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Proceedings of the National Academy of Sciences of the United States of America logoLink to Proceedings of the National Academy of Sciences of the United States of America
. 2024 Jun 12;121(25):e2319960121. doi: 10.1073/pnas.2319960121

Widespread detoxifying NO reductases impart a distinct isotopic fingerprint on N2O under anoxia

Renée Z Wang a,1, Zachery R Lonergan b,1, Steven A Wilbert b,2, John M Eiler a,3, Dianne K Newman a,b,3
PMCID: PMC11194513  PMID: 38865268

Significance

Nitrous oxide (N2O) has been found in chronic infection settings and in the atmosphere, where it is a potent greenhouse gas. Microbes are a major source of N2O; however, determining microbial N2O sources in diverse habitats is challenging because N2O is produced by multiple, overlapping pathways. Applying intramolecular isotopic tracing techniques, we identified a unique N2O isotopic fingerprint that is produced when bacteria encounter nitric oxide (NO) under anoxia in a nongrowing state. Such physiological conditions may be relevant to NO bursts experienced by bacteria infecting human tissues or following wetting events in dryland soils. Our finding motivates future studies to determine the extent to which detoxifying NO reductases may contribute to N2O biosignatures in diverse environments.

Keywords: nitrous oxide, nitric oxide, site preference, flavohemoglobin, isotopes

Abstract

Nitrous oxide (N2O), a potent greenhouse gas, can be generated by multiple biological and abiotic processes in diverse contexts. Accurately tracking the dominant sources of N2O has the potential to improve our understanding of N2O fluxes from soils as well as inform the diagnosis of human infections. Isotopic “Site Preference” (SP) values have been used toward this end, as bacterial and fungal nitric oxide reductases (NORs) produce N2O with different isotopic fingerprints, spanning a large range. Here, we show that flavohemoglobin (Fhp), a hitherto biogeochemically neglected yet widely distributed detoxifying bacterial NO reductase, imparts a distinct SP value onto N2O under anoxic conditions (~+10‰) that correlates with typical environmental N2O SP measurements. Using Pseudomonas aeruginosa as a model organism, we generated strains that only contained Fhp or the dissimilatory NOR, finding that in vivo N2O SP values imparted by these enzymes differ by over 10‰. Depending on the cellular physiological state, the ratio of Fhp:NOR varies significantly in wild-type cells and controls the net N2O SP biosignature: When cells grow anaerobically under denitrifying conditions, NOR dominates; when cells experience rapid, increased nitric oxide concentrations under anoxic conditions but are not growing, Fhp dominates. Other bacteria that only make Fhp generate similar N2O SP biosignatures to those measured from our P. aeruginosa Fhp-only strain. Fhp homologs in sequenced bacterial genomes currently exceed NOR homologs by nearly a factor of four. Accordingly, we suggest a different framework to guide the attribution of N2O biological sources in nature and disease.


Nitrous oxide (N2O) is a ubiquitous metabolite present in myriad environments ranging from soils, marine and freshwater systems, and the atmosphere to the human body. Because N2O can be produced and consumed by multiple microbial nitrogen-cycling processes (1), tracking its sources and fates is challenging. One motivation to do so springs from the fact that N2O is a potent greenhouse gas, whose current atmospheric concentration is more than 20% compared to preindustrial levels (2); a better understanding of N2O sources could help facilitate mitigation efforts. Analogously, because N2O has been measured in chronic pulmonary infections (3), clarity on which pathogens are metabolically active in disease contexts could inform treatment strategies (4).

An intramolecular isotopic fingerprint called “Site Preference” (SP), which measures the relative enrichment of natural abundance 15N in the central (α) vs. terminal (β) nitrogen position in N2O [Fig. 1A; (5)] may be applied for such purposes. Unlike traditional natural abundance isotopic measurements of the total 15N in the bulk molecule (6), SP does not rely on the isotopic composition of the source substrate but instead reflects the reaction mechanism at natural isotopic abundances (7), making it a potentially powerful tool to disentangle N2O sources in different contexts.

Fig. 1.

Fig. 1.

N2O production via NO detoxification under anoxic conditions may explain environmental SP values. (A) Measured in situ SP values for environmental sources (Soil, Marine, Freshwater) vs. in vitro measurements of N2O-producing biogenic end-members (bacterial and fungal denitrification, AOB, AOA) and N2O-producing abiotic reactions; black line shows median; blue lines show end-member values for AOB (8). Histogram height is normalized to each category; see SI Appendix, Fig. S11 for outlier values and more details. (B) Number of bacterial genomes hits at the phylum level for flavohemoglobin protein (Fhp) and nitrous oxide reductase (NorBC) alone or in combination from Annotree (9); minimum amino acid sequence similarity of 30% was used. See SI Appendix, Fig. S1 and Tables S2 and S3 for phylogenetic distribution. (C) Relevant N-oxide pathways of P. aeruginosa UCBPP-PA14 (Pa), the model organism used in this study. Pa possesses the full denitrification pathway as well as Fhp. (D) SP of N2O produced by Pa and mutant strains with fhp and/or nosZ genes deleted (ΔnosZΔfhp; ΔnosZ) in denitrifying conditions sampled at late-exponential or late-stationary growth phases; see SI Appendix, Fig. S2 for more details. (E) N2O SP of Pa strains with rhamnose-induced expression of norBCD (iNOR) or fhp (iFhp) alone as well as A. baumannii and S. aureus, which only have Fhp. P value was calculated via Welch’s t test. Each data point in (D and E) represents an individual biological replicate.

The median values of in situ SP measurements where microbes are present are 10.9 per mille (‰) for soils, 20.9‰ for marine systems, and 23.0‰ for freshwater habitats (Fig. 1A). These values are bounded by the median values of in vitro, pure culture studies of N2O-producing biogenic end-members like bacterial and fungal denitrifiers as well as ammonia-oxidizing bacteria and archaea (AOB and AOA; Fig. 1A). Bacterial and fungal denitrifiers are thought to represent two extremes of SP values for N2O producers with median SP values of −4.3 and 32.2‰ respectively (Fig. 1A); this is assumed to reflect the activity of dissimilatory nitric oxide reductases (NOR). In AOB, the SP varies between roughly −11 and 36‰ due to multiple pathways of dissimilatory N2O formation (8), though recent work showing abiotic N2O production through spontaneous hybrid formation (10) may complicate this interpretation. In AOA, SP values are roughly 30‰, though current measurements are from enrichment rather than pure cultures (11, 12). In addition, abiotic pathways of N2O formation display a range of positive SP values, with some displaying intermediate values [~16‰; (13)]. In situ environmental N2O SP measurements thus likely reflect a mixture of sources, both biotic and abiotic. Toward the goal of deconvolving these potential contributors, our goal in this study was to determine whether another biological N2O source—one that is linked to nitric oxide (NO) detoxification—may have been overlooked.

Current practices for interpreting SP measurements in natural environments assume that enzymatic N2O production or consumption is tied to microbial growth. However, an entire other class of enzymes exists that produce N2O as a consequence of NO detoxification and not for energy conservation (14). Flavohemoglobin proteins (e.g., Fhp/Hmp/Yhb–henceforth referred to as “Fhp”) are phylogenetically widespread and protect against NO-mediated toxicity in bacteria and yeast (15). Members of this family are roughly four times more abundant than NORs in annotated bacterial genomes [Fig. 1B and SI Appendix, Fig. S1 and Tables S1–S3; 7,109 vs. 1,854 genome hits at the phylum level for Fhp vs. NOR using 30% minimum amino acid sequence similarity (9)]. While the ability of Fhp to oxidize NO to nitrate (NO3) under oxic conditions is well known, their capacity to reduce NO to N2O under anoxic conditions has received less attention (15, 16). Given that bacterial denitrifiers commonly possess both Fhp and NOR (Fig. 1B and SI Appendix, Table S1), we hypothesized that Fhp might play a role in N2O emissions and set out to determine whether it imparts a SP onto N2O distinct from that of bacterial or fungal NORs and AOA or AOB.

Results

Overall SP Values Reflect NOR during Denitrification.

To compare the SP of Fhp to NOR in a whole-cell context (in vivo), we used the model bacterial denitrifier, Pseudomonas aeruginosa UCBPP-PA14 (Pa, Fig. 1C). Because this organism is genetically tractable, it provides a means to study the cellular processes of interest in a controlled manner (Table 1). To determine SP values under denitrifying conditions, Pa, ΔnosZ, and ΔnosZΔfhp—strains with deletions of the nitrous oxide reductase (NOS) gene, nosZ (PA14_20200), and/or fhp (PA14_29640)—were grown anaerobically in defined medium batch cultures and sampled at late exponential and late stationary growth phases (Table 2, SI Appendix, Fig. S2, and Materials and Methods). N2O was cryogenically distilled and analyzed for nitrogen and oxygen isotopes on the Thermo Scientific Ultra High-Resolution Isotope Ratio Mass Spectrometer [HR-IRMS; (17)]; Materials and Methods). All isotope data are reported in the delta (δ) notation in units of per mille (‰) where δ15N = [(15N/14N)sample/(15N/14N)reference - 1]*1000 and SP = δ15Nα - δ15Nβ. Values are reported relative to the international reference of AIR for nitrogen; see Materials and Methods for more details.

Table 1.

Strains studied

Name Strain description Fhp? Nor? Source
WT Pa Wild-type P. aeruginosa UCBPP-PA14 Yes Yes Lab Collection
ΔnosZ Deletion of nitrous oxide reductase gene (nosZ, PA14_20200) from WT Pa Yes Yes This study
ΔnosZΔfhp Deletion of nosZ and flavohemoglobin protein (fhp, PA14_29640) from WT Pa No Yes This study
ΔnorBCΔnosZ Deletion of nitric oxide reductase (norBC, PA14_16810,PA14_16830) and nosZ from WT Pa Yes No This study
iFhp Rhamnose-induced expression of fhp integrated into the chromosome of WT Pa with deletion of native norBC, fhp, and nosZ. Yes No This study
iNOR Rhamnose-induced expression of the nitric oxide reductase operon, norBCD (PA14_16810, PA14_16830, PA14_06840), integrated into the att neutral chromosomal site of Pa with deletion of native nitrate reductase (narGHJI; PA14_13780-13830), nitrite reductase (nirS; PA14_06750), norBC, nosZ, and fhp. No Yes This study
S. aureus Wild-type S. aureus USA300 LAC Yes No Gift
A. baumannii Wild-type A. baumannii ATCC 17978 Yes No Gift

The SP of N2O produced by five strains of P. aeruginosa (WT Pa, ΔnosZ, ΔnosZΔfhp, iFhp, and iNOR) and two wild-type strains of S. aureus and A. baumannii were measured. See Materials and Methods for further details. S. aureus and A. baumannii were both kindly provided by Eric Skaar, Vanderbilt University Medical Center.

Table 2.

Culturing conditions and SP results

Strain Assay type Aerobic pregrowth Anaerobic incubation SP (‰) Sample Size (n)
iNOR Suspension 100 mM nitrate 100 mM nitrate, 500 μM DETA NONOate, 305 μM rhamnose −2.60 ± 5.41 5
iFhp Suspension 100 mM nitrate 100 mM nitrate, 500 μM DETA NONOate, 305 μM rhamnose 10.45 ± 2.17 5
A. baumannii Suspension 100 mM nitrate 100 mM nitrate, 500 μM DETA NONOate 10.38 ± 9.05 3
S. aureus Suspension 100 mM nitrate 100 mM nitrate, 500 μM DETA NONOate 5.56 ± 7.21 3
ΔnosZ Batch; End-exponential 100 mM nitrate 100 mM nitrate −1.56 ± 5.04 4
Batch; End-stationary 100 mM nitrate 100 mM nitrate −2.21 ± 4.10 5
ΔnosZΔfhp Batch; End-exponential 100 mM nitrate 100 mM nitrate −1.39 ± 2.78 5
Batch; End-stationary 100 mM nitrate 100 mM nitrate −3.68 ± 2.81 5
WT Pa Batch; End-exponential 100 mM nitrate 100 mM nitrate −0.70 ± 4.19 5
Batch; End-stationary 100 mM nitrate 100 mM nitrate −5.43 ± 2.04 5
Suspension 100 μM DETA NONOate 500 μM DETA NONOate −2.59 ± 7.53 2
Suspension 100 μM DETA NONOate + 100 mM nitrate 500 μM DETA NONOate 9.14 ± 3.70 2
Suspension 100 mM nitrate 500 μM DETA NONOate + 100 mM nitrate 2.61 ± 9.31 5
Batch; End-stationary 100 mM nitrate 500 μM DETA NONOate + 100 mM nitrate −3.34 ± 0.83 2

All strains were grown in aerobic pregrowths before being resuspended in fresh media and anoxically incubated for headspace sampling as batch culture or suspension assays (SI Appendix, Fig. S12); nitrate and/or DETA NONOate (C4H13N5O2) was supplemented to provide endogenous vs. exogenous NO, respectively. See Materials and Methods for more details. SP values (mean ± SD) of n biological replicates; see Dataset S1 for full results.

The SP of ΔnosZΔfhp should only reflect NOR, since all other known pathways for enzymatic N2O production and consumption were deleted. The in vivo SP of this strain did not vary significantly by growth phase (Welch’s t test, P = 0.2), and its average value across all growth phases (−2.53 ± 2.90, mean ± SD throughout, n = 10) was consistent with prior in vitro measurements of NOR purified from Paracoccus denitrificans ATCC 35512 [−5.9 ± 2.1‰, (18)]. The SP of the ΔnorBCΔnosZ strain, which only has fhp, was not measured because it did not grow appreciably in denitrifying conditions (SI Appendix, Fig. S2) which is consistent with previous results (19, 20).

Wild-type (WT) Pa, which can produce N2O through both Fhp and NOR (Fig. 1C), displayed SP values that did not vary significantly from those observed for the ΔnosZΔfhp strain across all growth phases when denitrifying (P = 0.7). In addition, the SP of WT Pa did not vary significantly by growth phase (P = 0.07). The SP of ΔnosZ was also measured because prior studies showed that NOS can increase the SP of the residual N2O pool through preferential cleavage of the 14N-O vs. 15N-O bond in N2O (21, 22); however, SP values of ΔnosZ were similar to ΔnosZΔfhp (P = 0.7) and did not vary by growth phase (P = 0.8; Fig. 1D). Therefore, even though Fhp was likely present in all previously measured bacterial denitrifier strains for in vitro measurements (SI Appendix, Table S2), it does not affect the overall SP value when strains are grown under denitrifying conditions, suggesting that NOR dominates the isotopic signature under these conditions (Discussion). However, the potential for Fhp to impact the SP of N2O under other conditions remained open.

Fhp Has an Intermediate, Positive SP Value Compared to Bacterial and Fungal NORs.

To distinguish the SP of Fhp and NOR, we engineered two Pa strains possessing only Fhp or NOR that could be induced in the presence of rhamnose; inducible Fhp (“iFhp”) and NOR (“iNOR”) functionality was validated by complementation experiments (Table 1 and SI Appendix, Fig. S3). Since these strains lack denitrification enzymes and are incapable of anaerobic growth, suspension assays were developed to culture bacteria aerobically while inducing gene expression prior to placement in nongrowing, anoxic conditions. Strains were provided exogenous NO via the small molecule donor DETA NONOate (C4H13N5O2) at subtoxic concentrations (SI Appendix, Fig. S4) and then incubated under anoxic conditions for 24 h at 37 °C before the headspace was sampled; see Table 2 and Materials and Methods for more details.

Under these conditions, iFhp displayed SP values (10.45 ± 2.17‰, n = 5) that were significantly more positive than iNOR (−2.60 ± 5.41‰, n = 5; P = 0.004; Fig. 1 E, Top). iNOR values were also consistent with both our ΔnosZΔfhp denitrifying growth SP measurements and prior in vitro NOR SP measurements (18). In addition, we observe a large variation (on the order of 10‰) in SP between biological replicates of NOR, in agreement with prior studies (−5 and −9‰; n = 2 in ref. 18). This variation neither correlates with the degree of nitrate consumption for ΔnosZΔfhp, nor N2O production for ΔnosZΔfhp and iNOR (SI Appendix, Fig. S5), indicating that this variation in SP may be inherent to NOR.

Next, to validate Fhp SP values outside Pa, two wild-type, nondenitrifying strains with only Fhp, Staphylococcus aureus USA300 LAC, and Acinetobacter baumannii ATCC 17978 were also measured. Fhp from S. aureus (named Hmp in this organism) has 31.6% amino acid sequence similarity to Fhp from P. aeruginosa, while Fhp from A. baumannii has 98.5% similarity. However, all Fhps share a common catalytic site for NO binding and reduction, a globin module with heme B (15), that is responsible for imparting the observed SP. The SP of S. aureus (5.56 ± 7.21‰, n = 3) and A. baumannii (10.38 ± 9.05‰, n = 3) were both positive and statistically indistinguishable from Pa iFhp (Fig. 1 E, Bottom). In addition, the variation in SP values for Fhp (on the order of 10‰) is similar to that of NOR, implying that there is an inherent variation in SP for these enzymes, though addressing this variation is outside the scope of this current study.

Exogenous NO Shifts SP Values toward Fhp.

Given the potential for Fhp to impart a positive SP distinct from NOR, we next sought to identify physiological conditions where it might dominate the N2O isotopic fingerprint in the wild-type. Historically, N2O isotopic measurements from pure cultures have been made for actively growing cells, which would amplify isotopic signatures imparted by catabolic enzymes like NOR. Yet, evidence is mounting that slow, survival physiology dominates microbial existence in diverse habitats (23, 24), motivating N2O SP measurement during nongrowth conditions.

To test whether Pa can produce positive SP values indicative of Fhp activity, we grew WT Pa in denitrifying batch cultures and nongrowing, anoxic suspensions with varying combinations of nitrate (NO3) and DETA NONOate to provide NO endogenously via denitrification and/or exogenously via small molecule-mediated NO release (Fig. 2A), which we hypothesized would promote NOR or Fhp activity. We validated the induction of NOR and Fhp using quantitative unlabeled proteomics (Materials and Methods) and calculated the ratios of Fhp to NOR to quantify relative changes of each NO reductase. In denitrifying, batch culture conditions (Fig. 2B), the ratio of Fhp to NOR was less than one (~0.25) and did not significantly change upon addition of NO (P = 0.09; Fig. 2B). By contrast, NorB, which contains the catalytic subunit of NOR, was undetectable before NO addition in the suspension assays (SI Appendix, Fig. S6), which were performed by shifting oxic pregrown cultures to nongrowing, anoxic conditions. Although NorB increased to detectable levels upon the addition of DETA NONOate (SI Appendix, Fig. S6), Fhp was far more abundant, leading to a high ratio of Fhp to NOR (~3, Fig. 2C).

Fig. 2.

Fig. 2.

High concentrations of NO shift SP values toward Fhp. (A) In Pa, NorBC contributes to overall cell energetics as part of the denitrification pathway; Fhp does not and is primarily used for NO detoxification; OM and IM denote the bacterial outer vs. inner membrane. (B) After aerobic pregrowth, WT Pa was cultured anaerobically via two assay types i) to maximize growth via denitrification (“Denitrifying Growth,” Left) or ii) as nongrowing cells in suspension assays (“Anoxic Suspension,” Right; see SI Appendix, Fig. S12 for more details). Exogenous NO was supplied through DETA NONOate (red lines) and headspace was then sampled for SP analysis (purple lines). Culture aliquots for proteomics analysis were taken immediately prior to NO addition (“pre-”) or during the same time as headspace sampling (“post-NO”). Ratio of Fhp to NOR in these conditions is shown as bar charts below; see SI Appendix, Fig. S6 for full results. P values were calculated via Welch’s t test. (C) δ15Nbulk values for WT Pa incubated anoxically with DETA NONOate (blue), nitrate (yellow) or both (green); end-member values are from non-WT Pa strains incubated with only nitrate or DETA as an NO source (SI Appendix, Fig. S8). (D) SP measurements for WT Pa grown as denitrifying growths or anoxic suspensions, as illustrated in (B). Colors indicate anoxic incubation substrate and are the same as panel (C). iNOR and iFhp SP values are from Fig. 1E. For (C and D), box plots indicate median, upper, and lower quartiles, and extreme values.

Paired SP and δ15Nbulk data allowed us to track which pool of NO was used by Fhp or NOR for N2O production (SI Appendix, Fig. S7 and Fig. 2 C and D). When N-oxides are reduced to N2O, δ15Nbulk retains the isotopic signature of the original N (25). Specifically, nitrate had a δ15N value of 0.40 ± 1.28 and DETA NONOate had a δ15N value of −22.95 ± 0.15‰; non-WT Pa strains grown as batch cultures with only nitrate or incubated as suspension assays with DETA NONOate retained these distinct signatures in their δ15Nbulk values (−27.4 ± 1.4 vs. −91.0 ± 6.5‰, respectively, SI Appendix, Fig. S8). When WT Pa was incubated anoxically with either nitrate or DETA NONOate, δ15Nbulk values correspondingly showed only one NO source (Fig. 2C); when given both substrates simultaneously, N2O could be made from varying ratios of both exogenous and endogenous NO.

SP data (Fig. 2D) were consistent with denitrifying cultures favoring NOR production, and nongrowing, anoxic suspensions favoring Fhp. When WT Pa was grown under denitrifying conditions, SP values were more negative and within the range of iNOR. However, in suspension assays, SP values spanned the range from iNOR to iFhp, consistent with increased Fhp abundance in these conditions. The most positive SP values, within the range of iFhp, were seen when WT Pa was given a high dose of both endogenous and exogenous NO in oxic pregrowth (nitrate and DETA NONOate, blue stars, SI Appendix, Fig. S7) followed by anoxic incubation with exogenous NO (DETA NONOate only, blue circles, Fig. 2D).

Discussion

Toward the goal of attributing N2O sources more accurately in complex environments, from soils to human infections, it is imperative to be aware of all possible biotic and abiotic processes that may contribute to N2O production. Until this work, studies of N2O generation by biological sources have focused on catabolic enzymes, yet non-growth-related enzymes may be equally important under some conditions. Our results suggest that in environments where organisms are not growing yet experience a burst of NO production following oxic growth, Fhp homologs have the potential to contribute to N2O emissions. While further research will be needed to determine whether this is in fact the case in nature or disease, these findings motivate consideration of a hitherto neglected N2O source.

Given that Fhp homologs are present in many denitrifying bacteria and AOB (SI Appendix, Figs. S1 and S9 and Tables S1–S3), our results indicate that Fhp has the potential to have contributed to enzymatic N2O production and SP values measured in previous studies if cells were in nongrowing states. Notably, all prior reports of SP from bacterial denitrifiers (putatively NOR-only) used strains that also have Fhp (SI Appendix, Table S1); given the sensitivity of enzyme abundance to the physiological state during the time of measurement, it is plausible that the positive spread in SP values observed in these studies (26) may reflect cryptic Fhp activity. An Fhp homolog, Yhb, exists in yeast (15) and is present in previously studied fungal denitrifiers as well (SI Appendix, Table S4), possibly contributing to the tail toward 10‰ observed from the literature (Fig. 1A), assuming the SP signature of Yhb is similar to that of Fhp. In addition, our isotopic results show that when cells are grown in denitrifying conditions, NOR dominates the SP signal (Fig. 2D). This may explain why prior studies of denitrifiers with Fhp gave SP values consistent with NOR—as a result of growing strains in conditions that favor NOR, SP will inevitably reflect NOR and not Fhp. This is consistent with the relative kinetic rates of Fhp and NOR: In oxic conditions, Fhp is highly efficient at converting NO in nitrate [Vmax = 670 s−1; KM = 0.28 μM (27)] but in anoxic conditions, Fhp’s turnover rate is reduced to about 1% of its oxic rate [0.2 to 0.1 s−1; (2729)]. Therefore, as shown in prior studies of Pseudomonas, in anoxic, denitrifying conditions NOR outcompetes Fhp for NO (30).

The strength of NOR’s SP signal during denitrification begs the question—under what conditions would Fhp meaningfully contribute to the overall SP value measured in a complex habitat? In our study, we find that Fhp-like SP values in WT Pa are observed when cells are in a nongrowth condition before being exposed to exogenous NO (Fig. 2D and SI Appendix, Fig. S7). Because NOR is primarily used for growth through denitrification, a nongrowth state limits the influence of NOR and allows Fhp activity to dominate the total N2O SP. There is substantial evidence that most microbes exist in nongrowing states in natural environments (23, 24), presenting opportunities for Fhp to contribute to environmental N2O SP values, along with organisms engaged in nitrification and denitrification. For example, soils can experience climate extremes that promote distinct metabolisms, where soil drying selects for slow growth and survival, and wetter soils promote increased growth rates (31, 32). Interestingly, N2O is detectable even in drought-affected, oxygenated soils and increases after wetting (33). Similarly, “pulses” (short, high-concentration bursts) of NO on the order of 0.1 to 1 nmol N m−2 s−1 have been detected after wetting of dryland soils (34, 35) and in incubated soils even when denitrification is occurring (36). In addition, opportunistic pathogens are thought to experience NO bursts from different cell types in the human immune system (37). Consistent with these environmental concentrations, Fhp expression is detectable at nanomolar NO concentrations (38). Yet, to speculate on whether such pulses may trigger Fhp activity requires an ability to track dynamic NO and oxygen concentrations in situ. Ultimately, knowledge of the relative abundance of N2O-generating enzymes, paired with knowledge of microscale environmental states and the relative rates of N2O generation by abiotic and biotic processes, will be necessary to attribute sources with confidence.

Finally, we note that Fhp is phylogenetically widespread, more abundant than NOR, and present in organisms classified as obligate aerobes; therefore, measuring Fhp values from a representative group of diverse bacteria may illuminate the natural variation in SP values. In addition, measuring other NO-detoxifying proteins may shed further light on the SP values of this neglected class of noncatabolic enzymes. Flavo-diiron proteins, which only operate in anoxic conditions and only reduce NO to N2O for detoxification (14) present an attractive next target for SP measurements. Further detailed studies of Fhp’s reaction mechanism paired with SP data are needed to understand what determines the SP of N2O formation through NO reduction (7, 13, 39, 40). Though this manuscript focuses on N2O, the general approach presented here exemplifies how particular microbial metabolic pathways may be forensically distinguished by means of intramolecular isotopic biosignatures within their products. Going forward, we envision that such an approach, when applied to other metabolites of interest, may help us better understand how microbial activities, in comparison to abiotic processes, shape diverse habitats, from soils to animal hosts.

Materials and Methods

Medium and Nitric Oxide Donors.

Synthetic cystic fibrosis medium (“Base SCFM”) (41) was amended with 20 mM sodium succinate and trace metals to increase cell and N2O yields (“SCFM Amended” or “SCFM-A”; see SI Appendix). All strains in this study were grown in SCFM-A media. The small-molecule NO donor DETA NONOate (C4H13N5O2, #82120 Cayman Chemical Company) was used in certain experiments.

Strain Generation.

We measured the SP of N2O produced by five strains of Pa and two wild-type strains of S. aureus and A. baumannii (Table 1). P. aeruginosa UCBPP-PA14 was the wild-type (WT) and parent strain of all genetic manipulations done in this study. Individual and combinatory mutants of Pa nitrate reductase (ΔnarGHJI; PA14_13780-13830), nitrite reductase (ΔnirS; PA14_06750), nitric oxide reductase (ΔnorBC; PA14_16810, PA14_16830), and nitrous oxide reductase (ΔnosZ, PA14_20200) were generated previously (19). ΔnosZΔfhp has the additional deletion of fhp, the flavohemoglobin protein/nitric oxide dioxygenase (PA14_29640). Clean deletions were done using allelic exchange as previously described (42). Strains with inducible fhp [“iFhp,” to denote P. aeruginosa ΔnosZΔfhpΔnor att::mTn7(GentR,fhp)] and norBCD [“iNOR,” to denote P. aeruginosa ΔnarΔnirΔnorΔnosZΔfhp att::mTn7(GentR,norBCD)] (Table 1) were generated by, first, amplifying fhp or norCBD from P. aeruginosa genomic DNA. See SI Appendix, Table S5 for primers used. PCR products were ligated into plasmid the miniTn7 plasmid pJM220 (43) via Gibson cloning (44) 3′ of the rhaB promoter for rhamnose-specific expression. Plasmids were delivered to P. aeruginosa via triparental conjugation with Escherichia coli SM10(λpir) and SM10(λpir) pTNS1 (43), and exconjugants were selected on LB agar supplemented with chloramphenicol (10 µg/mL) and gentamicin (20 µg/mL) and verified by PCR. In addition, we measured the SP of N2O produced by two wild-type, nondenitrifying bacteria with only fhp/hmp annotated in their genomes—S. aureus USA300 LAC (putative flavohemoprotein SAUSA300_0234) and A. baumannii ATCC 17978 (putative flavohemoprotein A1S_3085), both kindly provided by Eric Skaar, Vanderbilt University Medical Center.

Culturing Conditions.

iNOR, iFhp, and non-Pseudomonas strains were first screened for N2O production before scaling up the culturing process for isotopic measurement (SI Appendix, Table S2). Strains were then grown in one of two ways: i) suspension assays or ii) batch culture (SI Appendix, Fig. S12). For suspension assays, strains were first grown in shaking, aerobic pregrowths for 16 h at 37 °C (OD600 ~3 to 4) in 150 mL SCFM-A. The aerobic pregrowths for iNOR, iFhp, A. baumannii, and S. aureus were supplemented with 100 mM KNO3. In WT Pa suspension assays, pregrowth was supplemented with either 100 μM DETA NONOate, 100 μM DETA NONOate, and 100 mM KNO3 or 100 mM KNO3. Next, cells were transferred to 50 mL conical tubes, pelleted for 15 min at 23 °C and 6,800 x g, and resuspended in 150 mL of fresh SCFM-A. Then, 500 μM DETA NONOate was added to iNOR, iFhp, A. baumannii, and S. aureus experiments; iNOR and iFhp were also supplemented with 305 μM L-rhamnose monohydrate [C6H12O5 · H2O (Sigma-Aldrich R3875-25G)] to promote rhamnose-inducible expression of norBCD or fhp. For WT Pa suspension assays, either 500 μM DETA NONOate or 500 μM DETA NONOate and 100 mM KNO3 were added. Following the suspension setup, vacuum flask headspace was purged with N2 gas to establish anoxia, and flasks were incubated statically for 24 h at 37 °C before headspace sampling. See SI Appendix, Fig. S14 for more details. For batch culture assays, strains were first grown in aerobic pregrowths of 5 mL SCFM-A with 100 mM KNO3 for 16 h at 37 °C, 250 rpm shaking (OD600 ~ 3 to 4). Cells were then diluted to OD600 = 0.01 in vacuum flasks with 150 mL of SCFM-A. For ΔnosZ and ΔnosZΔfhp, 100 mM of KNO3 was added. For WT Pa, either 100 mM KNO3 or 500 μM DETA NONOate and 100 mM KNO3 were added. Since Pa is the only denitrifying organism tested, a concentration sweep of KNO3 was performed ranging from 20 to 100 mM; no significant growth changes were observed, so we continued with 100 mM to ensure KNO3 was never limited (SI Appendix, Fig. S19). Then, 100 mM KNO3 concentrations are also consistent with prior SP studies (i.e., ref. 26), which used high KNO3 concentrations to ensure adequate amounts of N2O were produced for isotopic analysis. Vacuum flask headspace was purged with N2 gas to establish anoxia and incubated statically at 37 °C. Flasks were sampled twice: first, approximately 12 h at end-exponential growth and second, approximately 40 h at end-stationary. One WT Pa batch culture experiment, where 500 μM DETA NONOate and 100 mM KNO3 were added to the vacuum flask, was only sampled at ~40 h after the DETA NONOate was added at ~12 h. See SI Appendix, Fig. S12 for more details. Additional moles of nitrate were accidentally added in the Aug192021 batch for a final concentration of 233 mM nitrate (SI Appendix, Table S7); however, no difference in SP was observed (Fig. 1D).

Headspace Sampling and N2O Distillation.

N2O was distilled from the headspace samples on an ultratorr vacuum line prior to isotopic analysis. Noncondensable gases (i.e., N2, Ar) were removed by submerging the sample in a liquid nitrogen trap and removing the noncondensed gases; carbon dioxide was removed using an Ascarite II CO2 Absorbent (Thermo Scientific) trap, and water was removed by condensation on an ethanol and dry ice slurry trap; see SI Appendix, Fig. S14 for more details. After headspace distillation, low-volume samples from multiple flasks were combined for subsequent isotopic analysis; see extended dataset for which samples and how many flasks were combined. Two vacuum distillation blanks (DistillationBlank-1, DistillationBlank-2) and a no-cells vacuum flask blank (FlaskBlank-1) were measured to test whether the distillation process causes significant isotopic fractionation (SI Appendix, Table S8). DistillationBlank-1 and 2 showed little difference from the original N2O gas (roughly 0.1 ± 0.5‰ difference, SI Appendix, Table S8), indicating that the distillation process does not significantly fractionate our target gas. FlaskBlank-1 showed a −2.25 ± 0.90‰ difference in δ18O; this may have been caused by the exchange of O isotopes between the incubated N2O gas and H2O—therefore, our study relies on the interpretation of the N isotopes instead.

SP Measurements.

All isotopic measurements in this study are reported in the delta notation (δ) in units of per mille (‰) where δ15N = [(15Rsam/15Rref – 1)*1000], where 15R is the ratio of 15N/14N in the sample (“sam”) or reference (“ref”). All values here are reported to the international reference of Air for nitrogen. SP is as defined in refs. 5 and 45, where SP ≡ δ15Nα – δ15Nβ, the difference in δ15N between the central (α) and terminal (β) nitrogen; see SI Appendix for more details. Measurements were performed on two Thermo Scientific Ultra HR-IRMS. All measurements were corrected for background noise (17) and 13C16O2 at Mass 45; see SI Appendix for more details. Shot noise error (17) was calculated for each measurement and compared to the observed SD to ensure measurements were reaching shot noise limits (SI Appendix, Fig. S15). “Zero enrichment” tests where the reference gas is measured as a sample against itself were also regularly performed over the course of the study to ensure pressure balance across a range of sample sizes (SI Appendix, Fig. S16). Two samples were also measured across both HR-IRMS instruments to ensure measurement consistency across instruments (SI Appendix, Fig. S17). Finally, all samples were corrected for “scrambling” following (5, 45); see SI Appendix for more details.

Isotopic Measurement of DETA NONOate and Nitrate.

δ15N of nitrate and the full vs. decayed DETA NONOate molecule were measured on a Delta-V Advantage with Gas Bench and Costech elemental analyzer. The δ15N of the released NO molecules by DETA NONOate was then calculated through mass balance (SI Appendix). For all measurements, the instrument was tuned with an internal standard to ensure instrument sensitivity and linearity and to ensure correct measurement mass position. Three analytical replicates of each sample were measured. All samples were bracketed at the beginning and end of the run by a suite of external isotope standards (Urea δ15N = 0.0‰; Acetanilide δ15N = 19.56 ± 0.03‰; all reported vs. AIR), tin capsule blanks, and NaOH and HCl blanks. After correcting for blanks, measured δ15N values were then corrected to reported values vs. AIR using the external Urea and Acetanilide standards.

Phylogram and AnnoTree Search Parameters.

A phylogram of species with annotated Fhp/Hmp sequences was first made from the NCBI database (SI Appendix, Fig. S1 and Table S13). Phylogram was made to include representative strains from a range of known bacterial species. The amino acid sequence of Fhp from P. aeruginosa UCBPP-PA14 was used (PA14_29640). Default NCBI protein BLAST blastp parameters were used to identify Fhp orthologs. Protein sequences were collected, and a simple phylogeny was constructed using EMBL-EBI Simple Phylogeny tool with default parameters and neighbor-joining clustering (46). Fhp and NorBC were also queried from AnnoTree, a functionally annotated database of >27,000 bacterial and >1,500 archaeal genomes (9). The default search parameters were used: % identity: 30; E value: 0.00001; % subject alignment: 70; % query alignment: 70. Results are shown in SI Appendix, Tables S1–S3 at the phylum level.

Proteomics.

Cells were collected in 5 mL aliquots from batch denitrifying or anoxic suspension assays immediately prior to DETA NONOate addition (SI Appendix, Fig. S4, red line) or after 24 to 28 h incubation with DETA-NONOate (SI Appendix, Fig. S12, purple line) and centrifuged at 6,800 x g, and pellets were frozen at −80 °C. Thawed pellets were processed and digested via S-TrapTM (ProtoFi, LLC, Fairport, NY) micro protocol digestion (SI Appendix). LC–MS analysis of digested peptides was performed on an EASY-nLC 1200 (Thermo Fisher Scientific, San Jose, CA) coupled to a Q Exactive HF Orbitrap mass spectrometer (Thermo Fisher Scientific, Bremen, Germany) equipped with a Nanospray Flex ion source: 500 ng peptides of each sample were directly loaded onto an Aurora 25 cm × 75 μm ID, 1.6 μm C18 column (Ion Opticks) heated to 50 °C. The peptides were separated with a 2 h gradient at a flow rate of 350 nL/min as follows: 2 to 6% solvent B (7.5 min), 6 to 25% B (82.5 min), 25 to 40% B (30 min), 40 to 98% B (1 min), and held at 98% B (12 min). Solvent A consisted of 97.8% H2O, 2% ACN, and 0.2% formic acid, and solvent B consisted of 19.8% H2O, 80% ACN, and 0.2% formic acid. The Q Exactive HF was operated in data-dependent mode with Tune (version 2.8 SP1 build 2806) instrument control software; see SI Appendix for measurement parameters. Data analysis was performed using Thermo Proteome Discoverer 2.5 (Thermo Fisher Scientific, San Jose, CA) with a SEQUEST algorithm (PMID 24226387). The data were searched against the P. aeruginosa UCBPP-PA14 proteome (UP000002438) acquired from UniProtKB (PMID: 36408920) in 2022-2-09; see SI Appendix for search parameters. Protein abundances were reported using ms1 feature-based label-free quantitation. The median abundance for each sample was normalized to the same value.

Supplementary Material

Appendix 01 (PDF)

Dataset S01 (XLSX)

pnas.2319960121.sd01.xlsx (13.5KB, xlsx)

Acknowledgments

We thank Colette L. Kelly for valuable guidance and help with the scrambling correction; Nami Kitchen for assistance with IRMS measurements; Nathan Hart at the Caltech Glass Shop for building the vacuum flasks; and Joachim Mohn for external nitrous oxide reference gasses. We thank Dr. Tsui-Fen Chou and Baiyi Quan at the Caltech Proteome Exploration Laboratory for assistance with proteomics-based experiments. NSF Graduate Research Fellowship Program (R.Z.W.), Jane Coffin Childs Memorial Fund for Medical Research Fellowship (Z.R.L.), and NIH grant R01 HL152190-03 (J.M.E. and D.K.N.)

Author contributions

R.Z.W., Z.R.L., J.M.E., and D.K.N. designed research; R.Z.W., Z.R.L., and D.K.N. performed research; S.A.W. contributed new reagents/analytic tools; R.Z.W., Z.R.L., J.M.E., and D.K.N. analyzed data; and R.Z.W., Z.R.L., J.M.E., and D.K.N. wrote the paper.

Competing interests

The authors declare no competing interest.

Footnotes

This article is a PNAS Direct Submission. K.M.L. is a guest editor invited by the Editorial Board.

Contributor Information

John M. Eiler, Email: eiler@caltech.edu.

Dianne K. Newman, Email: dkn@caltech.edu.

Data, Materials, and Software Availability

All study data are included in the article and/or supporting information.

Supporting Information

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Appendix 01 (PDF)

Dataset S01 (XLSX)

pnas.2319960121.sd01.xlsx (13.5KB, xlsx)

Data Availability Statement

All study data are included in the article and/or supporting information.


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