Study area and ice sampling
The supraglacial algal community was sampled near the SW tip of the Greenland Ice Sheet (61°05'8708"N, 46°50'9442"W), close to the PROMICE station QAS-M (61°05'54.7"N, 46°50'01.0"W), at an elevation of 680 m. On July 12, 2020, surface ice was collected by scraping off the top ~2 cm, which were placed into two 5 L Whirl-pack bags (Nasco, USA). The two bags were closed by wrapping the bag top over itself several times, likely sealing the bag from exchange of gases with the atmosphere. The ice was allowed to melt under in situ light conditions at an ambient air temperature of ~4 °C. The ice took ~36 hrs to melt completely. The two bags of melted ice were combined into a single Whirl-pack bag, homogenized, subsampled and used for the incubations, as described below.
Incubation experiment: C-fixation and N-uptake
We performed stable isotope incubation experiments to measure autotrophic C-fixation from 13C-DIC and N-assimilation from 15NO3- and 15NH4+ of the supraglacial community. Additionally, we tested the effect of combined 15NH4+ and PO43-, and only PO43- (see Supplementary Figure 3 for a graphical overview of the set-up). The melted surface ice, without any amendments, represents the T0 time point of our incubation experiment. The homogenized meltwater was then distributed into five 1 L blue cap Schott bottles, in which four different treatments and one control were prepared. C-fixation by algae was traced by adding 30 µmol L-1 13C-labelled bicarbonate (13C-NaHCO3, ≥98 13C atom%; Sigma-Aldrich) to all treatments and control. N-assimilation was traced by adding 15N-labelled ammonium sulfate (15N-(NH4)2SO4) and 15N-labelled sodium nitrate (15N-NaNO3) to separate treatments (both ≥98 15N atom%, Sigma-Aldrich) at ~10 µM final concentration. The effect of PO43- availability on C and N uptake was assessed by adding potassium di-hydrogen phosphate at a final concentration of 10 µM to separate 13C-DIC-only and 13C-DIC+15N-NH4+ treatments. Once the tracers and nutrients were added, the liquid was gently homogenised and then further distributed from the 1L Schott bottles into triplicated 250 mL serum bottles, closed with butyl rubber stoppers and aluminium crimps, leaving a 10 mL air head-space. These bottles were then incubated under in situ conditions on the ice surface for ~30 hrs, where they received a total amount of shortwave radiation of 346 W m-2[65].
Subsamples were taken at T0 from the melted glacier ice without nutrient or tracer addition, T1 (~6 hrs incubation time since nutrient or tracer addition, from the 1 L Schott bottles) and at T2(~30 hrs incubation time, from the triplicate serum bottles). The following subsamples were taken: 1) for measurements of the atom% of the DIC pool after 13C-DIC addition (T1 and T2 time points), a liquid sample was collected with a syringe without headspace and bubble formation into 5.9 ml exetainers (Labco, Wales, UK), containing 100 µL saturated ZnCl2 solution to stop the biological activity. The exetainers were stored in the dark at 4 °C until analysis; 2) For bulk C-fixation and N-assimilation measurements, the sample (145-193 mL) was filtered onto pre-combusted (450 °C) glass fibre filters (GF/F nominal pore size of 0.7 µm; Whatman, Maidstone, UK) and stored in plastic dishes at -80 °C until analysis. All bottles and laboratory equipment, such as filtration towers and forceps, were cleaned by soaking in 5 % HCl overnight, followed by soaking and rinsing in Milli-Q. A filter rosette with one filter unit per treatment was used to avoid potential cross-contamination of isotopically labelled material; 3) For single-cell analyses by HR-SIMS (collected at T0 and T2, and for the control and 15N-NH4+ treatments at T1) and SEM-EDS (collected at T0), 5 mL subsamples were collected and fixed with 2% EM-grade paraformaldehyde (PFA; EMS, USA) for 24 hrs at 4 °C. The fixed cells were then filtered onto 3 µm pore size gold–coated polycarbonate filters (25 mm diameter; GTTP, Merck Millipore, Eschborn, Germany), washed three times with ~10 mL of 0.2 µm filtered glacier stream water and stored at -20 °C; 4) Samples for dissolved inorganic and organic nutrient measurements (collected at T0, T1, T2) were collected by filtering 30 mL through 0.2 µm PES filters (25 mm diameter, Merck Millipore) with a polypropylene syringe into pre-washed 30 mL HDPE Nalgene bottles. To avoid any contamination for ultra-trace ion analysis, the bottles and caps were previously soaked in 5% HCl overnight and thereafter soaked in fresh Milli-Q water (Millipore, USA) for three days, with Milli-Q water replacement every day[66]. Once the nutrient samples were taken, the bottles were stored frozen at -20 °C until analysis; 5) For microscopy and cell counts (collected at T0), 2 mL of the sample liquid was preserved in duplicates in 2.5% EM-grade Glutaraldehyde (EMS, USA) and stored in the dark at 4°C; 6) For amplicon sequencing (collected at T0), 500 mL of the melted ice surface sample was filtered onto a sterile, 0.2 µm cellulose nitrate filter (Thermo Scientific Nalgene), which was preserved in a sterile cryotube, flash-frozen and transported to the home laboratory in a cryo-shipper. The filter was stored at -80 °C until nucleic acid extraction.
Quantification of 13C-DIC, 15N-NH4+ and 15N-NO3- atom% and atom%excess
The abundance of heavy stable isotope tracers, expressed in percentage ('atom%'), depends on the concentration of the added heavy isotope and its dilution with the naturally occurring isotopes of the same compound (DIC, NH4+, NO3-). The concentration of the heavy isotope corrected for the naturally occurring heavy isotope already present in the sample before tracer addition is termed ‘atom% excess’. For determining the 13C-atom% of DIC, 2 ml subsamples from each ZnCl2 fixed exetainer were injected into helium-flushed exetainers and acidified with phosphoric acid following Torres et al. 2005[67] to convert all DIC to CO2. Headspace subsamples were injected into GC-IRMS (isoprime precision, precision ± 0.1‰ for 13C-standards of 0-100 nM). The 13C-atom% of DIC in the ambient water was calculated from the measured concentrations of 13C-CO2 and 12C-CO2. Since the 13C-atom% of DIC between T1 and T2 decreased slightly (means of 4.4 to 3.6 atom% excess for all treatments), we used the mean value between T1 and T2 for each of the respective treatments for the T2 13C-label incorporation calculations (3.9 13C-atom% excess). For determining the 15N-atom% of NH4+ or NO3-, we used their added concentrations (10 µM with ≥98 15N-atom%) and corrected it for the dilution with naturally occurring NH4+ or NO3- at T0 (0.078 and 0.05 µM, respectively, with 0.36 15N-atom% natural abundance), yielding 98 and 97 atom% excess for 15N-NH4+ and 15N-NO3, respectively.
Isotopic analyses of bulk particulate organic matter
The C and N contents and the isotopic composition of bulk particulate organic matter (at T0, T1 and T2) were determined from the particulate material collected on GF/F filters, which were dried at 60 °C, decalcified overnight under 37% HCl fumes in a desiccator and again dried again at 60 °C. One-quarter of each filter was packed into tin capsules and analysed by an elemental analyser (Thermo Flash EA 1112) coupled to a continuous-flow Thermo Delta Plus XP isotope ratio mass spectrometer; Thermo Finnigan, Dreieich, Germany) (EA-IRMS) at the Max-Planck-Institute for Marine Microbiology (MPIMM), Germany. Caffeine was used as a standard for isotope ratio monitoring and C and N quantifications. The limit of detection (LOD) for isotopic enrichment was 1.078 13C-atom% and 0.365 15N-atom%.
Single-cell elemental ratios and HR-SIMS analyses
Single-cell elemental ratios were obtained at the T0 timepoint using scanning electron microscopy (SEM, Quanta FEG 250, Thermo Fisher Scientific) coupled to energy-dispersive X-ray spectroscopy (EDS, Bruker Nano GmbH)[68–73], at the MPIMM. To avoid charging effects through the presence of large numbers of minerals, cells had to be transferred from the GTTP filters (3 µm) onto filters with a thicker gold coating prior to analysis (25 mm, 0.8 µm pore size, 40/20 nm coating; APC, Eschborn Germany). This was done by adding one drop of Milli-Q onto the filter surface with algal cells, placing the new filter piece with thicker gold coating onto a drop of water, freezing both filters together for 2 minutes and once frozen, removing the old filter by peeling it off. This procedure transferred substantial amounts of the original filter material onto the new filter surface without the need to scrape off any cells. Additionally, filters were gently rinsed with Milli-Q to remove some minerals/sediment grains. For morphological and autofluorescence-based identification of algal cells, the gold-coated filters were cut into sections (approx. 5x5 mm) and areas of interest were marked and imaged using a laser micro-dissection (LMD) microscope (6000 B, Leica) prior to SEM-EDS measurements. The EDS system is equipped with two QUANTAX XFlash 6/30 (Bruker Nano GmbH, Germany) detectors. The detector area is 30 mm2 and the detectors have an energy resolution at Mn K α line of <123 eV, allowing for the quantification of light elements. An NBS SRM 1155 ANSI 316 stainless steel standard was used to check the performance of the EDS system. 10 kV was used as a minimum accelerating voltage to analyse the sample for all major elements contained in the algal cells, also restricting the penetration depth to around 2 µm (demonstrated for cyanobacterial filaments in Schoffelen et al.[73]), so reducing any potential signal from the filter surface. The analysis of the elemental content of algal cells was performed using the standardless P/B-ZAF method (Quantax 400 software, version 1.9; Bruker), suitable for samples with topography and allowing for measurements of light to heavy elements. Further details on the data processing can be found in Khachikyan et al.[69]. Cells which were too thin for a robust signal were excluded from data processing by manually inspecting the obtained spectra. Single cell relative C:P, C:N, and N:P atomic ratios were determined from the measurements in atom%, while the data in mass% was used to calculate the absolute elemental content of algal cells (see next section).
The T0 sample, one replicate per treatment of the T2 timepoint, and additionally the T1 of the control and the 15N-NH4+ amended treatments (due to rapid NH4+ cycling), were used for HR-SIMS analysis. The pre-imaged filter pieces from SEM-EDS analysis and additional filter pieces were mounted on a glass slide and coated with a 5 nm layer of gold prior to HR-SIMS analyses. Single-cell 15N and 13C assimilation rates of algal cells were determined by HR-SIMS (IMS 1280, CAMECA, Gennevilliers, France) at the Natural History Museum in Stockholm, Sweden. Areas of interest were pre-sputtered with a primary Cs+ ion beam of 3 nA for 240s over an area of 80 x 80 µm and then analysed with a 100 pA beam over 70 x 70 µm at a spot size of 1 µm for 60 cycles. The HR-SIMS images (256 x 256 pixel) were recorded for 12C15N−, 13C14N− and 12C14N− ions with a peak-switching routine at a mass resolving power of 12,000 (M/ΔM) using a low-noise ion-counting electron multiplier. The detection limit was < 0.01 counts per second (cps). For integration times of 60 s (12C14N−), 300s (12C15N−) and 120s (13C14N−) over 60 cycles, a run was expected to have total background count lower than 0.6, 3 and 1.2, respectively, not requiring any baseline correction. For the 256 x 256 pixel resolution, this approximates to background levels of 1e-5, 5e-5 and 2e-5 cps pixel-1, respectively. Images were processed using the CAMECA WinImage2 software. Secondary ion images were drift-corrected and accumulated for each measurement and the detector dead time, electronically gated at 44 ns, was processed on each pixel. Regions of interest (ROIs) were manually drawn around the algal cells. The 13C/(13C+12C) and 15N/(15N+14N) ratios were subsequently calculated as means for each ROI. Unlabelled (natural abundance) glacier ice algae cells from non-incubated samples were also measured (n=29) and mean isotope fractions (0.0037±0.00006 and 0.0111±0.00016 for 15N and 13C, respectively) were subtracted from the labelled samples to obtain ‘excess’ isotope fractions of the biomass. A. alaskanum and A. nordenskioeldii are grouped together as glacier ice algae within this study, due to their taxonomically close relationship and partial size overlap[74], which challenged an unambiguous species identification from microscopic images obtained for the filtered cells. We acknowledge that the fixation of the algal cells with PFA after incubations for HR-SIMS analysis may result in a decrease of 13C-enrichement of ca. 4-8%, and, to a lesser extent 15N-enrichment[75–77]. However, this effect is likely considerably smaller than the differences observed in the C- and N-based growth rates between single-cell (fixed with PFA) and bulk (preserved by freezing) measurements in our study. We therefore chose not to apply any corrections to the measured enrichment values of the single cell analyses. Cells were considered as enriched/active if their mean 13C/(13C+12C) enrichment exceeded the mean observed natural abundance value + 3x the standard deviation of unlabelled control cells[78](1.15 13C-atom% for glacier ice algae).
Cellular biovolume, dry weight, and absolute elemental content of glacier ice algal cells
Cell dimensions were obtained from HR-SIMS images using ImageJ. Biovolumes were subsequently calculated by assuming cylindrical shapes for glacier ice algae after Hillebrand et al.[79]. Cellular dry weights (pg cell-1) were calculated by multiplying the algal biovolumes (mean of 1414±873 µm-3 for all imaged algal cells, n=244) by the glacier ice algal-specific buoyant density of 1160 kg m−3[80] and a mean dry fraction of 0.28 (obtained from C. vulgaris[81]). Absolute elemental contents of glacier ice algal cells (pg element cell-1) were determined by multiplying the median mass fraction of C, N or P in glacier ice algal cells (0.72, 0.04 and 0.04 C, N and P, respectively, derived from SEM-EDS, Supplementary Table 5) by the cellular dry weights (pg cell-1)[69].
C- and N-assimilation rates determined by EA-IRMS and HR-SIMS
Bulk C-assimilation rates were calculated using the following equation[82]:
where 13C-atom% excessPOC represents the 13C-atom% of incubated POC minus its natural abundance atom%, POC refers to the biomass concentration (µmol C L-1), 13C-atom% excessDIC represents the 13C-atom% in DIC minus its natural abundance atom% and Δt represents the incubation period (in days, T0-T1 or T0-T2). We assume that the 13C-assimilation rates correspond to net photosynthesis, as any 13C fixed during the incubation (1.1 days including ~6 hours of twilight) may have partially been respired again, which would not be measured by HR-SIMS.
Bulk N-assimilation rates from NH4+ or NO3- were calculated analogously from the 15N-atom% of incubated PON minus its natural abundance atom%, the corresponding PON concentration of the sample (µmol N L-1), the 15N-atom% of NH4+ or NO3- present in the incubation water minus their natural abundance atom%, and the incubation period, as described above.
Single-cell specific C-fixation rates were calculated according to the following equation[82]:
where 13C-atom% excesscell represents the 13C-atom% of single algal cells minus their natural abundance atom%, Ccell represents the mean C content of single algal cells (pmol C cell-1, calculated as described above), 13C-atom% excessDIC represents the 13C-atom% in DIC minus its natural abundance atom% and Δt represents the incubation period (in days, T0-T1 or T0-T2).
Single-cell specific N-assimilation rates from NH4+ or NO3- were calculated analogously from the 15N-atom% of single algal cells minus the natural abundance atom%, the 15N-atom% of NH4+ or NO3- present in the incubation water minus the natural abundance atom%, the corresponding mean N content of single algal cells (pmol N cell-1, calculated as described above), and the incubation period, as described above.
C-and N-based growth rates
Growth rates based on 13C-DIC, 15NH4 or 15NO3 isotope uptake were calculated for the bulk community (EA-IRMS measurements) or single algal cells (HR-SIMS measurements). C-based growth rates (day-1) were calculated following Martínez-Pérez et al.[71], based on Montoya et al.[82]:
where 13C-atom% excessDIC represents the 13C-atom% in DIC minus its natural abundance atom%, 13C-atom% excessPOC the 13C-atom% of incubated POC (of either bulk or single cell biomass) minus its natural abundance atom%, and Δt representing the incubation period (in days, T0-T1 or T0-T2.
N-based growth rates were calculated analogously from the 15N-atom% excess of either NH4+ or NO3- in the incubation water, the 15N-atom% excess of PON of either bulk or single cell biomass, and the incubation period, as described previously. The C or N-based growth rates assume exponential growth[71] and that all newly incorporated 13C or 15N are due to biomass increase[83], e.g. a growth rate of 1 day-1 means that cells double their C or N content once per day and, thus, divide once. The obtained growth rate estimates are independent of the biomass[82]. A fraction of assimilated 13C or 15N may be allocated to C- or N-storage, recycling or replacing of cell components without net per cell growth. However, as this fraction is unknown, we do not consider it in our calculations. See Polerecky et al.[57] and Halbach[58] for more details on assumptions for isotope uptake calculations. Population doubling times were calculated as 1/growth rate.
Glacier ice algae contribution to bulk C- and N-uptake
Similar to previous studies[84,85], we estimated the relative contribution by active glacier ice algae to the total bulk C and N uptake (originating from 13C-DIC or 15NH4+) for the different timepoints:
where assimilationcell is the mean assimilation rate of active glacier ice algae of the respective substrate (pmol element cell-1 day-1), Ncell is the mean abundance of the active glacier ice algae (cells L-1) and assimilationbulk represents the assimilation rates of the bulk community of the corresponding time point (µmol element L-1 day-1). The active glacier ice algal cell numbers are derived from algal counts at T0, corrected for the active population fraction based on SIMS measurements of C fixation (90% active cells). Biomass distribution between incubation bottles was variable due to rapid sinking of particulate material, thus, the large uncertainty associated with the parameter of assimilationbulk contributes to the uncertainty of relative contribution by glacier ice algae. To account for varying biomass between bottles and the potential varying algal abundance, we also performed the calculations using the algal abundance corrected by the fractional change in POC concentrations between T0 and T1, as well as T0 and T2. This revealed a consistently low contribution (7-12% for C from DIC and 3-4% for N from NH4+; Supplementary Tables 2 and 3). Uncertainties in the contribution of the glacier ice algal community assimilation to total assimilation derive from the combined uncertainties of each variable, following the laws of error propagation (Supplementary Note 2).
Dissolved nutrient analysis
Dissolved NO3-, NO2-, NH4+, and PO43- concentrations from T0, T1 and T2 were analysed on a Metrohm Ion chromatography system (883 Basic IC Plus and 919 Autosampler Plus) at Uppsala University, Sweden. The IC was equipped with a peristaltic pump to enable full loop injections (400 µl) to decrease the LOD and limit of quantifications (LOQ)[66]. Sample tubes were stored with a lid in the autosampler to avoid contamination with N from air. LOD’s and LOQ’s were determined as 3 x and 10 x the standard deviation (STDEC) of the lowest nutrient concentrations from standards, according to the EPA procedure for method detection limit[86]. LOD’s were 0.011, 0.008, 0.005 and 0.004 µM and LOQ’s were 0.022, 0.027, 0.018 and 0.007 µM, for NO2-, NO3-, PO43-, and NH4+, respectively. The corresponding mean precisions were ±3, ±8, ±5 and ±3% and accuracy -8, -12, -4 and -1%, for NO2-, NO3-, PO43-, and NH4+, respectively, as determined from a comparison of QC standards with 0.043, 0.026, 0.015, and 0.015 µM levels.
Total dissolved nitrogen (TDN) was analysed on a Shimadzu TNM (Tokyo, Japan). DON was calculated as DON=TDN – DIN, where DIN is (NO3- + NH4+ + NO2-). Total dissolved phosphorus (TDP) was analysed by the molybdenum blue method after digestion with potassium persulfate and autoclaving at 121 °C for 60 min. DOP was then calculated as DOP=TDP - PO43-. There was insufficient liquid left from the first collected sample (T0) and the reported concentration was measured from a sampling location close to the experimental site, but three days later. The LODs were 0.83 and 0.03 µM and LOQs 0.03 and 0.07 µM for TDN and TDP, respectively. The accuracy for TDN was 12% and precision 5% with a standard of 0.03 µM N.
The T0/in situ samples for analysis of Na2+, Mg2+, K+ and Ca2+ were acidified using Aristar HNO3. The analyses of major, minor and trace element analyses was carried out with an inductively-coupled plasma mass spectrometer (ICP-MS; Thermo Fisher iCAPQc). The precision of the analyses was between 1-5% and LOD’s for Na2+, Mg2+, K+ and Ca2+ were 0.2, 0.03, 0.65 and 0.46 µg L-1, respectively. The ICP-MS analyses was conducted by Stephen Reid at the University of Leeds, UK.
Community composition and algal abundance
The algal abundance and community composition at T0 were microscopically characterised from the glutaraldehyde preserved samples and algal cells counted on a B/W FlowCAM™ II (Fluid Imaging Technologies, Maine, USA) using a 100 µm x 2 mm flow cell, a 10 x objective and the automated-imaging mode. A minimum of 760 total algal cells per sample were counted. Algal cells were subsequently taxonomically identified, using the VisualSpreadSheet (VISP). Additional pictures of the supraglacial community were taken from unfixed, fresh sample material using a Nikon Eclipse Ti microscope. Images of the fresh unfixed and fixed algal cells were screened for signs of fungal infections (Supplementary Figure 3).
Amplicon sequencing was performed to determine the microbial composition of the sample prior to incubation. DNA extraction was performed using the DNeasy PowerSoil Pro Kit (Qiagen) according to the manufacturer’s protocol. Thereafter, DNA concentration was measured on a Qubit 3.0 (Invitrogen) with the broad-range dsDNA kit (Invitrogen). Amplification was performed for the bacterial 16S rRNA gene using Bakt_341F (5’- CCTACGGGNGGCWGCAG-3‘) and Bakt_805R (5’- GACTACHVGGGTATCTAATCC-3‘)[87] and for the 18S rRNA gene using 528F (5’- GCGGTAATTCCAGCTCCAA-3‘) and 706R (5’-AATCCRAGAATTTCACCTCT-3‘)[88]. The amplicon library was built in a two-step PCR. Each reaction of the first PCRs contained 12.5 μL of 2x PCRBIO Ultra Mix (PCR Biosystems), 0.5 μL of forward and reverse primer from a 10 μM stock, 0.5 μL of bovine serum albumin (BSA) to a final concentration of 0.025 mg mL-1, 0.6 μL of sterile water and 5 μL of template DNA. For the first PCR, conditions were as follows: at 95°C for 2 min, followed by 38 cycles of 95 °C for 15 s, 55 °C for 15 sec, 72 °C for 40 sec, with a final extension performed at 72 ˚C for 4 min. An electrophoresis 1% agarose gel was run with PCR products before proceeding. Samples were subsequently indexed in a second PCR. In the second PCR, 5 µl of product from the first PCR was used as template to add indexes and sequencing adaptors in a reaction consisting of 12.5 μl of 2x PCRBIO Ultra Mix (PCR Biosystems), 2 μl of each index primer (P5/P7), and DNase free water to a final volume of 28 µl. For the second PCR, conditions were as follows: pre-incubation at 98 °C for 1 min, followed by 13 cycles of 98 °C for 10 sec, 55 °C for 20 sec, and 72 °C for 40 sec, and ending with a final step at 72 °C for 5 min. The final PCR products were purified with 15 µl HighPrep PCR magnetic beads (MagBio Genomics Inc. Gaithersburg, Maryland, US) according to the manufacturer's instructions and eluted in 27 µl TE buffer. Aliquots of the PCR products were run on a 1.5% agarose gel and checked under UV light. Concentrations of the amplified and purified DNA samples were measured on a Qubit 2.0 fluorometer (Invitrogen, Eugene, Oregon, US). The samples were then equimolarly pooled, and this final library was sequenced on an Illumina MiSeq using the V2 kit (Illumina Inc. SanDiego, California, US) resulting in 2×250 bp reads.
Data analysis
Statistical analysis and plotting was undertaken in R[89]. The non-parametric Kruskal-Wallis t-test was used to explore the similarity of data for individual treatments generated by HR-SIMS and EA-IRMS, followed by a -hoc test of multiple comparisons using the Fisher's least significant difference criterium and Holm’s p-adjustment method. Data were considered significantly different at p<0.05. Inactive cells (i.e. those with no significant 13C-DIC incorporation) were excluded from statistical tests involving cell activity. Results are presented as mean ± standard deviation. The 16S and 18S rRNA gene amplicons were pre-processed and analysed using the DADA2 R package[90] for ASVs. Taxonomic assignment was made using the SILVA (V148) rRNA gene database[91]. Detailed documentation of the pipelines, including parameter setups, is available in Trivedi et al.[92]. Results were visualized using the phyloseq v1.36.0[93] and ggplot2 v3.3.5 R packages[94]. Classes and phyla with <1% mean relative abundance were grouped under “Others” for 16S and 18S rRNA gene data representation, respectively.