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			<titleStmt><title level='a'>Climate drivers alter nitrogen availability in surface peat and decouple &lt;scp&gt;N&lt;sub&gt;2&lt;/sub&gt;&lt;/scp&gt; fixation from &lt;scp&gt;CH&lt;sub&gt;4&lt;/sub&gt;&lt;/scp&gt; oxidation in the &lt;i&gt;Sphagnum&lt;/i&gt; moss microbiome</title></titleStmt>
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				<publisher></publisher>
				<date>06/01/2023</date>
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				<bibl> 
					<idno type="par_id">10444285</idno>
					<idno type="doi">10.1111/gcb.16651</idno>
					<title level='j'>Global Change Biology</title>
<idno>1354-1013</idno>
<biblScope unit="volume">29</biblScope>
<biblScope unit="issue">11</biblScope>					

					<author>Caitlin Petro</author><author>Alyssa A. Carrell</author><author>Rachel M. Wilson</author><author>Katherine Duchesneau</author><author>Sekou Noble‐Kuchera</author><author>Tianze Song</author><author>Colleen M. Iversen</author><author>Joanne Childs</author><author>Geoff Schwaner</author><author>Jeffrey P. Chanton</author><author>Richard J. Norby</author><author>Paul J. Hanson</author><author>Jennifer B. Glass</author><author>David J. Weston</author><author>Joel E. Kostka</author>
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			<abstract><ab><![CDATA[Abstract                          Peat mosses (              Sphagnum              spp.) are keystone species in boreal peatlands, where they dominate net primary productivity and facilitate the accumulation of carbon in thick peat deposits.              Sphagnum              mosses harbor a diverse assemblage of microbial partners, including N              2              ‐fixing (diazotrophic) and CH              4              ‐oxidizing (methanotrophic) taxa that support ecosystem function by regulating transformations of carbon and nitrogen. Here, we investigate the response of the              Sphagnum              phytobiome (plant+constituent microbiome+environment) to a gradient of experimental warming (+0°C to +9°C) and elevated CO              2              (+500ppm) in an ombrotrophic peatland in northern Minnesota (USA). By tracking changes in carbon (CH              4              , CO              2              ) and nitrogen (NH              4              ‐N) cycling from the belowground environment up to              Sphagnum              and its associated microbiome, we identified a series of cascading impacts to the              Sphagnum              phytobiome triggered by warming and elevated CO              2              . Under ambient CO              2              , warming increased plant‐available NH              4              ‐N in surface peat, excess N accumulated in              Sphagnum              tissue, and N              2              fixation activity decreased. Elevated CO              2              offset the effects of warming, disrupting the accumulation of N in peat and              Sphagnum              tissue. Methane concentrations in porewater increased with warming irrespective of CO              2              treatment, resulting in a ~10× rise in methanotrophic activity within              Sphagnum              from the +9°C enclosures. Warming's divergent impacts on diazotrophy and methanotrophy caused these processes to become decoupled at warmer temperatures, as evidenced by declining rates of methane‐induced N              2              fixation and significant losses of keystone microbial taxa. In addition to changes in the              Sphagnum              microbiome, we observed ~94% mortality of              Sphagnum              between the +0°C and+9°C treatments, possibly due to the interactive effects of warming on N‐availability and competition from vascular plant species. Collectively, these results highlight the vulnerability of the              Sphagnum              phytobiome to rising temperatures and atmospheric CO              2              concentrations, with significant implications for carbon and nitrogen cycling in boreal peatlands.]]></ab></abstract>
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<div xmlns="http://www.tei-c.org/ns/1.0"><p>port ecosystem function by regulating transformations of carbon and nitrogen. Here, we investigate the response of the Sphagnum phytobiome (plant + constituent microbiome + environment) to a gradient of experimental warming (+0&#176;C to +9&#176;C) and elevated CO 2 (+500 ppm) in an ombrotrophic peatland in northern Minnesota (USA). By tracking changes in carbon (CH 4 , CO 2 ) and nitrogen (NH 4 -N) cycling from the belowground environment up to Sphagnum and its associated microbiome, we identified a series of cascading impacts to the Sphagnum phytobiome triggered by warming and elevated CO 2 . Under ambient CO 2 , warming increased plant-available NH 4 -N in surface peat, excess N accumulated in Sphagnum tissue, and N 2 fixation activity decreased.</p><p>Elevated CO 2 offset the effects of warming, disrupting the accumulation of N in peat and Sphagnum tissue. Methane concentrations in porewater increased with warming irrespective of CO 2 treatment, resulting in a ~10&#215; rise in methanotrophic activity within Sphagnum from the +9&#176;C enclosures. Warming's divergent impacts on diazotrophy and methanotrophy caused these processes to become decoupled at warmer temperatures, as evidenced by declining rates of methane-induced N 2 fixation and significant losses of keystone microbial taxa. In addition to changes in the Sphagnum microbiome, we observed ~94% mortality of Sphagnum between the +0&#176;C and +9&#176;C treatments, possibly due to the interactive effects of warming on N-availability and competition from vascular plant species. Collectively, these results highlight the vulnerability of the Sphagnum phytobiome to rising temperatures and atmospheric CO 2 concentrations, with significant implications for carbon and nitrogen cycling in boreal peatlands.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="1">| INTRODUC TI ON</head><p>Boreal and subarctic peatlands comprise one of the largest global carbon (C) sinks, collectively storing 33%-50% of the world's soil C as thick peat deposits that accumulate over millennia <ref type="bibr">(Nichols &amp; Peteet, 2019;</ref><ref type="bibr">Yu, 2012)</ref>. While production of peat C has historically outpaced its decomposition in these cold, acidic, and typically waterlogged environments, warming from climate change is expected to reduce peatland C-storage capacity, leading to increased greenhouse gas emissions that can further exacerbate the warming of the planet <ref type="bibr">(Dorrepaal et al., 2009;</ref><ref type="bibr">Gallego-Sala et al., 2018;</ref><ref type="bibr">Wilson et al., 2016</ref><ref type="bibr">Wilson et al., , 2021))</ref>. The extent to which peatlands transition from C sink to C source will likely depend upon the response of Sphagnum (peat mosses) to climate change perturbations, as these keystone species sequester more peatland C than any other plant genus <ref type="bibr">(Clymo &amp; Hayward, 1982)</ref>. Peat mosses accomplish this by creating an acidic, nutrient-poor, water-saturated, and thus largely anoxic environment that favors C sequestration by inhibiting peat decomposition. These adverse environmental conditions also limit the presence and performance of neighboring vascular plant species, creating a positive feedback that promotes Sphagnum growth and the accumulation of peat C <ref type="bibr">(Hobbie et al., 2000;</ref><ref type="bibr">Turetsky et al., 2010</ref><ref type="bibr">Turetsky et al., , 2012;;</ref><ref type="bibr">van Breemen, 1995)</ref>.</p><p>Sphagnum's ecological success is due in part to their association with a diverse assemblage of microbial partners that directly support moss productivity and ecosystem function by regulating transformations of C and nitrogen (N) <ref type="bibr">(Bragina et al., 2014;</ref><ref type="bibr">Kolton et al., 2022;</ref><ref type="bibr">Kostka et al., 2016;</ref><ref type="bibr">Warren et al., 2017)</ref>. Sphagnumassociated diazotrophs (N 2 -fixing microorganisms) play a critical role in N-cycling by supplying 30%-96% of the total ecosystem N input to Sphagnum-dominated peatlands <ref type="bibr">(Berg et al., 2013;</ref><ref type="bibr">Salmon et al., 2021;</ref><ref type="bibr">Vile et al., 2014)</ref>. Multiple lines of evidence indicate that a large portion of active diazotrophs in the Sphagnum microbiome are also capable of utilizing methane (CH 4 ), which they oxidize to methanol, formaldehyde, formate, and finally CO 2 <ref type="bibr">(Ho &amp; Bodelier, 2015;</ref><ref type="bibr">Kolton et al., 2022;</ref><ref type="bibr">Larmola et al., 2010;</ref><ref type="bibr">Vile et al., 2014)</ref>. In addition to supplying N, these diazotrophic methanotrophs can also shuttle C directly into Sphagnum, contributing up to 20% of the moss' total fixed C <ref type="bibr">(Kip et al., 2010;</ref><ref type="bibr">Raghoebarsing et al., 2005)</ref>. Thus, Sphagnum-associated methanotrophs function as a natural biofilter at the surface of the bog, where they consume CH 4 produced in the underlying peat before it can be released to the atmosphere. This activity alone is estimated to reduce net CH 4 emissions from peatlands by 50%-93% <ref type="bibr">(Kip et al., 2012;</ref><ref type="bibr">Kox et al., 2019;</ref><ref type="bibr">St&#281;pniewska et al., 2018)</ref>. Despite this significant reduction in emissions, boreal peatlands comprise a major natural source of CH 4 , accounting for 23.6-64.2 Tg CH 4 year -1 or ~4%-11% of the CH 4 produced globally <ref type="bibr">(Bridgham et al., 2013;</ref><ref type="bibr">Kirschke et al., 2013;</ref><ref type="bibr">Poulter et al., 2017;</ref><ref type="bibr">Turetsky et al., 2014)</ref>. Climate change is expected to accelerate CH 4 production in peatlands <ref type="bibr">(Wilson et al., 2016</ref><ref type="bibr">(Wilson et al., , 2021))</ref>, underscoring the critical role of Sphagnum-associated methanotrophs in reducing emissions.</p><p>Intergovernmental Panel on Climate Change (IPCC) models project a 4-6&#176;C increase in the air temperature of Northern-latitude regions by 2100, indicating that boreal peatlands will be particularly hard hit by the effects of climate change <ref type="bibr">(IPCC, 2021)</ref>. Warming and its interactions with other climate change drivers, such as elevated CO 2 , are expected to impact Sphagnum and its associated microbiome through a suite of complex responses. Many of these changes are likely to originate in the belowground environment, where warming has been shown to seasonally lower the water table through evapotranspiration, creating an oxic environment that favors the growth of vascular plants and depresses Sphagnum growth <ref type="bibr">(Bragazza et al., 2016;</ref><ref type="bibr">Buttler et al., 2015;</ref><ref type="bibr">Malhotra et al., 2020)</ref>.</p><p>Soil oxygenation, combined with increased inputs of labile organic matter from vascular plant roots, stimulate heterotrophic respiration in peat, potentially releasing previously immobilized stores of organic matter that can further disrupt the finely-tuned balance between the C and N cycles <ref type="bibr">(Hanson et al., 2020;</ref><ref type="bibr">Ofiti et al., 2022;</ref><ref type="bibr">Wilson et al., 2016</ref><ref type="bibr">Wilson et al., , 2021))</ref>. Increased N availability from warmingenhanced mineralization <ref type="bibr">(Iversen et al., 2022)</ref> may disrupt both Sphagnum and its microbial partners by limiting the activity and the relative contribution of diazotroph-supplied N, further altering the competitive balance for nutrients that allows Sphagnum to predominate <ref type="bibr">(Berendse et al., 2001;</ref><ref type="bibr">Klarenberg et al., 2022;</ref><ref type="bibr">Kox et al., 2016;</ref><ref type="bibr">Limpens et al., 2011)</ref>. Changes in belowground C cycling can also impact the Sphagnum microbiome by increasing the supply of CH 4 , potentially promoting the growth of methanotrophic taxa through enhanced substrate supply <ref type="bibr">(Wilson et al., 2021)</ref>.</p><p>Warming is linked to broad changes in the plant species composition of ombrotrophic (rain-fed) peatlands. Most notably, warming and associated drying triggered a massive loss of Sphagnum moss groundcover, paralleled by an increase in the growth and productivity of vascular plant species in a whole-ecosystem warming experiment <ref type="bibr">(Malhotra et al., 2020;</ref><ref type="bibr">McPartland et al., 2020;</ref><ref type="bibr">Norby et al., 2019)</ref>. While the impacts of rising CO 2 levels on peatlands are less clear, studies suggest that CO 2 fertilization will favor the growth of vascular plants over Sphagnum, amplifying the effects of warming <ref type="bibr">(Berendse et al., 2001;</ref><ref type="bibr">Dieleman et al., 2015;</ref><ref type="bibr">Norby et al., 2019)</ref>.</p><p>Projected shifts in plant species composition will trigger a habitat loss for Sphagnum-associated microorganisms such as diazotrophs and methanotrophs, amplifying disruptions to peatland C and N cycles. In addition to the simple quantitative loss of microbes, climate change drivers may also impact the composition and activity of the Sphagnum microbiome, although few studies have examined this relationship. In one case, warming was linked to the suppression</p><p>of both diazotrophic activity and microbial diversity in Sphagnum moss <ref type="bibr">(Carrell et al., 2019)</ref>. To our knowledge, there are no studies exploring the effects of elevated CO 2 on the Sphagnum microbiome.</p><p>Research on vascular plants suggests that CO 2 fertilization may alter the abundance and activity of root and rhizosphere microbiomes, however these effects are strongly moderated by nutrient availability in the soil <ref type="bibr">(de Graaff et al., 2007;</ref><ref type="bibr">Usyskin-Tonne et al., 2020;</ref><ref type="bibr">Williams et al., 2018)</ref>. Any potential changes to the Sphagnum microbiome may exacerbate Sphagnum mortality, due to the vital role that the microbiome plays in supporting the productivity and fitness of its host <ref type="bibr">(Berg et al., 2013;</ref><ref type="bibr">Carrell et al., 2021</ref><ref type="bibr">Carrell et al., , 2022;;</ref><ref type="bibr">Vandenkoornhuyse et al., 2015)</ref>. The objective of this study was to investigate the response of the Sphagnum phytobiome to experimental warming and elevated CO 2 (eCO 2 ) treatment, with a focus on the coupling of diazotrophy to methanotrophy. We hypothesized that: (1) warming would increase the availability of NH 4 -N and CH 4 in near-surface peat and (2) these conditions would favor methanotrophy relative to diazotrophy, resulting in a decoupling of the two processes in the Sphagnum phytobiome and (3) a reduction in the relative abundance of diazotrophic methanotrophs. To test these hypotheses, we leveraged the Spruce and Peatland Responses under Changing Environments (SPRUCE; <ref type="url">https://mnspr uce.ornl.gov</ref>) experiment, which combines wholeecosystem warming and eCO 2 treatments to test the impacts of climate drivers on ecosystem response in a non-permafrost, undrained peatland <ref type="bibr">(Hanson et al., 2017)</ref>. To elucidate the effects of wholeecosystem warming (from +0&#176;C to +9&#176;C) and elevated CO 2 (+500 ppmv) on the Sphagnum phytobiome, our approach employed quantification of N (NH 4 -N) and C (CO 2 and CH 4 ) availability, rate measurements with stable-isotope tracers, next-generation amplicon sequencing, and determinations of Sphagnum growth.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>While changes to the</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2">| MATERIAL S AND ME THODS</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1">| Study site</head><p>SPRUCE is a large-scale climate manipulation experiment consisting of 10 warmed enclosures and 2 ambient plots deployed randomly in a regression-based design. SPRUCE combines air warming with deep-peat heating from mild electrical resistance heaters to generate target warming levels superimposed over natural diurnal and seasonal variability <ref type="bibr">(Hanson et al., 2017)</ref>. Heating of the soil was initiated in June 2014 and atmospheric heating began in June 2015.</p><p>Target heating values are +0, +2.25, +4.5, +6.75, and +9&#176;C above ambient temperatures, however the +0&#176;C enclosures are generally 1-2&#176;C warmer than outside ambient air. There are two enclosures per warming treatment. One enclosure of each temperature treatment also receives elevated CO 2 air concentrations (+500 ppmv) applied since June 2016. Environmental data on humidity and relative humidity, surface temperature, moisture, water table depth, and porewater pH are available for all years of the SPRUCE experiment (<ref type="url">http://spruc edata.ornl.gov</ref>). For our analyses, we used air temperatures measured at 0.5 m above the hollows and averaged over the entire month when incubations or sampling was performed. Temperature data used in these analyses are freely available <ref type="bibr">(Hanson et al., 2016)</ref>. Further technical description of the SPRUCE experimental site design is provided in <ref type="bibr">Hanson et al. (2017)</ref>.</p><p>The SPRUCE experiment is located in the S1 bog of the Marcell Experimental Forest <ref type="bibr">(Kolka et al., 2011)</ref>, 40 km northeast of Grand Rapids, Minnesota, USA (47&#176;30.476&#8242;N; 93&#176;27.162&#8242;W; 418 m above mean sea level). S1 is a raised ombrotrophic bog with hummockhollow microtopography. The surface of the S1 bog is dominated by Sphagnum mosses, with Sphagnum angustifolium and S. fallax predominating within hollows and on the sides of hummocks, while S. divinum (previously classified as S. magellanicum) is largely present within hummocks. Vascular plants within the S1 bog include black spruce (Picea mariana) and tamarack (Larix laricina) as well as ericaceous shrubs (Rhododendron groenlandicum and Chamaedaphne calyculata) and some graminoids and forbs.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.2">| Nutrient availability and porewater geochemistry</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.2.1">| Plant-available NH 4 -N assessed using ionexchange resins</head><p>Plant-available NH 4 -N was measured from peat hollow locations at 10 cm depth using mixed-bed ion-exchange resin capsules as described in <ref type="bibr">(Iversen et al., 2022)</ref>. One resin location (location A) was analyzed per experimental enclosure. Resin capsules (UNIBEST, Inc.) were inserted into PVC resin-access tubes (Wecsa, Inc., LLC) and incubated in situ for approximately 28 days before collection and replacement with a new resin capsule. Data presented here include resins that were incubated during the months of <ref type="bibr">July and August in 2017</ref><ref type="bibr">, 2019</ref><ref type="bibr">, 2020</ref><ref type="bibr">, and 2021</ref><ref type="bibr">(data citation: Iversen et al., 2017)</ref>.</p><p>We chose resins from summer months so that N-availability could be linked to Sphagnum sampling and incubations, which were also performed during the summer. After collection, the resin capsules were rinsed with distilled water, air dried, and serially extracted with 2 M potassium chloride. The extractant was frozen at -20&#176;C until analysis for nutrient concentrations on a Lachat QuikChem 8500 flow injection analysis autoanalyzer (Hach Company) at Oak Ridge National Laboratory as in <ref type="bibr">Iversen et al. (2017)</ref>. Nutrient adsorption was blank corrected based on unincubated resins, standardized per unit of resin capsule surface area, and standardized per 28 days.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.2.2">| Nutrients in Sphagnum moss beds</head><p>To assess more localized nutrient availability, we collected porewater from directly beneath Sphagnum moss beds within the SPRUCE enclosures. Porewater was sampled in July of 2019 and 2020. In July 2021, a generational drought at the SPRUCE site caused significant drying of the surface of the bog, preventing us from collecting sufficient porewater for nutrient analyses. Porewater (~25 mL) was collected in triplicate by filtration through 0.15&#956;m Rhizon soil samplers (Rhizosphere Research Products) and stored frozen at -20&#176;C until analysis. Ammonium concentrations were determined with the indophenol blue assay <ref type="bibr">(Strickland &amp; Parsons, 1972)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.2.3">| Dissolved CH 4 and CO 2 concentrations in porewater</head><p>Porewater samples were collected during July and August of 2017-2021 from depths of 10 and 25 cm below the bog surface in each of the 10 experimental enclosures encompassing the +0, +2.25, +4.5, +6.75, and +9&#176;C treatments. Samples at 25-cm depth were collected from piezometers that are permanently installed within each of the enclosures. Each piezometer consists of a 2.5 cm diameter PVC (polyvinyl chloride) pipe with a screen mesh bottom installed to specified depths below the peat hollow surface. Samples at 10cm depth were collected using a perforated stainless-steel tube inserted into the surface of the bog, when the depth of the water table allowed. Porewater concentrations of CH 4 and CO 2 were measured using isotope ratio mass spectrometry after equilibration with a helium head-space, as described in <ref type="bibr">Wilson et al. (2021)</ref>. Porewater data are freely available at <ref type="bibr">Wilson et al. (2021b)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.3">| Sphagnum sampling and rate measurements</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.3.1">| Sphagnum incubations</head><p>To characterize the response of the Sphagnum microbiome to warming and elevated CO 2 , we performed stable isotope tracer experiments using fresh Sphagnum tissue sampled from inside the SPRUCE experimental enclosures in June 2017, July 2019, and July 2021. All plants were collected from hollows (depressed microtopographic positions) that were dominated by S. fallax with some S. angustifolium and S. divinum present. For each replicate incubation, we placed 5-7 Sphagnum individuals into a sterile 35 mL glass serum bottle.</p><p>Sphagnum individuals consisted of the uppermost 3 cm of the plant, comprised of the capitulum and some subtending stem. The bottles were sealed with sterile blue butyl stoppers and crimped with aluminum crimp seals. Stoppers were boiled 3&#215; in 0.1 M NaOH and rinsed with distilled water before sterilization to reduce contamination by volatile organic compounds <ref type="bibr">(Oremland et al., 1987)</ref>. In June 2017, we amended the sealed bottles with one of two treatments:</p><p>(A) No amendment (natural abundance controls) and (B) 10% 15 N 2 (98% enriched, Cambridge Isotope Laboratories Inc). In 2019 and 2021, we incorporated an additional treatment into the experimental design, aimed to capture the dynamics of CH 4 -induced N 2 fixation: (C) 10% 15 N 2 + 1% 13 CH 4 (99% enriched, Cambridge Isotope Laboratories Inc). Each treatment had a minimum of 3 replicates per enclosure per year <ref type="table">(n = 5 in 2017</ref>, <ref type="table">n = 3 in 2019</ref>, <ref type="table">n = 4 in 2021</ref>). An overview of the experimental setup and number of replicates is provided in Table <ref type="table">S1</ref>. Before adding labeled gases, headspace volume was adjusted in each serum bottle by adding or removing gas using a sterile syringe to maintain equal pressure between treatments (Table <ref type="table">S2</ref>).</p><p>In June 2017, the 15 N 2 incubations were performed using moss that was collected inside the SPRUCE enclosures and then shipped to the lab at ORNL. At ORNL, the samples were incubated inside growth chambers set to the temperature measured inside each SPRUCE enclosure <ref type="bibr">(Carrell et al., 2019)</ref>. In 2019 and 2021, incubations were performed in situ by nestling the serum bottles upside down (capitula facing upwards) into the bog surface, where the samples were collected <ref type="bibr">(Larmola et al., 2014)</ref>. This approach minimized the time between sampling collection and incubation, while also subjecting the incubations to truly in situ light and temperature conditions within each SPRUCE enclosure. Bottles were incubated in the bog for 48 hours, removed, and processed for sampling: (1) headspace concentrations of CO 2 and CH 4 , (2) moss tissue water content, (3) stable isotope analysis of moss tissue, and (4) 16 S rRNA gene sequencing. Headspace was sampled directly from each bottle, while the moss tissue was divided into separate subsamples. One subsample was used for tissue water content and stable isotope analysis, while the other was immediately frozen on dry ice for 16 S rRNA gene sequencing.</p><p>From headspace samples, concentrations of CO 2 and CH 4 were determined by gas chromatography (GC) and &#948; 13 CO 2 was measured using isotope ratio mass spectrometry. From dried Sphagnum tissue, elemental and stable isotopic composition were determined at the University of Georgia-Center for Applied Isotope Studies (CAIS <ref type="url">https://cais.uga.edu/</ref>) using the micro-Dumas method and isotope ratio mass spectrometry, respectively. Additional details are provided in the Supplementary Methods.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.3.2">| Sphagnum tissue water content and stable isotope analysis</head><p>The concentration and isotopic composition of solid phase C and N was determined for a subset of moss tissue (~3 individuals) from each replicate incubation (data citation: <ref type="bibr">Petro et al., 2023)</ref>. Tissue was dried at 60&#176;C for 48 h, ground by bead-beating in a TissueLyser II (QIAGEN), and a 2-3 mg aliquot was placed into tin capsules.</p><p>Water content (%) of the moss was determined by weighing the samples immediately after removal from the incubation bottles and again after drying at 60&#176;C for 48 h. Tissue water content (TWC) was then calculated as: TWC = (Wet - Dry)/Wet. Elemental and stable isotopic composition were determined at the University of Georgia-Center for Applied Isotope Studies (CAIS <ref type="url">https://cais.uga.edu/</ref>) using the micro-Dumas method and isotope ratio mass spectrometry, respectively. The 13 C natural abundance is expressed as the per mil (&#8240;) deviation from the Pee Dee Belemnite standard (PDB) 13 C: 12 C ratio (&#948; 13 C), while 15 N natural abundance was expressed as the &#8240; deviation from the N 2 atmospheric 15 N: 14 N ratio (&#948; 15 N).</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.3.3">| Rate calculations</head><p>Nitrogen fixation rates were determined from the enrichment of 15 N 2 -derived N in moss tissue after incubation, and calculations were performed as described in <ref type="bibr">(Lepp&#228;nen et al., 2013)</ref>. Rates of CH 4 -induced N 2 fixation were calculated by subtracting rates of N 2 fixation measured in samples amended with 15 N 2 from samples amended with 15 N 2 + 13 CH 4 . These calculations were performed for paired samples that were collected from the same enclosure during the same year. A mass balance approach was employed to estimate rates of CH 4 oxidation-by quantifying the incorporation of 13 CH 4derived C into moss biomass (2019 and 2021) as well as the concentration of 13 CO 2 present in the incubation headspace to capture oxidized 13 CH 4 that had not been incorporated into moss or microbial biomass (2021 only). Concentrations of CO 2 were measured in the headspace samples using gas chromatography, while &#948; 13 CO 2 was measured using isotope ratio mass spectrometry. Additional details are provided in the Supplementary Methods. Rates of N 2 fixation and CH 4 oxidation are publicly available at <ref type="bibr">Petro et al., (2023)</ref>.</p><p>To scale measured rates of N 2 fixation and CH 4 oxidation to the ecosystem level, rates per gram of dry Sphagnum were normalized to bog surface area (m 2 ) using estimates of Sphagnum stem mass present at the SPRUCE site in October 2021 (data citation <ref type="bibr">: Norby &amp; Childs, 2018)</ref>. Stem mass (g/m 2 ) was estimated from 11.32 cm 2 columns filled with living Sphagnum at a stem density (number of stems/m 2 ) similar to that of the bog (see details in Supplementary Methods). Scaled rates were expressed annually by assuming stable and consistent activity throughout the growing season at the site, from April 15-October 15 <ref type="bibr">(Norby et al., 2019)</ref>.</p><p>While ecosystem scaled rates represent the potential activity by diazotrophs and methanotrophs under typical Sphagnum dominance, we wanted to capture the compounding effects that Sphagnum mortality will have on microbial inputs. Thus, to account for changes in Sphagnum density caused by warming, Sphagnum groundcover was quantified inside each experimental enclosure at the SPRUCE site from 2016-2021. Sphagnum coverage was assessed by visually estimating the percentage of bare ground or dead moss present inside permanently located sample points measuring 5 cm &#215; 5 cm inside each enclosure (n = 25 per enclosure). At the end of each growing season, cover of bare ground or dead moss was estimated to the nearest 10% and averaged over the 25 sample points. Additional details are available in <ref type="bibr">Norby et al. (2019)</ref>. Ecosystem-level rates were normalized to the percent coverage of live Sphagnum moss present inside the experimental enclosure in which the rates were measured.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.3.4">| Statistical analyses</head><p>To evaluate the effect of the experimental treatments on the observed N dynamics, we used mixed effects linear models to predict resin-available NH 4 -N as well as Sphagnum tissue N-concentrations and &#948; 15 N. For the full model predicting resin-available NH 4 -N, fixed effects included the air temperature (measured at 0.5 m above the hollow surface), CO 2 treatment, year, air temperature &#215; CO 2 treatment, and year &#215; CO 2 treatment. We used a similar approach to construct mixed-effects models predicting Sphagnum tissue Nconcentrations, &#948; 15 N, and diazotrophic activity, however we added resin-available NH 4 -N to the full models due to its potential role in impacting Sphagnum N-dynamics. We also included Sphagnum water content in the full models predicting diazotrophic activity, due to previous observations linking higher N 2 fixation rates to water contents in peat <ref type="bibr">(Warren et al., 2017)</ref>. Air temperature was selected for these analyses for consistency with previous models on Sphagnum gross primary production <ref type="bibr">(Walker et al., 2017)</ref> and growth <ref type="bibr">(Norby et al., 2019)</ref> at the SPRUCE site. The final, best-fit models are provided in Tables <ref type="table">S3</ref> and <ref type="table">S4</ref>. Additional details on model selection are provided in the Supplementary Methods.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.4">| Microbial community composition</head><p>To link changes in microbial processes with microbial community composition, 16 S rRNA gene amplicon sequencing was performed on a subset of Sphagnum individuals from the in situ labeling experiments. DNA was extracted from one Sphagnum individual in each of the unamended incubations in July 2019 and 2021 (n = 3 per enclosure per year, total extractions = 56). The V4 region of the 16 S rRNA gene was amplified using the primers 515F-Y (5&#8242;-GTGYC AGC MGC CGC GGTAA) and 806R-Apprill (5&#8242;-GGACT ACN VGG GTW TCTAAT) <ref type="bibr">(Apprill et al., 2015;</ref><ref type="bibr">Caporaso et al., 2011)</ref>. Reactions were performed using 0.76 &#956;M each of mitochondrial (mPNA) and plastid (pPNA) peptide nucleic acid (PNA) clamps, which have been shown to reduce plant plastid and mitochondrial DNA amplification in PCR reactions <ref type="bibr">(Lundberg et al., 2013)</ref>. Triplicate PCR products were pooled together and sequenced on an Illumina MiSeq2000 platform using a 500-cycle v2 sequencing kit (250 paired-end reads) at the Georgia Tech High Throughput DNA Sequencing Core in Atlanta, GA. The raw 16 S rRNA gene sequences have been deposited in the BioProject database (<ref type="url">http://ncbi.nlm.nih.gov/biopr oject</ref>) under accession PRJNA891328.</p><p>Prior to analyzing the sequences, we used Cutadapt v.2.0 <ref type="bibr">(Martin, 2011)</ref> to remove primers from the raw fastq files. All subsequent steps were performed using R v.4.2.0 (R Core Team, 2022). We processed the trimmed reads using the DADA2 workflow (v.1.24; <ref type="bibr">Callahan et al., 2016)</ref> to infer amplicon sequence variants (ASVs) and assigned taxonomy using the SILVA SSU rRNA reference alignment (Release 138; <ref type="bibr">Quast et al., 2012)</ref>. Additional details on sequencing library preparation and downstream analyses are provided in the Supplementary Methods.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3">| RE SULTS</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1">| Warming and elevated CO 2 influence Ncycling in surface peat</head><p>Resin-available NH 4 -N was influenced by warming and CO 2 treatment in the experimental enclosures (Figure <ref type="figure">1</ref>), but the magnitude of the response varied by year (Figure <ref type="figure">S1</ref>). In the ambient CO 2 enclosures, NH 4 -N increased with air temperature, with significant responses observed in 2019 and 2020. This trend was absent in the enclosures treated with elevated CO 2 (Figure <ref type="figure">1</ref>; Figure <ref type="figure">S1</ref>). The significant effect of CO 2 on NH 4 -N variability was reflected in the best fit model, which included the monthly average air temperature (measured at 50 cm above the peat surface during May-August), CO 2 treatment, and sampling year, with experimental enclosure added as a random effect (Table <ref type="table">S3</ref>; conditional R 2 = .66). The model also included a significant interaction between temperature and CO 2 treatment, indicating that NH 4 -N availability did not increase with warming under elevated CO 2 .</p><p>Little year-to-year variation was shown for resin-available NH 4 -N in each enclosure (Figure <ref type="figure">S2</ref>), with the exception that concentrations beds were not correlated (Figure <ref type="figure">S4</ref>). Shifts in belowground N availability were also captured in Sphagnum tissue chemistry (Figure <ref type="figure">2</ref>).</p><p>In the unheated (+0&#176;C) enclosure with ambient CO 2 , Sphagnum tissue 15 N averaged -2.8 &#177; 0.3&#8240; (Figure <ref type="figure">1</ref>). This value increased with warming, reaching an average of 3.3 &#177; 0.8&#8240; in the warmest (+9&#176;C)</p><p>enclosure. Sphagnum tissue from enclosures with elevated CO 2 displayed the opposite trend, with 15 N decreasing with warming from 0.5 &#177; 0.7&#8240; (+0&#176;C) to -2.6 &#177; 0.2&#8240; (+9&#176;C). While temperature and elevated CO 2 were the best predictors of Sphagnum 15 N, a significant effect of resin-available NH 4 -N was also captured in the best fit model (Conditional R 2 = .81; Figure <ref type="figure">2b</ref>, Table <ref type="table">S4</ref>). The model also included a significant interaction between temperature and elevated CO 2 , indicating that Sphagnum tissue 15 N decreases with warming under elevated CO 2 . Changes in Sphagnum N-concentrations paralleled Sphagnum 15 N (Figure <ref type="figure">2a</ref>), with a positive correlation observed between the two (R 2 = .29, p &lt; .001; Figure <ref type="figure">S5</ref>). However, Sphagnum N-concentrations were better predicted by resin-available NH 4 -N than warming (Figure <ref type="figure">2b</ref>; Table <ref type="table">S4</ref>). In fact, a model including temperature did not provide a better fit to the N-concentration data.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.2">| Diazotrophy and methanotrophy are decoupled at warmer temperatures</head><p>Rates of N 2 fixation by Sphagnum-associated diazotrophs varied with warming and CO 2 treatment (Figure <ref type="figure">3a</ref>; Figure <ref type="figure">S6</ref>).</p><p>Under ambient CO 2 , N 2 fixation decreased with warming from 15 &#177; 3 nmol N 2 g -1 h -1 (+0&#176;C) to 6 &#177; 2 nmol N 2 g -1 h -1 (+9&#176;C). Similar to changes in Sphagnum tissue chemistry, the diazotroph response to warming was altered under elevated CO 2 (Figure <ref type="figure">3a</ref>). In the unheated plots (+0&#176;C), the addition of 1% 13 CH 4 to the incubations stimulated N 2 fixation activity by 103% to 227% relative to the 15 N 2 incubations performed without added 13 CH 4 (Figure <ref type="figure">3b</ref>; Figure <ref type="figure">S6</ref>). This enhancement of N 2 fixation was suppressed at higher temperatures, resulting in a linear decline in CH 4 -induced rates of N 2 fixation with warming (R 2 = .38, p = .007). The best overall model to explain the variability in N 2 fixation activity included temperature, elevated CO 2 , 13 CH 4 addition, and Sphagnum water content, with sampling year included as a random effect (Conditional R 2 = .56; Table <ref type="table">S4</ref>). The model also included significant interactions between temperature and elevated CO 2 , as well as temperature and 13 CH 4 addition. The negative interaction coefficient between temperature and 13 CH 4 addition indicates that warming disrupts the enhancement of N 2 fixation by CH 4 , which supports our observation of decreasing CH 4 -induced rates of N 2 fixation with warming (Figure <ref type="figure">3b</ref>). While Sphagnum water content was kept within the final model, it had a non-significant effect on N 2 fixation rates. Similarly, we observed no correlation between moss water contents and rates of diazotrophy (Figure <ref type="figure">S7</ref>).</p><p>Interestingly, a model including resin-available NH 4 -N did not provide a better fit to the N 2 fixation data. To identify the effects of more localized N availability on N 2 fixation activity, we fit a separate model for N 2 fixation rates measured in 2019, using porewater NH 4 + concentrations in Sphagnum moss beds as the predictor variable.</p><p>Using this approach, we observed a significant negative correlation between N 2 fixation rates and porewater NH 4 + concentrations for parallel samples collected in July 2019 (Figure <ref type="figure">S8</ref>).</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.3">| Warming stimulates methane oxidation in the Sphagnum microbiome</head><p>In 2019, we did not detect any significant effects of warming or elevated CO 2 on CH 4 oxidation activity, measured as rates of 13 CH 4derived C into Sphagnum biomass (Figure <ref type="figure">S9a</ref>). However, by 2021 we began to see the effects of warming on methanotrophic activity, with varying responses observed under ambient and elevated CO 2 (Figures <ref type="figure">S9b</ref> and <ref type="figure">S10</ref>). Under ambient CO 2 , the rate of 13 CH 4 -C incorporation into moss biomass increased with increasing temperatures, with little enrichment of 13 CO 2 in the incubation headspace.</p><p>In contrast, 13 CH 4 -C accumulated both within the moss tissue and as 13 CO 2 in the incubation headspace under elevated CO 2 (Figure <ref type="figure">S10</ref>).</p><p>In line with this observation, rates of CH 4 oxidation measured via incorporation of 13 CH 4 -C in headspace CO 2 varied significantly between ambient and elevated CO 2 treatments (p &lt; .05; Figure <ref type="figure">S11a</ref>).</p><p>However, across all temperature treatments, there was significantly more 13 CH 4 -C incorporation into moss biomass than 13 CO 2 in both Table S4. Asterisks indicate level of significance at p &lt; .001***; p &lt; .01** and p &lt; .05*. [Colour figure can be viewed at wileyonlinelibrary.com] F I G U R E 3 (a) Changes in N 2 fixation rates with warming and elevated CO 2 . Rates of N 2 fixation were measured using incubations of living Sphagnum moss with 10% 15 N 2 (top) or 10% 15 N 2 and 1% 13 CH 4 (bottom). Average air temperatures represent the temperature measured at 50 cm above the hollow surface and averaged throughout the month when the Sphagnum incubations were performed. (b) Methane-induced rates of N 2 fixation across temperature treatments. Rates of CH 4 -induced N 2 fixation were calculated by subtracting rates of N 2 fixation measured in samples amended with 15 N 2 from samples amended with 15 N2 + 13 CH 4 . These calculations were performed for paired samples that were collected from the same enclosure during the same year. Lines indicate significant linear regressions against temperature. [Colour figure can be viewed at wileyonlinelibrary.com] ambient and elevated CO 2 treatments (p &lt; .05; Figure <ref type="figure">S10b</ref>). By combining 13 CH 4 -C assimilation into biomass with headspace 13 CO 2 accumulation, total rates of CH 4 oxidation in 2021 were shown to increase by 10X in response to warming, regardless of CO 2 treatment (Figure <ref type="figure">4a</ref>). Total rates of CH 4 oxidation were not significantly impacted by Sphagnum water content measured within the incubated samples (Figure <ref type="figure">S11b</ref>).</p><p>Along with increased CH 4 oxidation rates, we detected a significant increase in porewater CH 4 concentrations with warming (mixed effects model R 2 = .36; Figure <ref type="figure">4b</ref>, Table <ref type="table">S3</ref>). While porewater CO 2 concentrations were also positively correlated with warming, [CO 2 ] increased at a lower rate relative to porewater [CH 4 ] (Figure <ref type="figure">S12</ref>).</p><p>This difference in the magnitude of response to warming resulted in a decreasing CO 2 :CH 4 ratio (Figure <ref type="figure">S12c</ref>). None of the changes in porewater CH 4 or CO 2 concentrations were significantly impacted by elevated CO 2 treatments in the enclosures.  <ref type="figure">5a</ref>). We found no significant differences in Sphagnum groundcover between ambient and elevated CO 2 enclosures.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.4">| Major losses of Sphagnum limit microbial processes at the ecosystem-scale</head><p>Percent coverage of living Sphagnum moss inside each experimental enclosure was used to scale up our measurements of diazotrophy and methanotrophy to the ecosystem level. Estimates of annual N 2 fixation rates remained constant in the cooler temperature treatments, with average inputs of 0.27 &#177; 0.04 and 0.23 &#177; 0.03 g N m -2 year -1 from Sphagnum diazotrophs at +0 and +2.25&#176;C, respectively (Figure <ref type="figure">5b</ref>). Above +2.25&#176;C, the estimated N input decreased significantly to just 0.05 &#177; 0.01 g N m -2 year -1 at 4.5&#176;C and 0.02 &#177; 0.01 g N m -2 year -1 at +9&#176;C. Changes in the estimated annual N input by Sphagnum-associated diazotrophs were driven by the combined effects of decreased N 2 fixation rates and increased Sphagnum mortality with warming. Although we observed significant differences in annual N 2 fixation estimates between CO 2 treatments, these differences were not consistent across the temperature treatment gradient. Annual CH 4 oxidation rates mediated by Sphagnum-associated methanotrophs did not exhibit the same temperature response as our N 2 fixation estimates. In contrast, annual CH 4 oxidation rates remained relatively stable across the temperature treatments, with a mean rate of 0.08 &#177; 0.02 g C m 2 year -1</p><p>(Figure <ref type="figure">5c</ref>). The lack of temperature effect was driven by the exponential increase in CH 4 oxidation rates with warming (Figure <ref type="figure">4a</ref>), which offset the massive loss in Sphagnum groundcover.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.5">| Warming alters the microbiome composition</head><p>Sphagnum-associated prokaryotic communities were dominated by ASVs affiliated with the Proteobacteria (61 &#177; 6%), Cyanobacteria (10 &#177; 7%), Acidobacteria (10 &#177; 3%),</p><p>Changes in Sphagnum moss coverage inside SPRUCE experimental enclosures. Coverage was estimated by visually inspecting the percentage of bare or dead Sphagnum groundcover present in each enclosure during the end of the growing season (October) in each specified year. Colors indicate the temperature treatments (as &#176;C above ambient) that are maintained annually. (b + c) Ecosystem-level estimates of annual rates of N 2 fixation (b) and CH 4 oxidation (c) performed by members of the Sphagnum microbiome. Annual rates were calculated by scaling up measured rates of each process, using estimates of the % Sphagnum coverage present in each experimental enclosure. [Colour figure can be viewed at wileyonlinelibrary.com]</p><p>Planctomycetota (6 &#177; 2%), and Verrucomicrobiota (5 &#177; 3%) phyla (Figure <ref type="figure">S14</ref>). Warming was the most significant driver of overall microbial community composition, with average air temperature explaining nearly 60% of the variability in community structure (R 2 = .57, p &lt; .001; Figure <ref type="figure">S15</ref>; Table <ref type="table">S5</ref>). CO 2 treatment, sampling year, Sphagnum tissue water content, and resin-available NH 4 -N each explained a lesser, albeit significant, amount of variability in microbial community composition (Table <ref type="table">S5</ref>). Using differential abundance analysis, we identified numerous genera that varied with temperature in the experimental enclosures (Figure <ref type="figure">6</ref>). Several taxa that were depleted in the warmer en- Approximately 19% and 2% of all retrieved prokaryotic amplicon sequences were affiliated with known putative diazotrophic and/ or methanotrophic taxa, respectively (Figure <ref type="figure">S16</ref>). Further analysis of abundant genera comprising the diazotrophic and methanotrophic communities revealed the potential for significant overlap between the two functional guilds-of the 6 most abundant genera from both groups (12 total genera), 50% may be capable of performing both processes (Table <ref type="table">S6</ref>). Many of these dominant taxa were negatively correlated with warming, including putative diazotrophs of the Burkholderia-Caballeronia-Paraburkholderia genus (Table <ref type="table">S6</ref>; Figure <ref type="figure">S18</ref>). Consistent with our differential abundance analysis (Figure <ref type="figure">6</ref>), we also observed negative correlations between diazotrophic members of the Nostocaceae, Beijerinckiaceae, and Methylacidiphilaceae families with warming (Table <ref type="table">S6</ref>; Figure <ref type="figure">S18</ref>).</p><p>In contrast, methanotrophic members of the Methylopilaceae and Methylorosula were positively correlated with warming. Collectively, these changes led to an overall decline in both the total relative abundance of diazotrophic taxa (R 2 = .46, p &lt; .001; Figure <ref type="figure">S16</ref>) and diazotrophic methanotrophs (Figure <ref type="figure">7</ref>) with increasing temperature in 2021. In parallel, we observed an exponential increase in the relative abundance of methanotrophic and methylotrophic taxa that are not affiliated with known diazotrophic species (Figure <ref type="figure">7</ref>). This increase was almost entirely driven by two alphaproteobacterial ASVs belonging to the Methylorosula and Methylopilaceae, which increased in relative abundance from 0% in the unheated enclosures to 3% and 1% in the warmest enclosures, respectively (Figure <ref type="figure">S19a</ref>). Rates of CH 4 oxidation, which also increased exponentially with warming (Figure <ref type="figure">4a</ref>), were significantly correlated with the relative abundance of the singular dominant Methylopilaceae ASV (Figure <ref type="figure">S19b</ref>; In the SPRUCE whole-ecosystem warming experiment, warming under ambient CO 2 significantly increased resin-available NH 4 -N in surface peat from 2017 to 2021 (Figure <ref type="figure">1</ref>). While these results are consistent with previous observations at the SPRUCE site compiled from 2014 to 2018 <ref type="bibr">(Iversen et al., 2022)</ref>, earlier responses to warming were constrained deeper in the peat profile, with only minor changes detected in surface peat <ref type="bibr">(Iversen et al., 2022)</ref>. This drying would be expected to offset these changes by enhancing N competition within the shallow rooting zone <ref type="bibr">(Malhotra et al., 2020;</ref><ref type="bibr">McPartland et al., 2020)</ref>. We therefore hypothesize that the increase in NH 4 -N is primarily caused by an increase in microbiallymediated organic matter mineralization, rather than a reduction in nutrient demand. In support of our observations, warming has been shown to accelerate heterotrophic respiration in peatlands, due to the combined effects of increased oxygen penetration from drying and changes in the composition and quality of organic matter <ref type="bibr">(Hanson et al., 2020;</ref><ref type="bibr">Hopple et al., 2020;</ref><ref type="bibr">Ofiti et al., 2022;</ref><ref type="bibr">Wilson et al., 2021)</ref>. By stimulating the decomposition of both fresh and ancient peat deposits, warming is expected to lead to a release of plantavailable N, previously immobilized in soil organic matter <ref type="bibr">(Salmon et al., 2021)</ref>. This release of N is likely to create a positive feedback by further promoting the growth of vascular plants that are typically limited by nutrients <ref type="bibr">(Berendse et al., 2001;</ref><ref type="bibr">Lamers et al., 2000;</ref><ref type="bibr">van Breemen, 1995)</ref>.</p><p>In addition to the effects of warming on N availability, we also observed a significant interaction between warming and elevated CO 2 treatments (Figure <ref type="figure">1</ref>; Figure <ref type="figure">S1</ref>; Table <ref type="table">S3</ref>) that was not seen in earlier years of the SPRUCE experiment <ref type="bibr">(Iversen et al., 2022)</ref>. Elevated concentrations of atmospheric CO 2 offset the effects of warming, F I G U R E 7 Shifts in the relative abundance of diazotrophic and/or methanotrophic taxa in the Sphagnum microbiome with warming. Putative diazotrophic and/or methanotrophic taxa were identified by their relationship to taxa known to perform either process, through cultivation and/or genomic approaches. Diazotrophic methanotrophs are related to taxa known to perform both processes, while nondiazotrophs are related to taxa that have been demonstrated to perform either methanotrophy or methylotrophy, but not demonstrated to fix N. The relative abundances of each functional guild are separated according to the temperature treatments (&#176;C above ambient temperatures) maintained at SPRUCE. Enclosures with ambient and elevated CO 2 treatments are merged, as we found no significant differences in compositional abundance between the two treatments. [Colour figure can be viewed at wileyonlinelibrary.com]</p><p>disrupting the accumulation of NH 4 -N observed under ambient CO 2 .</p><p>The potential for increased N limitation under elevated CO 2 is supported by previous observations at the SPRUCE site, including reduced surface peat N concentrations <ref type="bibr">(Ofiti et al., 2022)</ref> and elevated C:N contents of fine-roots <ref type="bibr">(Malhotra et al., 2020)</ref> relative to ambient CO 2 conditions. The impact of elevated CO 2 on N availability may be explained by increased N competition due to enhanced vascular plant productivity from CO 2 fertilization <ref type="bibr">(Malhotra et al., 2020;</ref><ref type="bibr">Norby et al., 2010)</ref>.</p><p>In addition to directly increasing N utilization by vascular plants, CO 2 fertilization can also increase the N demand of peat microbial com- Our resin-available NH 4 -N observations were supported by trends in porewater NH 4 + which increased with warming only under ambient CO 2 (Figure <ref type="figure">S3</ref>). While the observed N dynamics were similar, the two datasets were not significantly correlated (Figure <ref type="figure">S4</ref>). This discrepancy is likely caused by inherent differences in the two sampling approaches, which represent different spatial and temporal components of the bog N-cycle. Porewater sampled from beneath the living Sphagnum represent a snapshot of NH 4 -N that is immediately available to the Sphagnum phytobiome at the time and place of sampling. In contrast, ion-exchange resins represent an integration of plant-available NH 4 -N over broader temporal and spatial scales <ref type="bibr">(Bridgham et al., 2001;</ref><ref type="bibr">Iversen et al., 2022;</ref><ref type="bibr">Skogley &amp; Dobermann, 1996)</ref>. Due to the depth of the resins (10 cm), the measured NH 4 -N may not be immediately available to Sphagnum and its microbial partners. As such, resins are more representative of larger scale patterns in N-dynamics present within the surface peat, rather than a discrete measurement of the mosses' N availability.</p><p>While warming stimulates N mineralization by enhancing heterotrophic respiration, it has also been shown to significantly alter the composition and quality of organic matter in surface peat.</p><p>Changes in the belowground C cycle are largely due to the increased productivity of vascular plants, which shuttle an ample supply of labile organic matter belowground in the form of root exudates <ref type="bibr">(Malhotra et al., 2020;</ref><ref type="bibr">Wilson et al., 2021)</ref>. After just 2 years of warming, changes in plant-derived organic matter composition were linked to a stimulation in methanogenesis at the bog surface, resulting in a higher production of CH 4 relative to CO 2 <ref type="bibr">(Wilson et al., 2016</ref><ref type="bibr">(Wilson et al., , 2021))</ref>. Here, we observe a continued response of methanogenesis to warming, evidenced by a net increase of CH 4 concentrations measured in surface porewaters (Figure <ref type="figure">4b</ref>; Figure <ref type="figure">S12</ref>). In contrast to the observed NH 4 -N responses, elevated CO 2 treatment did not impact porewater CH 4 (Table <ref type="table">S3</ref>). This indicates that the response of CH 4 production to warming is influenced by factors other than plant-derived C inputs, which have been shown to increase in response to elevated CO 2 and warming <ref type="bibr">(Ofiti et al., 2022)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.2">| Changes in N and C cycling are linked to alteration of Sphagnum growth and microbiome activity</head><p>The pronounced response of belowground N and C cycling to warming was accompanied by major disruptions to the Sphagnum phytobiome, including widespread Sphagnum mortality as well as a shift in the activity and composition of the living Sphagnum microbiome. While the negative effects of warming on Sphagnum growth and NPP have been well-documented <ref type="bibr">(Bragazza, 2008;</ref><ref type="bibr">Buttler et al., 2015;</ref><ref type="bibr">Jassey et al., 2013;</ref><ref type="bibr">Jassey &amp; Signarbieux, 2019;</ref><ref type="bibr">Norby et al., 2019;</ref><ref type="bibr">Walker et al., 2006)</ref>, the specific mechanisms underlying this response are unclear. One cause may be the direct effects of warming-induced drying and subsequent seasonal lowering of the water table, which can reduce Sphagnum growth by desiccation <ref type="bibr">(Goetz &amp; Price, 2016;</ref><ref type="bibr">Norby et al., 2019;</ref><ref type="bibr">Schipperges &amp; Rydin, 1998)</ref>. A less explored cause of Sphagnum decline may be the indirect effects of warming on the belowground N cycle, manifested as an influx of plant-available N to these typically severely N-limited environments. Sphagnum has been shown to be highly sensitive to N-fertilization, with multiple studies demonstrating a decrease in Sphagnum growth in response to enhanced N availability and increased tissue N <ref type="bibr">(Berendse et al., 2001;</ref><ref type="bibr">Fritz et al., 2012;</ref><ref type="bibr">Gunnarsson &amp; Rydin, 2000;</ref><ref type="bibr">Larmola et al., 2013;</ref><ref type="bibr">Limpens et al., 2011;</ref><ref type="bibr">Wieder et al., 2019)</ref>. Elevated temperatures exacerbate this response, making Sphagnum more sensitive to the negative effects of high N <ref type="bibr">(Limpens et al., 2011)</ref>. While the impacts of N-fertilization on Sphagnum production are largely attributed to increased competition for light from vascular plant species <ref type="bibr">(Berendse et al., 2001;</ref><ref type="bibr">Bubier et al., 2007;</ref><ref type="bibr">Lamers et al., 2000;</ref><ref type="bibr">Larmola et al., 2013)</ref>, accumulation of excess N in Sphagnum tissue may also limit production through direct physiological effects <ref type="bibr">(Fritz et al., 2012;</ref><ref type="bibr">Granath et al., 2012;</ref><ref type="bibr">Limpens &amp; Berendse, 2003;</ref><ref type="bibr">Nordin &amp; Gunnarsson, 2000;</ref><ref type="bibr">Rudolph &amp; Voigt, 1986)</ref>.</p><p>The present study provides strong evidence indicating that the Sphagnum phytobiome is impacted by high NH 4 -N availability in surface peat. Sphagnum N concentrations increased with increased resin-available NH 4 -N, indicating that the moss is assimilating N from the surface peat (Figure <ref type="figure">2</ref>; Table <ref type="table">S4</ref>). Under conditions of high NH 4 -N availability, moss N concentrations quickly surpassed a previously estimated 'critical threshold' of 10 mg N/g (1% N), above which N availability fails to enhance moss growth and Sphagnum becomes susceptible to increased competition from vascular plants <ref type="bibr">(Lamers et al., 2000)</ref>. Moss tissue &#948; 15 N also increased significantly with NH 4 -availability, suggesting that the changes in tissue N content are linked to altered mechanisms of N-acquisition (Figure <ref type="figure">2</ref>; Table <ref type="table">S4</ref>; <ref type="bibr">Craine et al., 2015)</ref>. Specifically, the increased tissue &#948; 15 N may indicate that the moss is acquiring more of its N from peat decomposition relative to diazotrophy or precipitation, as the higher &#948; 15 N more closely resembles the signature of peat from 0 to 50 cm depth <ref type="bibr">(Hobbie et al., 2017)</ref>.</p><p>Changes in moss tissue chemistry were paralleled by a shift in the activity of Sphagnum-associated diazotrophs. N 2 fixation rates declined with warming under ambient CO 2 , suggesting that the rapid accumulation of NH 4 -N switches off diazotrophy in the Sphagnum microbiome (Figure <ref type="figure">3</ref>; Figure <ref type="figure">S6</ref>; Table <ref type="table">S4</ref>). This is consistent with our expectations, as N availability was previously shown to inhibit diazotrophy in a number of plant microbiomes <ref type="bibr">(Klarenberg et al., 2022;</ref><ref type="bibr">Kox et al., 2016;</ref><ref type="bibr">Lepp&#228;nen et al., 2013;</ref><ref type="bibr">Rousk &amp; Michelsen, 2016)</ref>.</p><p>Contrary to our expectations, resin-available NH 4 -N was not a significant predictor of N 2 fixation rates (Table <ref type="table">S4</ref>). A potential explanation could be that diazotrophs respond to warming more strongly than N availability, limiting our ability to detect the effect of resinavailable NH 4 -N. However, the discrepancy may also result from the speed at which diazotrophs regulate N 2 fixation activity <ref type="bibr">(Klipp et al., 2005)</ref>, making it difficult to link snapshot rate measurements with similarly dynamic patterns of N availability in the belowground environment. Moss tissue chemistry should more accurately reflect changes in plant N acquisition integrated over time, which explains the parallel responses of Sphagnum %N and &#948; 15 N to resin-available NH 4 -N (Figure <ref type="figure">2</ref>; Table <ref type="table">S4</ref>).</p><p>Similar to the resin-available NH 4 -N response, the observed changes in Sphagnum N-dynamics were all impacted by elevated CO 2 . The best-fit models to explain moss &#948; 15 N and diazotrophic activity both contained significant interactions between temperature and CO 2 treatment, indicating that elevated CO 2 impacted the warming responses observed under ambient CO 2 (Figures <ref type="figure">2</ref> and <ref type="figure">3</ref>;</p><p>Tables <ref type="table">S3</ref> and <ref type="table">S4</ref>). These observations support the interpretation that warming-induced changes in N-cycling may be moderated, or even disrupted, by elevated CO 2 . Additionally, changes in Sphagnum tissue N were significantly negatively impacted by the interaction between year and CO 2 treatment (Figure <ref type="figure">2</ref>; Table <ref type="table">S4</ref>). This may indicate that elevated CO 2 treatments are having a cumulative effect on the observed N-dynamics, resulting in gradually lower Sphagnum N concentrations over time.</p><p>The impacts of warming and NH 4 -N availability on N 2 fixation activity were especially pronounced in the incubations when 13 CH 4 was added. Under ambient temperatures, the addition of 13 CH 4 to our incubations enhanced N 2 fixation by 103%-227%, supporting previous evidence that diazotrophy and methanotrophy are coupled in the Sphagnum phytobiome <ref type="bibr">(Ho &amp; Bodelier, 2015;</ref><ref type="bibr">Kolton et al., 2022;</ref><ref type="bibr">Larmola et al., 2014;</ref><ref type="bibr">Vile et al., 2014)</ref>. Warming appeared to decouple these processes, as evidenced by a stronger reduction in N 2 fixation rates with warming in incubations that were amended with 13 CH 4 (Table <ref type="table">S4</ref>). This apparent decoupling was also supported by estimated rates of CH 4 -induced diazotrophy, which declined significantly with warming (Figure <ref type="figure">3b</ref>). This decoupling represents a critical shift in the function of the Sphagnum phytobiome with major implications for the ecosystem response to climate change drivers, as these two processes play a vital role in regulating C and N cycles in boreal peatlands <ref type="bibr">(Ho &amp; Bodelier, 2015;</ref><ref type="bibr">Vile et al., 2014)</ref>.</p><p>While N 2 fixation and its coupling to methanotrophy were negatively impacted by warming, CH 4 oxidation rates increased exponentially with temperature in 2021 (Figure <ref type="figure">4a</ref>). CH 4 oxidation rates did not change significantly with Sphagnum water content (Figure <ref type="figure">S11b</ref>), indicating that drying of the Sphagnum during the 2021 drought was not responsible for the observed increase in rates. Rather, CH 4 oxidation was likely stimulated by increased CH 4 supply in surficial porewater (Figure <ref type="figure">4b</ref>), resulting from the enhancement of methanogenic activity with warming <ref type="bibr">(Wilson et al., 2021)</ref>.</p><p>Given significant Sphagnum mortality imposed by warming (Figure <ref type="figure">5a</ref>), diazotrophs and methanotrophs within the Sphagnum microbiome will experience habitat losses that will further exacerbate the effects of warming on their roles in the N and C cycles.</p><p>This change is most striking for ecosystem-level inputs of N fixed by diazotrophs, which we estimate to decrease by approximately 93% from ambient temperatures to +9&#176;C (Figure <ref type="figure">5b</ref>). Under ambient temperatures, our estimated rates of annual N 2 fixation (0.27 &#177; 0.04 g N m -2 year -1 ) are consistent with previous work conducted at SPRUCE (0.23 &#177; 0.01 g N m -2 year -1 ;</p><p>Salmon et al., 2021) which indicates that diazotrophy accounts for one-third of the total N-input to this ombrotrophic bog. Our results therefore indicate a massive disruption to ecosystem N-cycling, represented by a shift from diazotrophic inputs within the Sphagnum phytobiome to N that is released from soil organic matter present below the living Sphagnum layer. In contrast to changes in N 2 fixation, annual CH 4</p><p>oxidation rates remained relatively stable across the temperature treatments (Figure <ref type="figure">5c</ref>), driven by the exponential increase in methanotrophic activity with warming (Figure <ref type="figure">4a</ref>) which offset Sphagnum mortality. Even with enhanced activity, these methanotrophs are unlikely to be able to counter the increase in CH 4 production with warming (Figure <ref type="figure">4b</ref>), as evidenced by a rise in CH 4 emissions measured at the SPRUCE site <ref type="bibr">(Hanson et al., 2020)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.3">| Functional shifts in the Sphagnum microbiome are linked to ecosystem disturbance</head><p>Warming had a pronounced impact on Sphagnum microbiome composition, indicating that changes in microbial activity are likely due to shifts in community structure. Warming was the most significant driver of overall microbial community composition, explaining nearly 60% of the variability in community structure (Figure <ref type="figure">S15</ref>; Table <ref type="table">S5</ref>).</p><p>Changes in community composition were largely driven by diazotrophic and methanotrophic taxa, which exhibited differential responses to warming. Generally, taxa related to known diazotrophs decreased in relative abundance with warming (Figures 6, S16, and S18), including members of the Nostocaceae family of Cyanobacteria, which are known to play a significant role in supporting moss health through the coordinated exchange of N and other metabolites <ref type="bibr">(Berg et al., 2013;</ref><ref type="bibr">Bragina et al., 2012;</ref><ref type="bibr">Carrell et al., 2021;</ref><ref type="bibr">Kostka et al., 2016)</ref>. Other taxa that declined in abundance with warming included a suite of putative methanotrophic diazotrophs, including members of the Beijerinckiaceae belonging to the Methylocella and Methylocystis genera (Table <ref type="table">S6</ref>). The Beijerinckiaceae were shown to make important contributions to the core Sphagnum microbiome in undisturbed peatlands, as evidenced by dual isotope tracer experiments and metatranscriptomics, in which they were demonstrated to couple diazotrophy and methanotrophy <ref type="bibr">(Kolton et al., 2022;</ref><ref type="bibr">St&#281;pniewska et al., 2018)</ref>. The collective losses of these and other taxa led to an overall reduction in the relative abundance of diazotrophic methanotrophs with warming (Figure <ref type="figure">7</ref>). This marked shift in community composition could account for the apparent decoupling of diazotrophy and methanotrophy in response to disturbance from climate drivers (Figure <ref type="figure">3b</ref>). A similar decline in the relative abundance of diazotrophic methanotrophs was observed in Sphagnum subjected to a shorter period of warming at SPRUCE <ref type="bibr">(Carrell et al., 2019)</ref>. The consistency of observed trends in our rate measurements along with biogeochemical determinations in the present study point to a more permanent shift in the functional role of the Sphagnum microbiome.</p><p>While diazotrophs were depleted with warming, several taxa displayed a positive response to increasing temperature. The taxa with the most positive response to warming consisted of putative methanotrophs or methylotrophs that have no demonstrated capability of N 2 fixation (Table <ref type="table">S6</ref>). Enrichment of non-diazotrophic methanotrophs occurred in parallel to a decrease in the abundance of diazotrophic methanotrophs (Figure <ref type="figure">7</ref>). The loss of diazotrophic methanotrophs from Sphagnum supports our rate measurements, which demonstrate that CH 4 additions fail to induce N 2 fixation at warmer temperatures (Figure <ref type="figure">3</ref>). This apparent decoupling between methanotrophy and diazotrophy appears to be driven by a loss of microorganisms that perform both processes in the Sphagnum microbiome, likely resulting from changes in the belowground environment, which favor methanotrophy (increased CH 4 supply; Figure <ref type="figure">4</ref>;  <ref type="table">S6</ref>). While these taxa have been found in diverse environments, they are not commonly associated with Sphagnum mosses <ref type="bibr">(Bragina et al., 2012;</ref><ref type="bibr">Kolton et al., 2022)</ref>. While these taxa comprised a negligible fraction of the Sphagnum microbiome under ambient conditions, they increased to relative abundances of 3%-6% in the warmest enclosures (Figure <ref type="figure">S17</ref>). Although these taxa are affiliated with known methanotrophs, they display the highest sequence identity to cultivated representatives of methylotrophs, which are capable of growth on methanol and other substrates rather than CH 4 <ref type="bibr">(Agafonova et al., 2015;</ref><ref type="bibr">Berestovskaya et al., 2012;</ref><ref type="bibr">Doronina et al., 1998;</ref><ref type="bibr">Li et al., 2011)</ref>. This is particularly surprising for the Methylopilaceae, whose relative abundance was significantly correlated to the rise in CH 4 oxidation rates (Figure <ref type="figure">S19</ref>). This dominant ASV may still function as a methanotroph in our studied system, displaying a metabolism that has evaded elucidation due to limited cultivation and/or genomic analyses. However, it is also possible that the Methylopilaceae are growing as methylotrophs, utilizing methanol that is released by other unidentified methanotrophic taxa. It is also possible that the Methylopilaceae are growing on methanol released by Sphagnum in response to stress from warming <ref type="bibr">(Dorokhov et al., 2018)</ref>. However, the strong correlation between this ASV and measured CH 4 oxidation rates indicates that these putative methylotrophs are likely responding to the enhanced availability of CH 4 in near-surface porewater. Their enrichment under increasingly methanogenic conditions demonstrates an additional shift in the functional capacity of the Sphagnum microbiome under climate change perturbations.</p><p>While increased Sphagnum mortality with warming (Figure <ref type="figure">5a</ref>)</p><p>will undoubtedly restrict the relative contributions of the Sphagnum microbiome to ecosystem function, we also expect that changes in the microbiome composition will impact Sphagnum productivity. Due to the microbiome's critical role in supporting Sphagnum health <ref type="bibr">(Bragina et al., 2014;</ref><ref type="bibr">Carrell et al., 2021;</ref><ref type="bibr">Kostka et al., 2016;</ref><ref type="bibr">Obermeier et al., 2019;</ref><ref type="bibr">Raghoebarsing et al., 2005)</ref>, it is likely that the observed shifts in composition will create a negative feedback, exacerbating Sphagnum's rapid demise. However, these specialized microbiomes may have the opposite effect by improving Sphagnum's thermotolerance, helping their hosts to survive the stress caused by warming <ref type="bibr">(Carrell et al., 2022)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5">| CON CLUS IONS</head><p>Climate models project that boreal peatlands will be particularly hard hit by climate change (IPCC, 2021). Here, we demonstrate that rising temperatures and atmospheric CO 2 concentrations have the potential to significantly alter C and N cycling in Sphagnum-dominated peatlands. Warming increased the availability of NH 4 -N, CH 4 , and CO 2 at the surface of the bog, likely due to enhanced decomposition of peat organic matter <ref type="bibr">(Hanson et al., 2020;</ref><ref type="bibr">Ofiti et al., 2022;</ref><ref type="bibr">Wilson et al., 2021)</ref>. These conditions stimulated Sphagnum-associated methanotrophs while suppressing diazotrophs, resulting in losses of keystone microbial taxa and the uncoupling of methanotrophic C cycling from N 2 fixation. Separation of these two processes may accelerate the impacts of rising temperatures on C and N cycling, as CH 4 -induced diazotrophy has been shown to play a key role in driving C and N accumulation in peatlands <ref type="bibr">(Ho &amp; Bodelier, 2015;</ref><ref type="bibr">Larmola et al., 2014)</ref>.</p><p>Many of the trends in N-dynamics observed under warming were impacted by elevated CO 2 . Treatments combining higher temperatures with elevated CO 2 had lower N-availability than warming treatments by themselves, indicating that rising CO 2 levels may counteract some of the effects caused by higher temperatures. This counteractive effect is likely due to enhanced immobilization of N by peat microorganisms, driven by the increased supply of labile root exudates in response to CO 2 fertilization (de <ref type="bibr">Graaff et al., 2007)</ref>.</p><p>Interestingly, we did not observe a similar interaction between warm- </p></div><note xmlns="http://www.tei-c.org/ns/1.0" place="foot" xml:id="foot_0"><p>13652486, 2023, 11, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/gcb.16651 by Georgia Institute Of Technology, Wiley Online Library on [22/08/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License</p></note>
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