend of 28N2, 29N2 and 30N2 (here termed FN2)21,22. While complex, the accepted framework also tells us that so long as we know what fraction of each component part (FA, FN and FN2) is labelled with 15N, then we can still calculate how the N2 gas is produced e.g., by anammox or denitrification and understand the nature of this key coupling in the nitrogen cycle21,22.
We tested the validity of this accepted mathematical framework by changing the fraction of porewater NOx− labelled with 15N (FN) and looking for how this influenced the ratio of 29N2 to 30N2 produced (R). First we directly decreased FN by adding 14N-nitrite to dilute the 15N-nitrite accumulating in the porewater from the oxidation of 15N-ammonia (Treatments 3 and 4, Table 1). Surprisingly, diluting FN had no discernible effect on the values for R produced in the two sets of incubations (Fig. 3b. 2.32, 95% CI 2.01 to 2.64 versus 2.43, 95% CI 2.12 to 2.74, see Table 2 and Supplementary Table 2 for 29N2 and 30N2 production). We then repeated our incubations with just 15NH4+ (with and without ATU, Treatments 1 and 2) across twelve rivers and measured a similar value for R of 1.8 (95% CI, 1.41 to 2.20, Fig. 3c) at an even lower value for FN (see Table 1). Note, we might have expected R to increase steeply as an inverse function of FN (Supplementary Figure 3). We can predict what values for R we might have expected if our N2 gas had been produced by either denitrification or anammox fuelled by porewater nitrite and/or ammonia, respectively (Fig. 2a) and compare them to our measured R values to highlight the disparity between the two (Fig. 3b, c and Table 2):
Our measured R values were too low to be explained by either denitrification or anammox fuelled by porewater FN and/or FA (Fig. 2a) and even a mixture of these two processes couldn’t produce such low values for R on average. This consistent disparity between our measured and predicted values for R, according to the accepted model, along with the constancy in R, despite differences in FN (Table 2), strongly implies that porewater NOx− had little influence on the 15N-labelling of the N2 gas produced from the oxidation of 15N-ammonia. Further, in an analogous set of incubations where we added 15N-nitrite instead of 15N-ammonia, we measured no consistent production of 15N-N2 gas (Treatments 5 & 6 Table 1 and Methods). Hence, nitrogen for N2 formation was not drawn primarily from the porewater NOx− pool (Fig. 2a). Instead, we propose that any N2 producing pathways draw from a cryptic nitrogen pool (Fig. 2b) with 15N-labelled fraction, FNcry, instead of the familiar porewater pool with 15N-labelled fraction, FNpw. Indeed, if we invoke a cryptic pool by making the 15N-labelling of FN the same as 15N-ammonia in the porewater FA in Eqs. (6) and (7) and thereby force denitrification and/or anammox to draw on that FNcry pool, then the predicted R values come closer to our measured R values (R cryptic, Fig. 3c and Table 2).
N2 is produced from ammonia through a cryptic intermediate
We can use both the accepted21 and a new mathematical framework to more formally justify our proposal for a cryptic intermediate pool or process. First, we define the proportion of N2 gas coming from anammox relative to denitrification that is conventionally known as ra15. ra has to lie between 0 and 1 and, in the accepted framework, is expressed as a function of porewater FA and FN and R according to21 (See Eq. (1) to (14) in Supplementary Note 1):
In the accepted framework, however, our measured values for R and porewater FA and FN generate nonsensical estimates for ra (e.g., −6.06 to 3.03, not > 0 < 1). Just as for Fig. 3c, we cannot apportion N2 gas between anammox and denitrification drawing on porewater FN and/or FA – in the conventional sense – to produce our measured R values (Fig. 2a). Next, we define the 15N- labelling of the N2 gas produced (FN2), which, like ra (Eq. 6), also has to lie between 0 and 1 (See Eq. (1) to (14) in Supplementary Note 1).
Unlike ra, which is expressed as a function of both porewater FA and FN, only FN is required to parameterise FN2 (Eq. 9cf. Eq. 8). That is not to say that FA has no influence on FN2, as FN—be it either the FNcry or FNpw pools—must result from ammonia oxidation drawing on FA (Fig. 2).
We can then use solutions to Eqs. (8) and (9) between > 0 < 1 to define a solution space for any combination of FN, FA, and realistic values for R (See Supplementary Figure 3 for R as a function of 15N atom %) that we can visualise as a 3D ribbon (Fig. 4). The height of the ribbon is defined in terms of FN2 and is depicted here for our average value for FA of 0.51 (Table 1 and see Supplementary Fig. 4 for FA at 0.1 and 0.9). Overall the ribbon is very narrow and where FA = FN there are no solutions and this singularity appears as a gap in the ribbon. If FNcry is isolated and derives solely from the oxidation of FA (Fig. 2b), then FNcry has to equal FA. Further, if FN2 is only dependent on FN (Eq. 9) and this FN is equivalent to FNcry, then our calculated values for FN2—plotted as functions of our measured values for R and FA (where FNcry equal FA)—should fall near the gap in the ribbon where FN equals FA. This is indeed what we observe and especially for the better parameterised 12 river estimate (Fig. 4). In contrast, if we again force denitrification to be the only source of N2, and calculate FN2 assuming that FN = FNpw (Fig. 2a), then the points fall away from our measured R values. Hence, in the presence of 15N-ammonia and oxygen, our measured R values only make sense if we assume FNcry = FA (Fig. 2b) i.e., the porewater nitrite pool essentially represents the left-overs of the cryptic transformations during which N2 is produced.
Internal NOx − cycling or a novel pathway or organism
We propose that the coupling between ammonia oxidation and N2 gas production in oxic, permeable riverbed sediments involves a cryptic intermediate pool derived solely from the oxidation of ammonia that remains isolated from the porewater prior to the production of N2 gas. In one scenario, a cryptic pool, similar to the porewater NOx− pool, is fed by the oxidation of ammonia to NOx−, or possibly NO (ref. 3,23,24), through nitrification. The pathway from FNcry to the production of N2 gas, however, branches off before that NOx− mixes with the ambient porewater NOx− (Fig. 2b) and would require internal NOx− cycling. Internal NOx− cycling is recognised as a potential source of interference for 15N isotope tracer studies in the ocean25,26 and is known in the consortia of ammonia oxidisers and anammox bacteria in wastewater CANON27 reactors (Complete Autotrophic Nitrogen removal Over Nitrite. Figure 2b, reactions 1 & 4) – though the actual mechanism in nature remains unknown.
Alternatively, some aerobic ammonia oxidising bacteria first produce nitrite (reaction 1) that they then reduce to N2O gas in a process known as nitrifier-denitrification3. Known nitrifier-denitrifier bacteria, however, lack a canonical N2O-reductase (NOS, nosZ) to reduce N2O to N2 gas, so are not currently recognised as complete denitrifiers (reaction 7, Fig. 2b). Nitrosocyanin, a soluble red Cu protein isolated from Nitrosomonas europaea28, is recognised as a plausible substitute to canonical N2O-reductase that could enable complete nitrifier-denitrification to N2 gas3. Our data enable us to test this hypothesis. For example, we know that 15NO2− from the initial oxidation of 15NH4+ exchanges with the porewater (reaction 1, Figs. 1b and 2a) and we would expect, therefore, that 15NO2− added to the porewater would be available to any nitrifying-denitrifying bacteria29. We have, however, already shown that adding 15NO2− to the porewater resulted in no consistent production of N2 gas (Treatments 5 & 6, Table 1) i.e., N2 gas production is dependent on the initial oxidation of 15N-ammonia. This fact, along with the clear discrepancy between the measured and predicted scenarios involving porewater NOx− (Figs. 3b, 3c & 4) make it hard to reconcile our N2 gas production with either nitrifier-denitrification or canonical denitrification (reactions 3a, 3b & 7, Fig. 2).
Finally, it is theoretically possible for ammonia to be completely oxidised by oxygen to N2 gas (equation 58) within a single, unknown organism. Such a reaction offers the simplest explanation for our results, with their strong dependency on aerobic ammonia oxidation and lack of influence from external porewater nitrite. Regardless of the actual pathway that produces the N2 gas (Fig. 2b), an isolated cryptic intermediate pool has to have the same 15N-labelling of the ammonia pool (FNcry = FA). As a consequence of this equality, we can no longer distinguish between sources of N2 gas, be it a denitrification-like pathway reductively combining N from an oxidised cryptic pool, an anammox-like process drawing on ammonia and cryptic N, or complete ammonia oxidation, as they would all produce 29N2 and 30N2 at the same ratio (Fig. 2b where R is equal for each process).
Our observations challenge the current understanding of a key coupling in the nitrogen cycle in permeable, oxic riverbed sediments that may also apply to other biomes where the oxidation of ammonia is tightly coupled to the production of N2 gas, such as continental shelf-sediments30,31 and groundwater aquifers17. Whether it transpires that our cryptic coupling is mediated by a novel organism or, as of yet, a masked combination of known players in the nitrogen cycle remains to be resolved.
Methods
Study sites and sediment sampling
We began by collecting sediment samples from four rivers which we subsequently widened to a total of twelve rivers in southern England, UK, between October 2015 and May 2016 (Supplementary Figure 1 and Supplementary Table 1). Among them, the Rivers Lambourn, Darent, Wylye, Rib, Pant, Stour (1) and Stour (2) have chalk-based, permeable gravel-dominated riverbeds, while the Rivers Marden, Hammer, Medway, Broadstone, and Nadder have less permeable, sand-dominated riverbeds as described elsewhere18,32,33. At each river, surface sediments (<5 cm) were collected from five different locations using Perspex corers (13-cm × 9-cm internal diameter, 827 mL and sealed at one end with an oil-seal stopper)) which were then transferred to plastic zip-lock bags (VWR International) and stored in a cool bag (Thermo) during transport back to the laboratory. Each sediment sample from each river was then homogenised in the laboratory for the experiments described below.
Aerobic ammonia oxidation in oxic sediment slurries
15N-NH4+ oxidation experiments were carried out with sediments first from four rivers (the rivers Lambourn, Wylye, Marden, and Hammer) and then all twelve. In a standard anoxic application of 15N isotope pairing techniques34,35,36, ambient porewater nitrite, nitrate, and any residual oxygen are removed by pre-incubating the anoxic sediment slurries for 12 h to 24 h before adding any 15N-tracers35,36. Here this was not possible as we were measuring the aerobic oxidation of NH4+ and so to avoid contamination from the high background 14NOx− (14NO3− + 14NO2−), which is typical for these rivers24, instead we used nitrite- and nitrate-free synthetic river water (0.12 g/l NaHCO3, 0.04 g/l KHCO3, 0.07 g/l MgSO4.7H2O, 0.09 g/l CaCl2 2H2O, pH = 7) to make the sediment slurries as before18.
Oxic slurries were prepared by adding approximately 3 g sediment (~0.75 ml of porewater) and 2.7 ml air-saturated synthetic river water into 12 ml gas-tight vials (Exetainer, Labco), leaving an approximate 6 ml headspace of air which is equivalent to ~58 µmol O2 per prepared vial. We know from previous incubations with similar sediments from 28 rivers37 respiration rates to be ~187 nmol O2 g−1 h−1, on average (±64.3, 95%, C.I.), that would consume ~12% of the total oxygen during a 12 h incubation. In addition, we also checked oxygen over time using a microelectrode (50 µm, Unisense) in parallel sets of scaled-up slurries (120 mL with the same ratio of sediment to water to headspace) for two rivers and found comparatively little consumption as before18 and see example in Supplementary Figure 2.
To trace the oxidation of ammonia to N2 gas, the prepared oxic slurry vials were then sealed and injected with 100 µl of 14 mM 15NH4+ stock-solutions (98 atom% 15N, Sigma-Aldrich) to generate final porewater concentrations of ~390 µM 15NH4+. This high 15N concentration ensured sufficient labelling of the ammonia pool (~50%) to enable quantifiable production of both single-labelled, 29N2, and dual-labelled, 30N2, in order to calculate R in Eqs. (6) to (9). To link the production of N2 gas to the initial aerobic oxidation of ammonia, an additional set of slurries were injected with 100 µl of 14 mM 15NH4+ (as above), along with 2.8 mM (stock-solution) of the ammonia mono-oxygenase inhibitor19, allylthiourea (ATU), to give final porewater concentrations of ~390 µM 15NH4+ and ~80 µM ATU. While we have shown previously that 80 µM ATU inhibits aerobic ammonia oxidation in gravel and sandy riverbed sediments18, higher concentrations maybe required in other settings38. All of the oxic slurry vials were then incubated on a shaker (120 rpm, Stuart SSL1) for up to 12 h (Table 1, Treatments 1 and 2) in a temperature-controlled room at 12 °C. Incubations amended with just 15NH4+ were terminated at 0 h, 0.5 h, 1 h, 3 h, 4.5 h, 6 h, 9 h, and 12 h while those amended with both 15NH4+ and ATU were terminated at 0 h, 3 h, 6 h, and 12 h by injecting 100 μl of formaldehyde (38%, w/v) through the vial septa. All vials were then stored upside down prior to quantification of 29N2 and 30N2 by mass-spectrometry and R is then simply 29N2/30N2 (see below).
In addition to measuring the production of 29N2 and 30N2 gases (R), the fraction of 15N in the inorganic nitrogen porewater pools (FA for ammonia and FN for NOx− e.g., NO2− plus NO3−) needed to be quantified too (see Eqs. 6 to 9). To avoid any potential interference from formaldehyde, on the analysis of the inorganic nitrogen species, a parallel set of 15NH4+ amended slurries was prepared solely for nutrient analyses. At each time point (as above for N2 gas analysis), vials were injected with 20 µL of 1.6 M NaOH to preserve nitrite before being frozen at −20 °C39. Samples were defrosted and centrifuged at 1200 rpm for 10 min and the collected supernatant analysed (see below).
Manipulating the degree of 15N-labelling in the porewater NO2 − pool (F N as F Npw)
In typical anoxic sediment slurry incubations used to quantify N2 gas production from denitrification and anammox34,35, the fraction of porewater substrate labelled with 15N (FA or FN) influences the ratio of 29N2 to 30N2 produced. To characterise the influence of porewater NO2− on the coupling between 15N-NH4+ oxidation and 15N-N2 production in oxic sediment slurries, we manipulated the fraction of porewater NO2− labelled with 15N. Oxic sediment slurries from the first four riverbeds were injected (100 µl) with combinations of stock-solutions of 14 mM 15NH4+ and 840 µM 14NO2− or just 14 mM 15NH4+ and both with or without 2.8 mM ATU. This generated final porewater concentrations of ~390 µM 15NH4+, ~24 µM 14NO2− or ~80 µM ATU and the prepared vials were then incubated on a shaker as above (see Table 1, Treatments 3 and 4). As above, oxic slurry vials were sacrificed at different time points for 15N2 gas analysis and with a parallel set of 15NH4+ or 15NH4+ plus NO2− amended slurries solely for nutrient analyses.
To further test the dependency of N2 gas production on the initial oxidation of 15N-ammonia, we also performed a set of analogous incubations with sediments from the first four rivers with 15NO2− (Table 1, Treatments 5 and 6). Here everything was the same (amount of sediment, with or without ATU, incubation times, oxygen etc.,) except the 15N-labelling was added with nitrite rather than ammonia (as above) to final concentrations of ~390 µM 14NH4+ and ~24 µM 15NO2− (98 atom% 15N, Sigma-Aldrich). If active, we would have expected N2 gas production from reactions 3b and 4.
Analytical methods
Headspaces of the oxic slurry samples were analysed for 15N-N2 using a continuous-flow isotope ratio mass spectrometer (Sercon 20–22, UK) as described elsewhere18. The mass spectrometer has a sensitivity of 0.1 ‰ 15N which here translates to approximately 0.1 nmol 15N-N2 g−1 dry sediment. To determine porewater FN (NO2− or NOx−, below) the concentration of 15NO2− in the 15NH4+ treatments was measured, the preserved supernatants were diluted and 3 ml of sample transferred into a new 3 ml gas-tight vial (Exetainer, Labco), the vial capped and a 0.5 ml helium headspace (BOC) added. Samples were injected with 100 μl of sulfamic acid (4 mM in 4 M HCl) and placed on a shaker (120 rpm, Stuart SSL1) overnight to reduce 15NO2− to 15N-N2 and the headspaces subsequently analysed for 15N-N2 as above18,40. For 15NOx− (15NO2− plus 15NO3−) analysis, 0.3 g spongy cadmium and 200 µl of 1 M imidazole, along with 3.5 ml of sample were added to each gas-tight vial (12 ml, Exetainer, Labco) and the vials shaken (120 rpm, Stuart SSL1) for 2.5 h to reduce 15NO3− to 15NO2− and the samples then treated as above to convert 15NO2− to N218,41. The sensitivity for 15NOx− was approximately 0.4 nmol 15N g−1 dry sediment. FN was then calculated for NO2− or NOx− as:
And similarly for FA:
Where 15NH4+ was determined by the increase in concentration, measured by standard indophenol-blue wet-chemistry, above ambient background in controls after the addition of 15NH4+.
Sediment particle size was determined by sorting the dried sediments through a series of sieves (Endecotts Ltd, England) from 16 mm, 13.2, 8, 4, 1.4, 0.5, 0.25, 0.125, to 0.0625 mm and then weighing each size fraction. Grain size distributions were calculated and classified on the Wentworth scale as gravel (particles coarser than 2 mm), sand (particles between 0.0625 and 2 mm), mud (silt plus clay material finer than 0.0625 mm)42. For sediment organic C and N content, disaggregated samples were oven-dried, acidified by HCl (2 M) to remove inorganic carbonates43 and re-dried to a constant weight. Then ~50 mg of sediments were transferred to tin-cups, reweighed, and combusted at 1000 °C in an integrated elemental analyser and mass-spectrometer (Sercon, Integra 2, UK).
Statistical analysis
We used mixed-effects models to estimate overall rates of total 15N-N2 gas production during the incubations (Fig. 1a), treating each of either the first four or subsequent twelve rivers as genuine, independent replicates. Within each river, each of the 5 technical replicates were nested within each respective river and fitted as random effects on the slope and intercept in each case; though it was not always necessary to retain replicate or all the random effects in a model to get the best fit to the data – based on lowest AIC (Akaike Information Criterion). To visualise the consistent production of 29N2 to 30N2 across the incubations with 15N-ammonia, we regressed each measure of 29N2 on each measure of 30N2, at each time point, in each incubation and display (Fig. 3a) the partial residuals for the best fitting model44. To estimate the overall average measured and predicted ratios of 29N2 to 30N2 (R) we only used the data for the time points >0.5 h < 10 h i.e., when there was measurable (~0.1 nmol N2 g−1 dry sediment), steady-production of both 15N labelled gases, divided each measure of 29N2 by each respective measure of 30N2 at each time point, in each incubation and treated river and replicate as above. For the first 4 rivers, the ratio R was estimated by fitting each time point as a random-effect, but for the larger, 12 river dataset, time was fitted as a fixed-effect and R estimated for the middle time point in the incubations and similarly for FN (for both NO2− and NOx−) and FA. All statistical analyses were performed in R (version 3.6.3, 2020-02-29) under RStudio (version 1.2.5033). Model fitting was carried out in the “lme4” package (version 1.1-21) and parameter (marginal mean) estimates, standard errors, and confidence intervals derived using the “emmeans” package (version 1.4.5) with Kenwood-Roger degrees of freedom and Tukey correction where appropriate.
Data availability
Source data are provided with this paper.
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Acknowledgements
We thank Ian Sanders and Katrina Lansdown for technical assistance and Axel Rossberg for help with the 3D imagery and Queen Mary University of London and the Chinese Scholarship Council for supporting the research.
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M.T. and L.O. conceived the study and L.O. performed all of the experiments and B.T. formulated the mathematical framework. L.O. and M.T. analysed the data and M.T. and B.T. drafted the manuscript. All authors commented on and revised the manuscript.
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Ouyang, L., Thamdrup, B. & Trimmer, M. Coupled nitrification and N2 gas production as a cryptic process in oxic riverbeds. Nat Commun 12, 1217 (2021). https://doi.org/10.1038/s41467-021-21400-3
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DOI: https://doi.org/10.1038/s41467-021-21400-3
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