Abstract
The aquatic networks that connect soils with oceans receive each year 5.1 Pg of terrestrial carbon to transport, bury and process. Stagnant sections of aquatic networks often become anoxic. Mineral surfaces attract specific components of organic carbon, which are released under anoxic conditions to the pool of dissolved organic matter (DOM). The impact of the anoxic release on DOM molecular composition and reactivity in inland waters is unknown. Here, we report concurrent release of iron and DOM in anoxic bottom waters of northern lakes, removing DOM from the protection of iron oxides and remobilizing previously buried carbon to the water column. The deprotected DOM appears to be highly reactive, terrestrially derived and molecularly distinct, generating an ambient DOM pool that relieves energetic constraints that are often assumed to limit carbon turnover in anoxic waters. The Fe-to-C stoichiometry during anoxic mobilization differs from that after oxic precipitation, suggesting that up to 21% of buried OM escapes a lake-internal release-precipitation cycle, and can instead be exported downstream. Although anoxic habitats are transient and comprise relatively small volumes of water on the landscape scale, our results show that they may play a major role in structuring the reactivity and molecular composition of DOM transiting through aquatic networks and reaching the oceans.
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Introduction
Historically, the role of aquatic systems as C sources, sinks, pipes or reactors was attributed based on their ambient potential for organic matter (OM) burial, transport and mineralization to carbon dioxide in the circulating water column1,2,3. The last two decades have seen a surge of interest in OM quality and composition4,5,6, with many studies offering insight into the molecular footprint of dissolved OM (DOM) and how this footprint is shaped and modified during transit from land to the oceans within aquatic networks7,8,9. In this regard, DOM composition is moderated by patterns of removal or persistence, that generate ambient DOM lacking fractions that are either reactive10,11,12 or immobilized and protected13,14,15,16. Along the downstream network, the dynamics in molecular-level DOM complexity affect the composition of its microbial degrader community17, and shape their activity patterns18.
Oxygen-free habitats within aquatic systems are often temporarily transient and spatially constrained, and they were typically perceived as sites of modest DOM processing and mineralization19,20. Studies specifically targeting anoxic waters, however, have challenged this view by demonstrating relatively high rates of microbial activity21,22 and DOM removal23,24 relative to oxic environments. Moreover, the decreased stability of DOM-protecting mineral phases (notably Fe(oxyhydr)oxides) may supply anoxic waters with potentially large amounts of additional DOM25,26,27,28,29,30. It is currently unknown, however, how such DOM supplementation to anoxic waters interacts with the degradation patterns within these habitats, notably the restriction of anaerobic DOM mineralization to high-energy sub-pools of DOM31,32. Because mixing and re-oxygenation of these waters precipitates a specific fraction of the ambient DOM with metal hydroxide surfaces33,34,35, the question emerges as to what extent these processes are transient and fully reversible, or if they permanently alter DOM composition, and therefore affect carbon cycling in the interconnected surface network, potentially at the landscape-scale.
Here, we hypothesize that there are systematic shifts in amounts and molecular composition of DOM, and its subsequent fate during a seasonal cycle of lake anoxia, where we followed the DOM pool before, during and after exposure to anoxia. We have carried out our research in two northern lakes that stratify seasonally to form well-mixed epilimnia and stagnant hypolimnia, as those lakes are numerous in high-latitude regions36, represent 24% of the global C burial37, and 25% of global terrestrial surface water38. We used ultrahigh-resolution mass spectrometry to monitor DOM molecular composition, and compared fractions that were added, degraded or conserved when transitioning from oxic to anoxic conditions. In addition, we followed hypolimnetic Fe concentrations during the oxic-anoxic cycle because we hypothesize that DOM-Fe co-precipitation and sediment release of Fe-bound DOM could potentially be one of the mechanisms shaping DOM dynamics during the seasonal cycle. The results potentially imply a hitherto unrecognized landscape function of anoxic aquatic habitats, acting as unique reactors of mineral-protected, terrestrially derived OM from the watershed. Whereas ecosystem deoxygenation is widespread already today39, many current global trends—warming, eutrophication, river damming—favor its global proliferation40,41,42, with major implications to OM cycling and burial in inland waters.
Results
We present here direct determinations of changes in DOM quantity and quality as the hypolimnia of two temperate lakes shift from oxic to anoxic conditions. The Lakes Croche and Cromwell are located in close proximity within the same watershed and exhibit relatively similar seasonal patterns of water column thermal stratification and O2 distribution (Fig. 1) but differ in morphometry, water residence time and average DOM-C (DOC) concentration (Table 1, “Methods” section). Whereas Lake Cromwell had persistent anoxia in the bottom waters already through spring, both lakes showed progressive expansion of anoxia to shallower water layers during summer stratification (Fig. 1). We tracked Fe and DOC concentrations as different bottom water layers crossed an oxygen threshold of 8 µM O2, a conservative threshold for anaerobic activity43, from which we derived the time each specific water layer and the contained solutes were under anoxic conditions, termed anaerobic duration44. The two lakes differed in the length and water column distribution of anoxia, but applying the anaerobic duration metric ensures that the patterns dependent on anoxic conditions can be compared between the two. There were systematic increases in DOC concentration in anoxic hypolimnia during stratification (Fig. 2). There was less variability in epilimnetic DOC concentrations during the same period between the lakes, which were therefore grouped (Fig. 2, boxplots). The rate of increase in DOC concentration in the anoxic hypolimnion was higher in Cromwell, where DOC concentration increased by 10 µg L−1 day−1 during the whole stratification period (Fig. 2), as opposed to Croche, where DOC increased only by 5 µg L−1 day−1 (red regression fits in Fig. 2a, b). These rates represent depth-independent averages of the anoxic water layers. In both lakes, DOC and Fe concentrations in bottom waters were tightly coupled (R2 of 0.62–0.97, Fig. S1b), and the rates of hypolimnetic Fe accumulation differed between Cromwell and Croche by the same proportion as for DOC, converging at a constant C:Fe ratio of around 3 mol mol−1 (Fig. S2).
DOM released to anoxic waters
Linked to the co-occurring release of DOC and Fe during anoxia, the photo- and biolability of DOM shifted. Both color (cDOM, Figs. S1a and S3) and photolability (Fig. 3a) of the DOM were higher in anoxic waters than in oxic surface waters. The biolabile portion of the DOM pool, as measured in dark bioassays that retained the ambient redox conditions, was low shortly after oxygen depletion, but increased with increasing DOM released into the hypolimnion (Fig. 3c, Table S1). When pooled, this dynamic results in a large variability of biolability in samples from the anoxic hypolimnia (Fig. 3b). In surface waters, biolability did not differ from the pooled samples of the anoxic hypolimnion (Fig. 3b) and was potentially influenced by drivers operating in oxygenated epilimnetic waters that were not under investigation here, e.g. delivery of fresh terrestrial DOM in response to precipitation or aquatic-terrestrial coupling, algal production or shifts in photo-processing11,45.
Molecular-level DOM composition changes
We explored the molecular-level composition of DOM in 49 samples recovered from oxic (n = 18) and anoxic (n = 31) compartments of the lakes (n = 21 for Croche) throughout the year by ultrahigh-resolution Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR-MS; Methods). We identified > 7200 unique molecular formulae over a mass range of 145–920 Da and their relative abundance in each sample, and explored their presence/absence patterns through nonmetric multidimensional scaling (NMDS). NMDS ordination revealed distinct shifts in molecular composition mediated by ambient oxygen presence or absence (Fig. 4): there was a relatively close clustering of molecular DOM composition among samples from oxic waters, collected during stratification in surface and deep waters and during fall overturn. In contrast, there was a clear expansion of the variability among samples from anoxic waters, suggesting large increases in heterogeneity in the molecular structure under anoxic conditions (Fig. 4).
In order to explore the molecular-level shifts underlying the observed divergence of DOM composition during anoxia, we paired the patterns of individual formulae intensity with the duration of exposure to anoxia using canonical correlation analysis (Fig. 5a). The overall DOM molecular composition was significantly (p < 0.001) correlated to the anaerobic duration. We further identified individual molecular formulae that drove this pattern and that correlated with anoxia, by performing Spearman’s rank correlations for each formula12. Spearman correlation is a non-parametric measure of the (degree of a monotonic) relationship of two variables, has reduced sensitivity to outliers and no assumptions about the underlying distributions. Formulae were grouped by Spearman correlation coefficients (ρ) in order to distinguish two trends: 1) formulae with significant, positive ρ that tend to be more abundant, from 2) formulae with negative ρ that tend to be less abundant with ongoing exposure to anoxia. Van-Krevelen visualization shows distinct molecular populations associated with these different trends, with formulae of higher O:C and H:C ratios increasing during anoxia (Fig. 5a, p < 0.0251, n = 1844). Partitioning the formulae in two classes (negative and positive ρ) also allowed for the comparison of coupling strength with individual formulae characteristics (Fig. 5b)46. There were slightly more formulae with significant increasing than with decreasing trends (981 vs. 863 decreasing, p < 0.0251). These formulae were added to the DOM pool, consistent with the general increase in DOM pool size in anoxia, and had higher O:C values (Fig. 5a). Formulae more consistently adhering to the increasing trend had approximately zerovalent nominal oxidation state of C (NOSC) and had higher absolute correlation coefficients than formula that were decreasing (p < 0.01) (Fig. 5b). These observations were also consistent with bulk trends in DOM quality: the spectral slope ratio, indicative of average molecular weight47, decreased with increasing exposure to anoxia (suggesting more DOM components with higher average weight), and sample weighted average NOSC increased with increasing concentration of DOC (Fig. 5c, d).
Formulae with a negative correlation coefficient relative to anaerobic duration experienced either a conservative behavior or a net decrease during exposure, because the overall DOM pool increases along the gradient of anaerobic duration (Fig. 2). The higher the absolute value of coupling (|-ρ|), the more likely these components were degraded or removed as opposed to diluted by the addition of new DOM. Across all formulae with negative ρ, the strength of coupling increased with increasing formula NOSC (Fig. 5b).
Is OM mobilization transient?
The mixing of oxic and anoxic waters can trigger metal (oxy)hydroxide formation, thereby potentially precipitating parts of the bottom-water DOM15 and effectively reversing the previous release. Because only DOM withstanding immediate precipitation has a lasting effect on the landscape C balance, we studied the efficiency of the DOM elimination by comparing pre- and post-overturn DOM composition and water column abundance of DIC, CH4, DOC and Fe (Fig. 6). We found greatly reduced areal gas stocks (total CO2 as DIC, CH4) post-overturn of which a large portion likely vented to the atmosphere. Oxygenation of the water column also markedly decreased Fe concentrations, although about half of the Fe that accumulated in the anoxic hypolimnion remained in the water column, at least for a period of several weeks. DOC, in contrast, was relatively unaffected by the overturn event, during which the areal DOC stock experienced a small net increase (Fig. 6b). The aromaticity index, a quality metric derived from DOM molecular composition48, showed a clear mixing pattern for DOM with significantly greater values in oxic than anoxic waters prior to mixing, and average values thereafter (Fig. 6a). The elimination of Fe without effective co-precipitation of DOM suggests that DOM released from mineral protection and processed under anoxic conditions, is left to mix with the surface waters and can undergo further processing within the lake and transport and processing in the downstream aquatic network.
Discussion
We have shown that lake stratification and the onset of anoxia triggers the addition of significant amounts of DOM to hypolimnetic waters. We interpret this as release of DOM from sediments together with Fe (Fig. 2), similar to reports from other lacustrine systems25,26,27. Such coupled release suggests that Fe plays a major role in moderating the sink and source behavior of DOM at sediment surfaces, similar to the Fe-driven redox cycling of PO43-, in which a small layer of Fe may be responsible for pronounced release and capture of a surface-bound solute49. Fluctuating redox conditions at the sediment–water interface leads to natural Fe accumulation in sediment surfaces even when waters are low in Fe50.
Of the organic carbon that reaches a lake, a fraction accumulates and remains stored in sediments for long timespans1. Among the various controls on the storage function37,51, oxygen availability may be the most critical, as sediments with a lower oxygen exposure time (OET) were found to bury more and respire less OM20, as indicated by a higher organic carbon burial efficiency (OCBE, the ratio of burial to deposition, in %). Clearly, when large amounts of DOM are released from sediments, as shown here for lakes with anoxic hypolimnia, the OCBE is affected. Although release of DOM from sediments in anoxic waters has been widely reported23,52,53, this mechanism has rarely been considered when estimating OCBE. In boreal lakes, Peter et al.53 observed that anoxic lake sediments release DOC equivalent to 9–40% of the C they bury, but incubations suggested effective re-precipitation after return to oxic conditions, so that the overall impact on OECB was considered low. In our work, however, we find that the strong release of DOM was not accompanied by a rapid removal by mineralization or precipitation, suggesting that DOM release may, where active, invisibly yet strongly reduce OCBE when calculated commonly as the balance between deposition and burial (measured by sediment traps and dating, respectively). In lakes Croche and Cromwell, the measured DOM release (Fig. 2a, b) translates to areal rates of 0.5 and 1.2 g m−2 year−1 (see SI). Estimates for the deposition rates derived from a sinking flux-Chl.a relationship54 of 30 and 43 gC m−2 year−1 (Croche, Cromwell) are similar to observations in lakes of similar location and biogeochemistry, varying between 10 and 50 gC m−2 year−155. The latter study also showed that the estimates for OCBE are strongly correlated with the lake size (p = 0.003, R2 = 0.62). Applying this relationship for the lakes studied herein, anoxic DOM release at the observed rate would suggest that 1–7% (Lake Croche) or 4–21% (Lake Cromwell) of deposited OM would be released as DOM, instead of mineralized to CO2. If, however, OCBE was calculated using burial and mineralization rates (as e.g., in20,56), this DOM release would be unaccounted for, rendering OCBE seemingly higher. Interestingly, it is anoxic sediments, where DOM release would be most pronounced and that are classically considered to have the highest OCBE20, where this overestimation would be greatest. A potential for OCBE overestimation is supported by a unique case study where OCBE was calculated independently with rates of burial and either deposition or mineralization, showing an OCBE mismatch of 6–13%57. Although this difference may seem minor, it should be noted that the imbalance of deposition and release in lakes is the only active mechanism in freshwater networks that removes carbon from atmospheric circulation58. Because its magnitude is considered significant on the global scale2, uncertain or unaccounted mechanisms may critically exacerbate efforts of constraining the role of lakes in the global carbon cycle.
Lake sediments receive both autochthonous and allochthonous detritus (i.e., algal or terrestrial OM, respectively). Teodoru et al.59 found the particulate OM settling in northern lakes of Quebec to be on average 65% terrestrial (range: 20–100%). Additionally, DOM has been shown to be an important precursor for the formation of particles, and their flocculation is a major vector of OM to sediments in high-latitude ecosystems, thereby imparting a strong terrestrial signature60,61,62. Our results suggest that coprecipitation of OM with Fe is likely another major vector of C to lake sediments. Because Fe and DOM are ubiquitous components of aquatic networks, Fe particles could have been loaded with freshly leached DOM early on, presumably directly after their first flocculation (under oxic conditions), for example at the soil-stream-interface33. The molecular characteristics of the DOM that accumulates in anoxic water matches the high O:C values of DOM with a high tendency for Fe sorption33,35. The redox-dependent, physical protection by Fe14 inhibits the participation of these Fe-associated DOM pools in the usual transformation/mineralization cascade of DOM in the aquatic continuum10,11. This DOM therefore represents a specific pool that can be considered fresh and both biologically and photochemically reactive to an extremely high degree: biolability assays showed the anoxic hypolimnion continuously acquired labile C and reached proportions to total DOC that are much higher than what is found both in the epilimnia (Fig. 2b) and typically in surface waters (mostly < 10% in a large-scale survey45). Further, the mostly unaltered terrestrial character of the anoxia-released DOM is confirmed by its optical properties: this DOM was intensely colored (Figs. S1a and S3) and highly photo-labile (Fig. 3a), even by the standard of terrestrial-derived DOM (lake and wetland cDOM median 2.52 and 6.45 m−1, respectively45). This pattern of consistent increase in DOM biolability with length of anoxia supports our hypothesis that anoxic conditions unlock previously protected portions of DOM, and that this newly released DOM is vulnerable to microbial processing, and is also highly photoreactive. All the evidence point to fresh, highly reactive terrestrially-derived DOM being released from the sediment during seasonal anoxia, suggesting a Fe-mediated shunt of this material from the watershed to the bottom of lakes.
Our results on coupled DOM and Fe dynamics and the associated DOM composition shifts therefore suggest a scheme wherein (1) terrestrial DOM associated with Fe (Fig. 2 and Fig. S2), and also (2) DOM generated continuously during early diagenesis of sediment OM (2) are both released when unaffected by adsorption to Fe(oxy)hydroxides (Fig. 7a, b). The onset of anoxia in the overlying hypolimnion solubilizes Fe and erodes its temporary storage function, but once oxygen re-precipitates Fe, it settles without a DOM co-precipitate (Fig. 6b). The high areal Fe load (Fig. 6b) suggest legacy Fe to dominate the release-precipitation cycle, with the consequence that Fe re-loads DOM post-depositionally63 (Fig. 7c). Such a leaky DOM-Fe cycle that releases DOM bursts from sediment to the water is amplified by the ambient pH dynamics: low pH during anoxic conditions due to high ambient CO2 concentrations promotes Fe dissolution from the sediment, whereas CO2 venting during mixing and reoxygenation increases pH and thereby Fe precipitation and OM solubilization. This cycle of Fe-associated DOM mobilization and re-precipitation implies on the one hand that a portion of the mineralization of settled OM actually occurs in the water column during periods of pelagic anoxia, when this OM is not under the protection of Fe (Fig. 7b). As such, the anoxic hypolimnetic water column is acting as an extension of the sediment diagenesis process. On the other hand, there is evidence of the cycle’s leakiness beyond the lake boundary, because a portion of the DOM that is remobilized from the sediment and reworked in the anoxic water column escapes re-precipitation, is incorporated into the lake DOM pool and eventually transported and processed elsewhere30, different from the mostly lake-sedentary Fe64.
To date, little is known about the molecular-level characteristics and dynamics of anoxia-released DOM. Anoxic conditions are known to limit microbial processing of particulate OM20,65, however, it is much less clear if such rate limitation also affects DOM52. In fact, microbial turnover was reported to be higher in anoxic than in oxic waters, and because DOM consumption is classically observed in oxic hypolimnetic waters66, equally or more vigorous processing may occur in anoxic hypolimnia. As a result, the composition of the ambient DOM pool may be driven not only by addition of fresh DOM, but also by its mineralization and microbial reworking. In this work, we used ultrahigh-resolution mass spectrometry to individually analyze these drivers and found that the release of fresh, terrestrial DOM during anoxia dominates the molecular imprint of ambient DOM, for example by increasing its O:C ratio and molecular weight. DOM with high O:C ratios and oxidation state was also released from soils when anoxically incubated67. At the same time, patterns in the anoxia-consumed sub-pools of DOM (Fig. 5b) are consistent with reported fractionation of the DOM pool when used as substrate for anaerobic respiration: lower energy yields limit microorganisms to the consumption of high-energy (high NOSC) sub-pools of the DOM24,31. Such DOM fractionation through preferential use of high-NOSC OC was confirmed for anoxic soils and sediments24,32, and dissolved carbon in ground- and sediment porewater23,68, where mineralization slowed when these OM fractions were depleted. For the first time, we herein show a similar DOM consumption pattern along the studied natural anoxia gradient in a fully pelagic environment. Because we simultaneously analyzed the patterns in both increasing and decreasing DOM components during anoxic conditions, we find two independent trends for the high-energy sub-pools of DOM: their preferential degradation, but also their continuous supplementation through sediment DOM release. As a result, our data suggest that the DOM that is added to hypolimnetic waters acts to release the energetic constraint on microbial metabolism during anoxia. A similar scheme was reported for an aquifer system in which extremely dilute high-energy DOM released an unreactive (i.e. low-energy) yet large pool of DOM from mineralization constraints upon mixing68. Both scenarios may pose as examples for so-called “activated control points”, considered to be mostly hidden from view, but critically important for the understanding of ecosystem-scale functioning69.
DOM has been shown to be highly diverse across inland waters9,12 yet the underlying drivers are still unconstrained. We observed a diversification of the molecular footprint of the DOM under anoxic condition relative to the DOM from surface waters (Fig. 4), which we attribute to processing by anaerobes23, and partly to reaction with their oxygen-sensitive metabolites70,71. DOM molecular diversity itself has been hypothesized to be a critical control on its degradation, where the dilution of individual molecules presents the final limitation for microbial uptake and mineralization18,68. Our results suggest that Fe-mediated re-introduction of highly reactive, terrestrially derived DOM from lake sediments, uniquely processed in anoxic lake hypolimnia, and subsequently incorporated to the lake DOM pool and transported downstream, represents a process generating DOM molecular diversity in northern inland water networks. Although these anoxic habitats are transient and may comprise a relatively small portion of the total volume of lakes, our results show that they are nevertheless hot spots in the restructuring of the molecular composition of DOM transiting through aquatic networks and reaching the oceans, which may promote its long-term stability in the (marine) sink.
To conclude, our results suggest an unforeseen role of aquatic ecosystem deoxygenation in the landscape: that of creating reaction sites that unlock, transform and mineralize mostly terrestrial, mineral-protected OM. This function is critical because the release of protected OM represents C that may have been considered removed from atmospheric circulation37. It is premature to extrapolate our results to the regional or global scale, because we still do not know how the delivery of Fe-bound terrestrial OM varies across major landscape types; however, we can safely assume that our results are not simply a localized phenomenon. There is clearly still much to be learned concerning the dynamics of carbon in anoxic landscape compartments, but our results suggest that anoxic waters must be viewed as an integral part of the landscape C decomposition system, because key reactions in the C cycle may only occur here. Our understanding of the aquatic-terrestrial C cycle and lakes as C sinks is, thus, incomplete without the inclusion of anoxic processes, particularly in water-rich northern landscapes.
Methods
Lakes and sampling
Lac Croche is a small, oligotrophic lake on the premises of the biological field station of the Université du Montréal (45.99° N, 74.00° W). Lac Croche has been the subject of intense limnological studies for the past two decades, and there is ample background information available, including estimates of planktonic primary production and sediment and water column respiration72,73,74. Lac Cromwell is a small, oligotrophic lake situated close to Lac Croche. Both are headwater lakes surrounded by a watershed dominated by maple (Acer saccharum) and yellow birch (Betula alleghaniensis) settled on well-drained Ferro-humic podzols.
Lakes were visited 10–12 times (Croche: 10) in 2018. During each visit, lake water was collected along vertical profiles of 1.5 m intervals at the deepest location of the lakes by a peristaltic pump system (n = 74 and 84 for Croche and Cromwell, respectively). Samples for quantification of nutrients and iron were collected without filtration. Samples for quantification of dissolved carbon species (DOC and DIC) were filtered through 0.45-μm filters (Sarstedt AG & Co, Germany) into acid- washed glass vials with plastic caps lined with Teflon and rubber septa and kept cold in the dark until analyses within days. Samples for mass spectrometric determination of chemical composition were filtered and stored frozen in polyethylene bottles until extraction. Further, pumped water was used to determine the concentration of CH4. These water samples were collected into two 60-ml gastight plastic syringes equipped with a two-way Luer-lock valve. A headspace was created in the syringes by adding 30-ml artificial (C free) air followed by vigorous shaking for 2 min. The equilibrated air was immediately transferred to 12-ml pre-evacuated exetainer vials (Labco Ltd., UK).
Additionally, we carried out vertical profiles (in 0.5 m intervals) of temperature, dissolved oxygen, conductivity, and pH using a multiparameter probe (Yellow Spring Instruments, USA). The O2 probe was calibrated with water vapor-saturated air at ambient pressure and surface water temperature before each profile measurement, and in 2-months intervals in a two-point calibration scheme using deoxygenated water.
Laboratory analyses
DIC and DOC concentration were measured on an OI‐1010 TIC‐TOC Analyzer (OI Analytical, College Station, TX, USA) using wet persulfate oxidation and calculated as mean of 2–3 injections (standard errors ranged from 0 to 0.16 mg L−1 (DOC) and 0.3 mg L−1 (DIC), mean relative standard error was 1.0 and 1.1% (DOC, DIC), manufacturer detection limit stated as 2 µgC L−1). Total phosphorus was analyzed spectrophotometrically after persulfate digestion. Total iron samples were stored acidified (pH < 1, HNO3) until measurement on an atomic absorption spectrometer using a graphite furnace (GBC-ARL Scientific 906AA, VIC, Australia). CH4 concentration was determined using a cavity ring down spectrometer equipped with a Small Sample Isotopic Module (SSIM, Picarro G2201-i, Picarro Inc., CA, USA). Concentrations in the water were then back-calculated using in situ temperatures, temperature during equilibration, gas solubility, and Henry's law76.
Absorbance of DOM (colored DOM or cDOM) was measured from 230 to 700 nm using a Ultrospec 2100 spectrometer (Biochrom, Cambridge, UK) with a 2 cm quartz cuvette. Absorbance measurements were corrected to Nanopure water and cDOM was calculated as the absorption coefficient at 440 nm (m−1, Naperian units) as CDOM = 2.303D∕r, where D is the measured absorbance and r is the cell pathlength in meters77. We also derived the spectral slope ratio SR47, a proxy of molecular weight, by calculating the ratio of natural-log transformed absorbance slopes between 275–295 and 350–400 nm.
Lability bioassay
We carried out standardized biological degradation experiments that retained the ambient redox condition. Two subsamples from one sample cast were used as replicates for biological degradation experiments and dispensed in acid-washed glass bottles (500 mL). Bottles were filled bubble-free and closed with 0.5 cm thick bromobutyl rubber stoppers (Duran, GL45, Wertheim, Germany) for anoxic incubations. Oxic incubations were carried out in water that was filtered through 2.8 µm pore size GF/D filters (Whatman, Maidstone, UK) to exclude microbial grazers. Water samples were incubated in the dark at fixed temperature (21 ± 1 °C). DOC was determined on 4 to 5 timepoints throughout a 14-day incubation period by taking subsamples from incubation bottles. Samples were stored after acidification to pH 2 so that full sample series were analyzed in one instrument run. In anoxic conditions, samples were taken under N2 reflux by penetrating the rubber septa with two needles. We fitted first-order decay curves to the temporal DOC concentration decrease and report lability as fractions of the DOC pool that was degraded after 14 days according to the fitted curve. Our fixed-temperature approach aimed at removing or minimizing site-specific features such as lower local temperature and light exposure and thus to ensure that the resulting potential for DOC to be mineralized (lability d14) was comparable across the entire spectrum of sites and timepoints of this and other studies45.
Residence in hypolimnion
Both lakes have been instrumented with autonomous sampling platforms, which provide high-frequency water column profiles of temperature (6–8 loggers per lake) and O2 (3–4 loggers per lake). We used temperature data and the LakeAnalyzer R package78 to derive the thermocline depth on hourly scale. We use the thermocline depth to delineate the well mixed epilimnetic surface waters from the stagnant water of the hypolimnion. We further sub-divided the hypolimnion into an oxic and anoxic compartment. We used logger data and biweekly to monthly oxygen profiles to assemble an interpolated oxygen distribution in the water column across space and time (in increments of 0.5 m and 1 day). All waters with an O2 concentration below the threshold concentration of 0.3 mg/L (8 µM) were considered “anoxic”. For all anoxic water samples, we estimated the time ta for which a sample from a specific depth has remained uninterruptedly in anoxic conditions by
where t is the timepoint of sampling (day of year) and \({t}_{{O}_{2}}\) the (most recent) timepoint with O2 concentrations above the anoxia threshold44. This duration under which water is dominated by anaerobic processes, the anaerobic duration, ta, can be estimated under the assumption that in the stagnant hypolimnion, vertical transport is restricted to (negligible) diffusion79. This assumption implies that water of a specific depth only exchanges solutes with the contiguous sediments, a widely used simplification and e.g., the prerequisite to individually compute benthic and pelagic respiration rates from oxygen profiles80,81.
High-field mass spectrometry
DOM was analyzed by FT‐ICR‐MS to assess its molecular composition. Prior to analysis, samples were subjected to solid‐phase extraction with a modified polymer‐type sorbent (100 mg Bond Elut PPL cartridges, Agilent Technologies) which was eluted with methanol82. Depending on a sample’s DOC concentration, the volume used for extraction was adjusted such that 40 µg of C was eluted with 0.7 ml of HPLC-grade methanol into a pre-combusted glass vial assuming a constant extraction efficiency of 65%82. Eluates were injected into the electrospray ionization (ESI) source of a 9.4 T FT‐ICR‐MS (Bruker Apex-Qe, Billerica, USA) in negative ionization mode at the University of Alberta (Edmonton, Canada) at a flowrate of 2 µL min−1 and collected over 300 added scans. This machine took part in a global interlaboratory comparison that illustrated cross-laboratory validity of FT-ICR-MS results83. The resulting masses were processed for quality (S/N > 4) and assigned molecular formulae based on published rules8,12,84 within the bounds of C1−100H1−200N0−4O1−70 P0-1S0−2 using ICBM-OCEAN84. The processing resulted in a final data set of > 7200 formulae that were unambiguously assigned. The contribution of each formula to a sample’s total composition was calculated by rescaling all formula peak intensities so that the total ion count for the entire spectrum was equal to 100%. Using rescaled peak intensities can reveal drivers of DOM quality better than using presence/absence information12, although there may be DOM components that are too small to be detected (and missing from the data) or that may be poorly ionized by ESI (and underrepresented in the analysis)7. Using the molecular formula, results can be displayed in Van-Kreleven-space, i.e., molecular ratios of O:C and H:C on coordinate axes. For each formula we calculated elemental ratios (mol mol-1), the nominal carbon oxidation state (NOSC) and the modified aromaticity index (AImod) according to
For AImod, half of the oxygen is considered present in carbonyl functional groups, assessing the amount of aromatic structures; from Koch and Dittmar48. For NOSC, z corresponds to the net charge of the organic compound, and the coefficients a, b, c, d, e, and f refer to the stoichiometry of C, H, N, O, P, and S. To limit NOSC uncertainties due to assumptions of average oxidation state of heteroatoms (S and P23), we only used CHON molecules when estimating NOSC. The NOSC of an organic compound can be used to predict Gibb’s free energy of reaction, ΔG rxn31 for its oxidative half-reaction, and therefore presents a simple approach to calculate the thermodynamic driving force for mineralization reactions, both under oxic and anoxic conditions32.
Statistics
To illustrate trends in DOM molecular composition data over mode and duration of redox condition, we used two-dimensional non-metric multidimensional scaling (NMDS), an ordination technique to graphically represent differences between multiple populations. In this analysis, individual molecular formulae represent individual classes of compounds that were either present or absent (intensity ≥ 0) in a sample. Canonical analysis of relative intensities of all formulae was used to explore the relationship between DOM molecular composition (from FT‐ICR‐MS) and the duration DOM spent in anoxia (anaerobic duration, ta). A permutation test was run with 9999 permutations to determine significance of canonical analyses of ta7,8. The Spearman correlation coefficients ρ between the molecular dimensions (relative peak intensities from FT‐ICR‐MS) and the time axis were then calculated and indicate the strength and direction of the relationship. The ρ greater than 0.33 and less than − 0.33 were plotted in Van-Krevelen space. For this analysis, data across lakes was grouped because NMDS results did not show lakes as distinct populations of molecular composition. Additionally, we compared how individual formulae responded to anaerobic duration by binning formulae based on the formula nominal mass or NOSC. Bins were occupied with equal numbers of formulae to compare the value distribution of the Spearman correlation coefficient for each parameter and direction (formulae increasing and decreasing in anoxia, respectively)46. Significant differences among bins were explored using one-way analysis of variance (ANOVA) followed by Tukey's post hoc tests for multiple comparisons. All statistical analyses were performed with the vegan package in R (version 3.3.2).
Data availability
The datasets used in the study are available in the supplementary material.
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Acknowledgements
The authors thank Alice Parkes, Katherine Velghe and Marilyne Robidoux for lab operations and the members of the CarBBAS team who contributed to the field campaign: Jihyeon Kim, Martin Demers, Paula Reis, Sara Mercier Blais and Gabriel Bastien-Beaudet. We are also very grateful to Vincent Fugère and Yves Prairie for discussions. Fieldwork was conducted at the field station of the Université du Montréal (SBL) who’s team we thank for logistical support and hospitality. We would also like to thank Randy Whittal for his technical assistance. Funding for this study came from the Deutsche Forschungsgemeinschaft (LA4177/1-1), and the NSERC/HQ Industrial Research Chair in Carbon Biogeochemistry in Boreal Aquatic Ecosystems (CarBBAS).
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M.P.L and P.A.d.G. conceived and planned the study. M.P.L carried out most sampling. S.E.T. and R.H.S.H. provided ressources and contributed to FT-MS analyses. M.P.L and P.A.d.G. wrote the manuscript in consultation with S.E.T. and R.H.S.H.
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Lau, M.P., Hutchins, R.H.S., Tank, S.E. et al. The chemical succession in anoxic lake waters as source of molecular diversity of organic matter. Sci Rep 14, 3831 (2024). https://doi.org/10.1038/s41598-024-54387-0
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DOI: https://doi.org/10.1038/s41598-024-54387-0
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