Natural peatlands contribute significantly to global carbon sequestration and storage of biomass, most of which derives from Sphagnum peat mosses. Atmospheric CO2 levels have increased dramatically during the twentieth century, from 280 to > 400 ppm, which has affected plant carbon dynamics. Net carbon assimilation is strongly reduced by photorespiration, a process that depends on the CO2 to O2 ratio. Here we investigate the response of the photorespiration to photosynthesis ratio in Sphagnum mosses to recent CO2 increases by comparing deuterium isotopomers of historical and contemporary Sphagnum tissues collected from 36 peat cores from five continents. Rising CO2 levels generally suppressed photorespiration relative to photosynthesis but the magnitude of suppression depended on the current water table depth. By estimating the changes in water table depth, temperature, and precipitation during the twentieth century, we excluded potential effects of these climate parameters on the observed isotopomer responses. Further, we showed that the photorespiration to photosynthesis ratio varied between Sphagnum subgenera, indicating differences in their photosynthetic capacity. The global suppression of photorespiration in Sphagnum suggests an increased net primary production potential in response to the ongoing rise in atmospheric CO2, in particular for mire structures with intermediate water table depths.
Over one third of global soil carbon (C) is stored in boreal mires1,2, making peat C accumulation an essential part of the global C budget. Changes in climate are expected to have strong effects on peatland C sequestration1,3,4. During the early and mid-Holocene, the accumulation of peat C was largely determined by the retreat of the northern ice sheet and the rise in temperature because atmospheric CO2 concentrations were relatively stable at 275 ± 8 ppm (SD)5,6,7. Since the beginning of the industrial revolution in the early nineteenth century, CO2 concentrations have risen from ca. 280 ppm to over 400 ppm today8. Multiple observations indicate that recent increases in atmospheric CO2 have affected peat C accumulation rates: (i) the variation in acrotelm peat accumulation was mainly driven by photosynthesis9, (ii) peat C accumulation in Alaskan mires increased about threefold during the twentieth century10, and (iii) the variation in net ecosystem exchange between mires was mainly controlled by differences in leaf area index11. In addition to rising atmospheric CO2 levels, ongoing climatic changes such as increases in temperature and changes in precipitation are hypothesized to influence peatland C fluxes12,13,14.
Sphagnum peat mosses are primarily responsible for the accumulation of peat C because they often constitute 80–100% of the ground cover in northern peatlands15. Compared to vascular plants, Sphagnum remnants are highly resistant to microbial decay, which is vital for peat C accumulation16,17. Therefore, C accumulation and storage in the form of Sphagnum remains generally exceeds C losses from microbial decay. However, currently it is not clear whether increases in Sphagnum C accumulation driven by ongoing and projected global warming will outweigh increases in the rate of microbial peat decomposition9,18,19. Understanding how Sphagnum C fluxes respond to recent and projected increases in atmospheric CO2 is therefore crucial for predicting future peat C fluxes.
To our knowledge, responses of Sphagnum photosynthetic C fluxes to the recent increase in atmospheric CO2 have never been explored on the global scale. Previous attempts to estimate responses of Sphagnum to increased atmospheric CO2 were either based on free-air CO2 enrichment (FACE) or greenhouse experiments20,21,22,23,24,25. A recently developed isotopomer method26,27 enables reconstruction of metabolic C fluxes by analyzing cell wall carbohydrates from Sphagnum remnants. This approach involves using NMR spectroscopy to measure the abundance ratio of the deuterium (D) isotopomers D6S and D6R in the C6H2 groups of glucose derived from hydrolyzed cell wall carbohydrates, where S and R are the stereochemical designators. The abundance ratio of these D isotopomers is correlated with the ratio of Rubisco oxygenation to carboxylation due to D fractionation in the photorespiration pathway26. Therefore, the D6S/D6R ratio reflects the relative rates of photorespiration and (gross) photosynthesis which essentially depend on the substrate ratio of CO2 and O2. The uptake of C in C3 plants is facilitated by the carboxylation reaction, catalyzed by the enzyme Rubisco. The oxygenation activity of this enzyme, however, leads to the loss of C and therefore reduces the efficiency of photosynthesis. This process is known as photorespiration, which accounts for C losses of up to 25%, and therefore plays an important role for the global terrestrial C sink28.
Most studies focus on photorespiration in higher plants and only little is known about Sphagnum mosses, despite their importance for global peatland C fluxes. Using the isotopomer method, we recently experimentally investigated the response of the photorespiration to photosynthesis ratio (i.e. the D6S/D6R ratio) to the recent increase in atmospheric CO2 levels from 280 to 400 ppm and the dependence of this response on selected climate variables including temperature, water table (WT) depth, and light intensity27. We found that under low WT conditions (20 cm below moss surface), photorespiration was suppressed relative to photosynthesis in the hummock species Sphagnum fuscum. Under water-saturating conditions (WT near moss surface), however, there was no effect of atmospheric CO2, indicating that WT depth strongly influences the CO2 fertilization effect in S. fuscum. In addition, the lawn species S. majus did not respond to the CO2 increase, suggesting a species-specific response. Therefore, Sphagnum photosynthetic C fluxes are expected to vary with species and microhabitat29,30,31,32.
The aim of this study is to investigate changes in Sphagnum photosynthetic C fluxes during the twentieth century at the global scale. To do this, we estimated the global response of the photorespiration to photosynthesis ratio by comparing the D6S/D6R ratios of modern Sphagnum tissues formed at the current atmospheric CO2 concentration (ca. 400 ppm) to the D6S/D6R ratios of Sphagnum remnants from peat core sections formed at least 100 years ago under pre-industrial CO2 concentrations (≤ 300 ppm). Our analysis is based on 36 peat cores from 10 different sites on five continents (Fig. 1A). Effects of microhabitat were tested by including both hummock (n = 25) and lawn (n = 11) samples with WT depths ranging from ≈ 5 to 70 cm below the moss surface. The effect of species was tested by including eight different Sphagnum species belonging to three different taxonomic sections (subgenera). To determine whether the CO2 response of the photorespiration to photosynthesis (D6S/D6R) ratio in Sphagnum was influenced by changes in temperature and precipitation during the twentieth century, we estimated these changes using established climate models33,34,35. The effects of changes in WT depth during the twentieth century were estimated using WT reconstruction data available in the literature and by measuring δ13C, which has been proposed as proxy for surface moisture27,36.
Global suppression of photorespiration during the twentieth century
Global changes in the photorespiration to photosynthesis ratio during the twentieth century were assessed by comparing the D6S/D6R ratios of modern and ≥ 100 years old Sphagnum tissues. Modern Sphagnum samples were retrieved from surface peat (top 0–2 cm) formed at contemporary atmospheric CO2 levels (ca. 400 ppm). Conversely, historical Sphagnum tissues were retrieved from peat layers ≥ 30 cm below the surface, with an approximate age of 100 years or more (Table S1). Therefore, the historical Sphagnum tissues were formed when atmospheric CO2 concentrations were ≤ 300 ppm. The D6S/D6R ratio of modern Sphagnum was 0.860 ± 0.004 (average ± SE, range: 0.810–0.927), while that of historical Sphagnum was 0.901 ± 0.005 (average ± SE, range: 0.858–0.971, Fig. S1). Thus, the D6S/D6R ratio of modern Sphagnum was generally lower compared to ≥ 100 years old Sphagnum, indicating that photorespiration is suppressed relative to photosynthesis.
The peat samples essentially differed with respect to their depth below the surface (which is related to the atmospheric CO2 concentration when the Sphagnum biomass was formed), the Sphagnum subgenus, the present WT depth, and the geographical location (site). The effects of these factors on the D6S/D6R ratio were tested by a linear mixed effect model with the site as random factor, and atmospheric CO2, WT and subgenus as fixed factors. Analysis of variance (ANOVA) of the random factor revealed that the effect of site was not significant (variance = 0.0, p = 1.0). ANOVA of the fixed factors showed a significant effect for atmospheric CO2, WT and subgenus, explaining 35%, 12% and 8% of the variance, respectively (Table 1). A significant interaction was found between CO2 and WT, which explained 12% of variance, indicating that the effect of CO2 on the D6S/D6R ratio is dependent on the WT depth.
The effect of atmospheric CO2 on the D6S/D6R ratio clearly depended on the present WT depth. The post-hoc test showed that for peat cores where the WT was < 10 cm below the moss surface, the D6S/D6R ratios were not significantly different (p > 0.05, Fig. S1) between modern and historical Sphagnum, with means of 0.893 ± 0.01 and 0.905 ± 0.009 (SE), respectively. Conversely, for peat cores with WT depths of 10–40 cm, the D6S/D6R ratios of modern and historical Sphagnum clearly differed (p < 0.05), having means of 0.850 ± 0.004 and 0.910 ± 0.007 (SE), respectively (Figs. 1 and S1). For peat cores with WT depths > 40 cm, the difference between modern and historical samples was again not significant (p > 0.05), with means of 0.860 ± 0.007 and 0.873 ± 0.004 (average ± SE), respectively.
For modern Sphagnum, the effect of WT was evident from generally higher D6S/D6R ratios for WT depths of < 10 cm (mean 0.893 ± 0.01 SE), compared to samples with WT depths of > 10 cm (mean 0.852 ± 0.007 SE; Fig. S1). For ≥ 100 years-old samples, this was not the case, instead the D6S/D6R ratio was generally lower for WT depths > 40 cm (mean 0.873 ± 0.004 SE) compared to WT depths of < 40 cm (mean 0.910 ± 0.01 SE). The Sphagnum subgenus also had a clear effect: the mean D6S/D6R ratios for modern and historical samples of ACUTIFOLIA species were 0.858 ± 0.004 and 0.906 ± 0.007 (SE), respectively, while those for species of the subgenus SPHAGNUM were 0.846 ± 0.006 and 0.885 ± 0.006 (SE), respectively. The D6S/D6R ratio was thus generally lower for species of the subgenus SPHAGNUM than for ACUTIFOLIA species. Modern and historical samples of CUSPIDATA species had higher mean D6S/D6R ratios of 0.911 ± 0.008 and 0.921 ± 0.009 (SE), respectively, with no significant difference (p > 0.05) between modern and historical samples (Figs. 1 and S1).
The differences in the D6S/D6R ratio between modern and historical Sphagnum were normalized based on the linear relationship between the D6S/D6R ratio and 1000/[CO2] previously reported by Ehlers et al.26, to account for variations in atmospheric CO2 concentrations due to differences in peat depth and/or age. To this end, the regression slope of this linear function was calculated as the change in the D6S/D6R ratio per unit change in 1000/[CO2] between modern and historical Sphagnum samples (denoted ΔD6S/D6RN). ΔD6S/D6RN thus represents the degree of suppression of photorespiration; its mean was 0.044 ± 0.008 (SE) and it varied between 0.000 and 0.094 (Fig. 1). ΔD6S/D6RN varied with the WT depth: it was 0.010 ± 0.005 (average ± SE) for WT depths < 10 cm below the moss surface, 0.066 ± 0.006 (average ± SE) for WT depths between 10 and 40 cm, and 0.016 ± 0.010 (average ± SE) for WT depths > 40 cm (Fig. 1). These results indicate that a WT between 10 and 40 cm below the moss surface is optimal for suppressing photorespiration in response to increased atmospheric CO2.
Effect of changes in water table, temperature and precipitation during the twentieth century
The relationship between ΔD6S/D6RN and the present WT depth assumes that hydrological conditions were relatively stable over the twentieth century. To test this assumption, we performed a literature review on changes in WT depth during the twentieth century based on previously published testate amoebae WT reconstruction data (Table 2). These literature data were mostly from hummock peat cores with WT depth > 10 cm (except site 1, WT = 8 cm). In cases where data were not available for the sampled mires, data were retrieved for mires from the same region (Tables 2 and S2), assuming that the similarities in regional climate would result in similar changes in WT depth37. Additionally, variations in other climate parameters such as temperature and precipitation may have affected the suppression of photorespiration (ΔD6S/D6RN). Therefore, we also estimated changes in temperature and precipitation during the twentieth century using established climate models33,34,35 (Table 2).
Changes in WT during the twentieth century were generally small (between + 4 and − 11 cm), except in southern Argentina and Australia, where the WT depth decreased by 40 and 30 cm, respectively (Table 2). To determine whether changes in historical climate data contribute to the ΔD6S/D6RN-response, we performed a three-way ANOVA, with the change in WT (ΔWT), mean annual air temperature (ΔMAT), and total annual precipitation (ΔTAP) as factors. No significant effect of ΔWT, ΔMAT and ΔTAP could be detected (p > 0.2). However, a significant interaction was found between ΔWT and ΔMAT (R2 = 0.16, F = 53.8, p = 0.028). Further, we tested if specifically the changes in mean summer air temperature (ΔMSAT) or the total summer precipitation (ΔTSP) affect the ΔD6S/D6RN–response by performing a three-way ANOVA with ΔWT, ΔMSAT and ΔTSP as factors. Again, no significant effect could be detected (p > 0.2), except for an interaction between ΔWT and ΔMSAT (R2 = 0.17, F = 53.3, p = 0.029). Thus, a small part of the variation in ΔD6S/D6RN (17%) of Sphagnum may be explained by combined changes in WT and temperature during the twentieth century. Additionally, we performed principal component analysis (PCA) to compare the relationship between the ΔD6S/D6RN–response and the modern WT depth, with historical WT depths from literature data (Fig. 2A). The results show that the general pattern remains the same for both modern and historical WT depths, indicating that the observed ΔD6S/D6RN–response is not due to changes in WT during the twentieth century.
Sphagnum δ13C as proxy for changes in water table depth
The carbon isotopic signature (δ13C) of Sphagnum peat has been proposed as proxy for surface moisture27,36,45,46. Therefore, we tested the use of δ13C as a potential indicator of changes in WT depth by measuring the δ13C of both modern and ≥ 100 years-old whole-Sphagnum tissues. Regression analysis revealed a highly significant correlation between δ13C in modern Sphagnum and the present WT depth (R2 = 0.67, p < 0.001, Fig. S3A) confirming that δ13C reflects changes in WT depth. The δ13C values became more negative (i.e. more depleted) with increasing WT depth, from − 25.8 ± 0.2‰ (average ± SE) at WT depths < 10 cm to − 30.3 ± 0.5‰ (average ± SE) at WT depths > 60 cm below surface. For ≥ 100 years-old Sphagnum, δ13C also correlated significantly with the historical WT depth inferred from testate amoebae data in Table 2 (R2 = 0.31, p < 0.002; Fig. S3B). Thus, both modern and historical Sphagnum showed the same trend (with slopes of 0.07 and 0.05, respectively), indicating that the WT depth ≥ 100 years ago was similar to that today. The PCA further confirmed that the pattern between the ΔD6S/D6RN-response and modern Sphagnum-δ13C values remained the same for the historical δ13C values from ≥ 100 years-old Sphagnum samples (Fig. 2B). These results support that changes in WT during the twentieth century were generally small for the sites investigated, and not relevant to the isotopomer response.
Our results show that the increase in atmospheric CO2 during the twentieth century suppressed photorespiration relative to C assimilation in Sphagnum mosses, thus increasing the potential net photosynthesis. However, this suppression is strongly dependent on the moisture status of the moss. High moisture contents, typical for Sphagnum grown at WT depths < 10 cm, resulted in no significant suppression of photorespiration, with a mean ΔD6S/D6RN value of 0.010 (p > 0.05; Figs. 1, and S1). In contrast, the mean ΔD6S/D6RN for WT depths between 10 and 40 cm was 0.066 (p < 0.05), clearly reflecting a strong suppression of photorespiration. This latter response is identical to that obtained from CO2 manipulation experiments with higher C3 plants and corresponds to an increase in net photosynthesis of 35%, assuming constant ribulose 1,5-bisphosphate (RuBP) turnover rates26,47. The similarity of the kinetic properties of Rubisco between different C3 plants (including mosses)48, suggests that the observed response in Sphagnum also corresponds to an increase in net photosynthesis of 35%. Conversely, the low ΔD6S/D6RN value for Sphagnum grown at WT < 10 cm indicates no significant increase in net photosynthesis. This suggests that hollow and lawn Sphagnum communities that experience high WT do not profit from CO2 fertilization. However, CO2 fertilization is beneficial in mire structures that experience intermediate WT depths, mostly hummocks, and may therefore stimulate hummock formation and topographic development as atmospheric CO2 concentrations rise.
Some factors may limit the CO2 fertilization effect in hummocks. In particular, our data show that a very low WT (> 40 cm) has a negative effect on CO2 fertilization, i.e. on the suppression of photorespiration: the mean ΔD6S/D6RN value for samples in the > 40 cm WT group was 0.016 (p > 0.05; Figs. 1, and S1). This indicates that Sphagnum mosses do not respond to increased atmospheric CO2 under water limiting conditions, i.e. drought. Climate modelling of peatland C fluxes indicates that Sphagnum gross primary production decreases significantly at WT > 40 cm49. Concomitantly, increased releases of CO2 from sub-surface peat decomposition during drought50,51 may decouple the mosses’ response to changes in atmospheric CO2.
The D6S/D6R ratio of S. fuscum responded strongly to experimental manipulation of the CO2 concentration27, rising by 0.03 on average (ΔD6S/D6RN) when CO2 levels increased by 120 ppm at a WT of 20 cm. In S. fuscum samples from peat cores with WT depths > 10 cm, the suppression of photorespiration (ΔD6S/D6RN) was 0.06 on average in response to a CO2 concentration increase of ca. 100 ppm (Fig. 1). This suggests that the response to changes in atmospheric CO2 levels under field conditions has been stronger than in growth chambers. In the field, environmental conditions such as light and nutrient levels may differ from the growth chamber conditions52,53. Whether these factors affect the CO2-driven suppression of photorespiration requires further investigation.
The peat core data in this study showed that higher CO2 concentrations did not cause any suppression of photorespiration in S. majus grown at typical WT depths close to the mire surface (ΔD6S/D6RN: 0.00, Fig. 1). This result is consistent with the response observed in CO2 manipulation experiments with S. majus for WT levels of 0 and 7 cm (ΔD6S/D6RN: 0.00)27. Overall, the growth chamber experiments showed that water-saturating conditions prevent the suppression of photorespiration in both hummock and lawn Sphagnum species. The responses of the D6S/D6R ratio and δ13C in our global dataset (Figs. 1, 2, S1, S2) are consistent with these results and demonstrate that a WT depth deeper than 10 cm is needed to maximize photosynthetic C fluxes in Sphagnum. Under these conditions, the mosses have the strongest potential to respond to the CO2 fertilization effect.
The ANOVA (Table 1) showed a significant effect of the subgenus on the D6S/D6R ratio. Species of the section SPHAGNUM had generally lower D6S/D6R ratios than ACUTIFOLIA species, suggesting that the relative rate of photorespiration is lower in SPHAGNUM species. The ratio of photorespiration to photosynthesis is directly related to the intracellular CO2 concentration (ci) at the site of Rubisco carboxylation54, suggesting differences in ci between these two subgenera. Distinct leaf anatomical traits are responsible for different water holding capacities of these two subgenera55, and potentially influence ci. Altogether, this indicates that species of the subgenus SPHAGNUM have higher photosynthetic capacities than ACUTIFOLIA species, assuming that the RuBP turnover rates are similar.
Concerning the CO2-driven suppression of photorespiration, both ACUTIFOLIA and SPHAGNUM species showed a high suppression of photorespiration, and no difference in this response between these two subgenera (average ΔD6S/D6RN = 0.05 for both). Thus, no significant interaction was found between CO2 and subgenus (Table 1). In contrast, species of the subgenus CUSPIDATA showed no suppression of photorespiration (Fig. 1). Unlike the ACUTIFOLIA and SPHAGNUM samples (WT range 8 to 67 cm, both), the CUSPIDATA samples came from high WT cores (WT ca. 5 cm), making it impossible to determine whether this response is species-specific. However, CUSPIDATA species require high WT levels to maintain growth56, suggesting that they will not respond to changes in atmospheric CO2 in any case.
Our dataset revealed that the extent of the CO2-driven suppression of photorespiration in Sphagnum mosses depends on the WT depth at the time of moss photosynthesis. To exclude potential effects of changes in WT during the twentieth century on the suppression of photorespiration, we estimated historical changes in WT by both measured Sphagnum-δ13C data and published testate amoebae data (Table 2; Fig. 2). Both datasets revealed no relationship between the observed suppression of photorespiration and historical changes in WT. These results support our assumption that changes in hydrological conditions during the twentieth century did not attenuate the suppression of photorespiration caused by rising atmospheric CO2 levels.
Moreover, we tested potential effects of changes in temperature and precipitation during the twentieth century on the CO2-driven suppression of photorespiration (ΔD6S/D6RN). Our data did not indicate any relationship between the changes in temperature or precipitation during the twentieth century and the suppression of photorespiration (Table 2), supporting that these changes do not attenuate the observed response. The absence of an effect of temperature on the suppression of photorespiration is consistent with results from climate chamber experiments27, where a temperature increase of 5 °C did not affect the magnitude of suppressed photorespiration. However, the photorespiration to photosynthesis (D6S/D6R) ratio increased slightly with elevated temperature (0.002 °C−1)27. Thus, the concomitant increase in temperature with atmospheric CO2 during the twentieth century may have reduced the CO2-driven suppression of photorespiration by approximately 0.002 units (for a temperature increase of 1 °C)8.
On the molecular scale, the D6S/D6R ratio reflects changes in the Rubisco oxygenation to carboxylation flux ratio. Here we extended this molecular model to study global responses in these metabolic C fluxes to environmental drivers in Sphagnum. Our results indicate that ongoing increases in atmospheric CO2 suppress photorespiration relative to C assimilation in Sphagnum. According to photosynthesis models, this suppression may increase C uptake by up to 35% (depending on the WT level), which points towards an increase in net primary production (NPP) during the twentieth century. However, NPP is influenced by many other factors such as temperature, precipitation and sink limitations9,57. Modelling of peatland C dynamics49,58 suggests that temperature and precipitation have opposing influences on the C uptake response to the recent increase in atmospheric CO2. An increase in temperature combined with a decrease in precipitation reduces C uptake, whereas a small increase in temperature combined with a large increase in precipitation results in enhanced C uptake. We found a significant interaction between the mean annual/summer temperature and WT during the twentieth century, indicating a possible link between the observed changes in metabolic fluxes on the molecular level and global peat C assimilation. Thus, upscaling of the isotopomer data to global responses in peat C fluxes provide valuable information for the mechanistic understanding of photosynthetic responses of Sphagnum mosses to ongoing and future climate changes.
Here we used deuterium isotopomers to study global responses in photosynthetic C fluxes in Sphagnum mosses to the twentieth century’s increase in atmospheric CO2. This method allowed us to upscale changes in metabolic C flux ratios from the molecular level to the global scale. We were able to track historical changes of metabolic C fluxes over long time scales using peat archives and link these results to observations from short-term manipulation experiments. Thus, our results will help to: (i) develop mechanistic models of global metabolic C fluxes, (ii) assess the role of peatlands for the global C budget during the twentieth century, and (iii) improve the prediction of future responses of peatlands to increases in atmospheric CO2 and climate change. Furthermore, our results point out that mire structures with intermediate WT depths, such as hummocks, will benefit strongly from CO2 fertilization, unlike lawn and hollow Sphagnum communities that often experience high WT depths.
Materials and methods
Plant material-peat cores
Hummock and lawn peat cores were retrieved from 10 sites located in Sweden (2), Italy (2), Canada (3), China (1), Argentina (1), and Australia (1) between 2014 and 2018. The sites’ latitudes ranged from 55°S to 64°N, their mean annual air temperatures from − 3.9 to 6.3 °C, mean annual precipitation levels from 369 to 1270 mm, and elevations from 35 to 1700 m asl. Detailed descriptions of each site are provided in the supplement (Table S3). Historical Sphagnum samples were retrieved from peat depths between 30 and 40 cm, except in the cores from southern Argentina (60 cm). All historical samples were found to be approximately 100 years or older, based on 210Pb radiometric dating or estimates obtained using published age-depth profiles for each site (Table S1). The atmospheric CO2 concentration when the historical Sphagnum samples formed was estimated for the respective year and ranged between 280 and 310 ppm (Table S1)59. Since no major changes in atmospheric CO2 levels occurred between year 0 and 1900, uncertainties in the age-estimates are not expected to have major effects on the estimated CO2 concentration.
Peat cores were extracted using a sharp knife or a peat corer, yielding cores with dimensions of 8 × 8 cm or diameters of 10 cm, respectively. Peat cores were either wrapped in plastic film and stored at − 20 °C or sliced into 2 cm sections, oven dried (at 60 °C), and transferred to Ziploc-bags before further transport to Sweden. In the case of frozen cores, the topmost and bottom-most 2 cm were sliced off and thawed, and vascular plant material and mosses other than Sphagnum were removed. In cases where no intact species could be retrieved from the bottom of the core (six cores), the material was washed through a series of sieves (mesh sizes: 3 mm, 1.6 mm, 0.8 mm and 0.5 mm). The residue of the 0.5 mm sieve consisted almost exclusively of Sphagnum leaves. Sphagnum species from the top and bottom of the core were identified using a stereomicroscope and a binocular microscope (100 and 400×). The species were identified according to literature60,61,62,63. Peat cores in which the dominant Sphagnum species/subgenus differed between top and bottom were excluded because such differences indicate a change in microtopography. After processing as described above, samples were dried at 60 °C for 3 days. The WT depth in Table S1 was measured at the time of sampling, which happened generally during the summer months. In order to consider local WT fluctuations, we compared the WT measurements with mean seasonal and testate amoebae inferred WT data from the literature for each site respectively (Table S4). A PCA biplot confirmed that the WT measurements match well with mean growing season WT depths reported in the literature (Fig. S4).
Sample preparation for deuterium isotopomer measurements
The dried Sphagnum samples were ground to a fine powder at 30 Hz for 2 min using a MM 400 ball mill (Retsch®, Haan, Germany), and 200–700 mg portions were used to prepare samples for Deuterium isotopomer measurements. Glucose-containing structural polymers were hydrolyzed to glucose and converted to 1,2-O-isopropylidene-α-d-glucofuranose according to established protocols64. To remove contamination by a mannose derivative whose NMR signals overlap with those of the glucose derivative, an oxidation step was applied as previously described27. The derivative was subsequently converted into 3,6-anhydro-1,2-O-isopropylidene-α-d-glucofuranose following published procedures65. The latter compound was purified by flash chromatography using silica gel and diethyl ether. Pure fractions were identified by thin-layer-chromatography and pooled. Diethyl ether was evaporated, the sample was washed with amylene-stabilized chloroform, and its purity was checked by 1H-NMR.
Deuterium isotopomer quantification
For NMR measurements of intramolecular deuterium abundances, each sample of the glucose derivative prepared as described above was dissolved in a mixture of 83% v/v acetonitrile, 17% C6F6, and 0.01% C6D6, then transferred to a 5-mm NMR tube with a PTFE valve (J. Young Scientific Glassware Ltd., Windsor, U.K.) containing ca. 5 mg of NaHCO3. Deuterium NMR spectra were acquired and processed as previously described64, using an AVANCE III 850 spectrometer (Bruker BioSpin GmbH, Rheinstetten, Germany) equipped with a 19F lock and a cryogenic probe optimized for deuterium detection. Deuterium NMR spectra were integrated by deconvolution with a Lorentzian line shape fit, using TopSpin™ 3.2 (Bruker BioSpin GmbH, Rheinstetten, Germany). The D6S/D6R isotopomer ratio was determined as the ratio of the integrals of the D6S and D6R signals26. For each sample, five to eight spectra were recorded and the average D6S/D6R ratio was calculated.
C-isotopic signatures (δ13C) of dry moss tissue samples (ca. 5 mg) were analyzed by conversion into CO2 by combustion and quantification by mass spectrometry66, using an elemental analyser (Flash EA 2000, Thermo Fisher Scientific, Bremen, Germany) coupled to an isotope ratio mass spectrometer (DeltaV, Thermo Fisher Scientific, Bremen, Germany). The data were corrected for drift and non-linear sample size effects. For quantification, we used laboratory standards consisting of wheat and maize flours calibrated against two certified δ13C reference standards: IAEA-CH-6, and USGS40.
Prior to statistical analysis, the samples from the top and bottom of each core were assigned as high and low CO2 respectively. Based on their present WT depths, samples were divided into five different groups: < 10, 10–20, 21–30, 31–40 and > 40 cm below surface. Individual Sphagnum species were grouped into their subgenera: ACUTIFOLIA (S. fuscum, S. warnstorfii & S. capillifolium), SPHAGNUM (S. magellanicum, S. divinium/medium, S. papillosum & S. cristatum), and CUSPIDATA (S. cuspidatum & S. majus; Table S1). Geographical locations were assigned according to Table S3. Effects of these different variables on the D6S/D6R ratio were assessed by ANOVA, which was done in R (version 3.6.1, RStudio, Inc.) by computing linear mixed effect models using the lmer() function of the lme4 package67. To perform ANOVA on the random effect and the fixed effects, the functions ranova() and anova() were applied respectively. Post-hoc Fisher’s LSD tests with Benjamini–Hochberg correction were computed (in Fig. S1), using the LSD.test() function, to account for false discovery rates68. To test for multicollinearity among the variables, we calculated the variance inflation factors (VIF) using the vif() function of the car package. All variables/factors and interaction terms showed a VIF of less than five (range 2.7–4.3), indicating no significant collinearity69. Effect of changes in WT, temperature and precipitation were tested by ANOVA, by computing linear models using the lm() function and automated stepwise model selection based on Akaike’s information criterion using the step() function of the stats package70. PCA was performed by using the SIMCA-P software package version 16 (Umetrics, Umeå, Sweden). Biplots were created by using the biplot function, which displays both PCA scores, and the correlation scaled loadings of principle component 1 and 2. All other statistical analyses were performed in Excel. Student’s t-tests were one-tailed assuming unequal variance.
Climate data analysis
Climate data such as annual temperature and precipitation as well as summer temperature and precipitation (June–August and December–February for northern and southern hemisphere, respectively) were obtained from existing climate reconstruction data33,34,35. Changes during the twentieth century were estimated by calculating the 3-year averages around the approximate ages (± 1 year) estimated for the modern and historical samples (Table S5). Luterbacher et al.33 and Pauling et al.34 provide a dataset of seasonal (3-month) mean air temperatures and total precipitation levels respectively, for Europe (defined as the region between 35.25°N and 69.75°N, and 24.75°W and 39.75°E), covering the period from 1500 to 2002 with a 0.5° gridded resolution (https://crudata.uea.ac.uk/cru/projects/soap/data/). Willmott and Matsuura35 provide a global dataset of mean monthly air temperatures and total precipitation from 1900 to 2017 with a 0.5° gridded resolution (http://climate.geog.udel.edu/~climate). Consequently, the Willmott and Matsuura dataset35 was used to estimate the climate after 1900 and the Luterbacher et al. and Pauling et al. dataset33,34 to estimate the climate before 1900. The two databases showed differences specifically for the Italian sites; therefore, data for 1860 and 1880 were normalized against the more recent data (1990–2000) of Willmot and Matsuura35. Australian precipitation data from before 1900 were obtained from the Bureau of Meteorology, Australian Government, 2020 (http://www.bom.gov.au/climate/data). Temperature data were not available for the Australian site and were therefore estimated for 1900 using the Willmott and Matsuura dataset35. The southern Argentinian samples were estimated to be ≈ 860 years old, thus the temperature and precipitation data for the Argentinian site were estimated according to other climate models71,72.
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The authors acknowledge the help provided by the ‘NMR for Life’ infrastructure supported by the Wallenberg and Kempe Foundations, and by SciLifeLab; the SLU Stable Isotope Laboratory (for C-isotope analysis) and financial support from the Swedish Research Council (Vetenskapsrådet), the Carl Tryggers Foundation and the Knut and Alice Wallenberg Foundation (#2015.0047). Australian peat samples were collected under Parks Victoria research permit No. 10008607. Argentinean peat samples were collected under SDSyA 078/13 and APN/28 research permit.
Open access funding provided by Swedish University of Agricultural Sciences.
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Serk, H., Nilsson, M.B., Bohlin, E. et al. Global CO2 fertilization of Sphagnum peat mosses via suppression of photorespiration during the twentieth century. Sci Rep 11, 24517 (2021). https://doi.org/10.1038/s41598-021-02953-1
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