1. Introduction
The cryosphere covers about one-fifth of the Earth’s surface, sustaining a surprising abundance of life above, within, and below the ice (Boetius and others, Reference Boetius, Anesio, Deming, Mikucki and Rapp2015). On the surface of glaciers and ice sheets, particular hotspots of biodiversity occur in cryoconite holes, small depressions (from millimeters to tens of centimeters) in the ice surface filled by water and sediment at the hole base. The term ‘cryoconite’ has been used to describe granular sediment in the ice surface comprising both mineral and biological material (Cook and others, Reference Cook, Edwards, Takeuchi and Irvine-Fynn2016). Cryoconite holes form when dark material (e.g. soil or dust) is deposited onto the glacier’s surface. They can cover a large portion of a glacier, with percent cover ranging from 0.002% to 8.6% (Hells Gate Ice Shelf, Antarctica) (Traversa and others, Reference Traversa, Scipinotti, Pierattini, Fasani and Di Mauro2024) and values of cover up to 16% in several other areas (Hodson and others, Reference Hodson, Paterson, Westwood, Cameron and Laybourn-Parry2013), and are now recognized as an important microbial habitat and a major component of supraglacial ecosystems (Anesio and Laybourn-Parry, Reference Anesio and Laybourn-Parry2012).
Cryoconite biota may be delivered to glacier surfaces directly from the atmosphere via both wet and dry deposition, and only cryo-tolerant species survive (Cook and others, Reference Cook, Edwards, Takeuchi and Irvine-Fynn2016; Rozwalak, Reference Rozwalak2022). Because cryoconite sediment has low albedo relative to the surrounding ice, it efficiently absorbs solar radiation, causing an acceleration of the melting of ice beneath accumulations of cryoconite sediment (Cameron and others, Reference Cameron, Hodson and Osborn2012; Di Mauro, Reference Di Mauro2017). This reduction in albedo may result mainly from abiotic factors (for example humic substances and mineral particles) but also from biological components, such as algae, that have been shown to play a determining role through their pigmentation (Di Mauro, Reference Di Mauro2020; Hotaling, Reference Hotaling2021). In glaciers, snow and ice algae pigments have been shown to reduce albedo by as much as 48% and 56%, respectively, when compared to a ‘clean’ surface (Bøggild and others, Reference Bøggild, Brandt, Brown and Warren2010; Di Mauro, Reference Di Mauro2024). Cryoconite holes, even if they can cover a large portion of a glacier, have lower effects on glacier-wide albedo compared to snow and ice algae and dispersed sediment, as they are narrow and vertical, and thus only receive direct radiation for short periods (Bøggild and others, Reference Bøggild, Brandt, Brown and Warren2010; Traversa and others, Reference Traversa, Scipinotti, Pierattini, Fasani and Di Mauro2024). However, warm conditions are able to collapse cryoconite holes by melting the ice surface faster than the solar-heated cryoconite, thus deepening the hole and re-dispersing cryoconite sediment onto the ice surface (Takeuchi, Reference Takeuchi2018).
Previous studies have demonstrated that cryoconite communities tend to be dominated by Proteobacteria, Bacteroidetes, Cyanobacteria, and microalgae (Cameron and others, Reference Cameron, Hodson and Osborn2012; Edwards, Reference Edwards2013; Sommers, Reference Sommers2018). Notably, filamentous phototrophic Cyanobacteria and coccal heterotrophic bacteria have been demonstrated to act as cryoconite ‘engineers’, forming discrete dark granules up to 3 mm in diameter (Takeuchi and others, Reference Takeuchi, Kohshima and Seko2001; Langford and others, Reference Langford, Hodson, Banwart and Bøggild2010). These granules act as a substrate for the growth of bacteria, microalgae, and protozoa (Mueller and others, Reference Mueller, Warwick, Wayne and Fritsen2001; Christner and others, Reference Christner, Kvitko and Reeve2003; Cameron and others, Reference Cameron, Hodson and Osborn2012). Phototrophic microalgae also play a crucial role in sustaining the entire food web in cryoconites, as these primary producers convert atmospheric CO2 into organic matter, which acts as a substrate for heterotrophs. Among the primary producers, Cyanobacteria frequently dominate both biomass and C fixation in cryoconite holes (Cook and others, Reference Cook, Edwards, Takeuchi and Irvine-Fynn2016). In addition, Cyanobacteria in cryoconite holes in Antarctica have been shown to play an important role in nitrogen cycling, as they fix nitrogen and provide key nutrients to other cryoconite microbiota (Tranter, Reference Tranter2004). Despite the essential ecological role of cryoconite primary producers, the diversity, composition, and morphological features of these organisms in glacial habitats remain poorly understood.
Much of the current knowledge about cryoconite has come from works in the Arctic; for example, in the recent list of taxa reported from cryoconite holes, 60% are known from polar glaciers in the Arctic while only 43% are known from Antarctic regions (Kaczmarek and others, Reference Kaczmarek, Jakubowska, Celewicz-Gołdyn and Zawierucha2016). However, several studies found a contrasting biota between Antarctic and Arctic cryoconites (Millar and others, Reference Millar, Bagshaw, Edwards, Poniecka and Jungblut2021), probably explained by the geographic isolation of the Antarctic continent and by extreme hydrochemical conditions within cryoconite holes that are unique to Antarctica (Tranter, Reference Tranter2004; Hodson, Reference Hodson2008). These conditions could result from continuous periods of isolation from atmospheric exchange (of up to 11 years) that have been observed in the Antarctic (Fountain and others, Reference Fountain, Tranter, Nylen, Lewis and Mueller2004; Tranter, Reference Tranter2004; Bagshaw and others, Reference Bagshaw, Tranter, Fountain, Welch, Basagic and Lyons2007). In addition, a recent study showed that both biological and biochemical parameters among the different zones of an Antarctic glacier are characterized by a certain complexity and heterogeneity caused by local factors (depth of cryoconite holes, diameter, organic matter, total carbon, particle size, and mineral diversity), local inoculation sources, and long-range atmospheric transport mechanisms (Weisleitner and others, Reference Weisleitner, Perras, Unterberger, Moissl-Eichinger, Andersen and Sattler2020). Thus, there is a lack of studies on cryoconite microalgae in the Antarctic, even though they can participate in the reduction of ice albedo (Traversa and others, Reference Traversa, Scipinotti, Pierattini, Fasani and Di Mauro2024), and phototrophic processes are complex and expected to increase in the future (Cook and others, Reference Cook, Edwards, Takeuchi and Irvine-Fynn2016). Indeed, prolonged ablation season caused by climate change will likely extend the growing periods for photoautotrophs, which in turn will potentially boost cryoconite granule formation and surface algae proliferation, further reducing ice surface albedo (Hodson, Reference Hodson2007, Reference Hodson2010). This impact of algae blooms on snow melt and its associated indirect feedback effects, conceptualized by the term ‘bio-albedo feedback’, can largely accelerate the effects of warming, with severe repercussions on the global carbon cycle (Cook and others, Reference Cook, Hodson, Taggart, Mernild and Tranter2017). For example, warming was estimated to strengthen net autotrophy and increase atmospheric C fixation on the Greenland ice sheet (Cook, Reference Cook2012).
Studies addressing the diversity of Antarctic microalgae based on morphological features are scarce; the only group that makes an exception to this rule is diatoms, which have long been studied in the Antarctic region based on morphological diagnostics and are well-described (Sabbe and others, Reference Sabbe, Verleyen, Hodgson, Vanhoutte and Vyverman2003). A broad taxonomic revision of Antarctic diatoms conducted over the last 20 years has thus revealed a unique flora with a high degree of endemism, with, in some areas of Antarctica, at least 40 percent of the species being endemic (Vyverman, Reference Vyverman2010). Other than this, most of the studies that have addressed the diversity of Antarctic microalgae have used molecular methods, with a particular focus on Cyanobacteria (Zhang and others, Reference Zhang, Jungblut, Hawes, Andersen, Sumner and Mackey2015; Jungblut, Reference Jungblut2016; Lizieri and others, Reference Lizieri, Schaefer and Hawes2022). The information provided by molecular approaches, despite helping species identification and unraveling cryptic diversity, is limited by the incompleteness of genetic databases and the semiquantitative nature of data and is dependent on isolation and cultivation processes (Borics and others, Reference Borics, Abonyi, Salmaso and Ptacnik2021). Numerous photoautotrophs from these extreme environments are not easily cultivable in controlled conditions (Procházková and others, Reference Procházková, Remias, Holzinger, Řezanka and Nedbalová2021), implying that individuals that cannot be cultivated are largely undervalued. In addition, molecular tools provide limited information on abundance and community structure, making these parameters difficult to compare with other environments. Unlike molecular methods, morphological feature identification (such as filamentous, colonial, or unicellular forms, color, or presence of heterocysts) allows for highlighting consistent features and common characteristics among identified species. It provides valuable information relative to the bio-albedo effect, the ecological dynamics of these microorganisms, and the habitat characteristics (Lizieri and others, Reference Lizieri, Schaefer and Hawes2022), which is especially important in the understudied Antarctic cryoconite holes (Wejnerowski, Reference Wejnerowski2023).
With the intent to fill these existing gaps, this study presents the morphological descriptions of Cyanobacteria and microalgae taxa obtained from cryoconite holes sampled across four glacial locations in Northern Victoria Land, East Antarctica. By providing a highly comprehensive description of the diversity of primary producers in cryoconite holes, this study aims to (1) assess how much the community of primary producers changes (in terms of diversity and composition) within and among different glaciers, (2) broaden the list of organisms living in cryoconite holes by coupling their description at the most detailed taxonomic level with the characterization of their morphological features.
Ultimately, the knowledge gained in this study should contribute to a better understanding of the ecological role of primary producers within the food web of cryoconite habitats and their capacity to reduce the ice albedo in Antarctic glaciers. This study will also lay the basis for future investigation of the photoautotroph taxonomy in extreme environments. Furthermore, this work will yield a wealth of information on Antarctica’s biodiversity, which is urgent to assess before rapidly escalating human activity and changing environmental conditions. This is particularly important in order to identify rare or endemic glacial species that could be endangered as a result of climate change, as well as species that could serve as a source of organisms for the emergent ice-free area.
2. Materials and methods
2.1. Sampling
Samples of cryoconite from 26 individual holes were collected in the Northern Victoria Land in Antarctica between November 2022 and January 2023. Four separate glacial locations were sampled: Hells Gate Ice Shelf, Priestley Glacier, Nansen Ice Shelf—Tarn Flat area (hereafter reported as Tarn Flat), and Nansen Ice Shelf—median area (hereafter reported as Nansen) (Fig. 1). Priestley was the most distant location from the others, namely about 46 km from Hells Gate, 49 km from Nansen, and 61 km from Tarn Flat. Hells Gate was about 15 km distant from Nansen and about 33 km distant from Tarn Flat, and the Nansen and Tarn Flat were separated by about 18 km. The distribution of the cryoconite on the sampled area averaged 4 cryoconite holes every 100 m2, with maximum peaks in certain areas of 84 cryoconite holes every 100 m2 (Traversa and others, Reference Traversa, Scipinotti, Pierattini, Fasani and Di Mauro2024). An example of the cryoconite cover on the glacial area is shown in the different pictures in Fig. S1. The sampled cryoconites differed in the presence or absence of lids, the dimension (from 10 to 300 cm of diameter, with an average of 70 ± 13 cm), and their depth (from 5 to 50 cm). The details of each sample and its associated coordinates are reported in Table S1. Within each glacier, cryoconite samples were collected from a distance of about 40 m (Tarn Flat samples), 300 m (Priestley samples), 600 m (Hells Gate samples), and 7 km (Nansen samples) from each other. Cryoconite samples were collected using sterile spoons, stored in sterile 50 mL Falcon tubes and immediately frozen (−20°C) for transportation to Italy. At the laboratory, samples were kept frozen at −20°C, following the sampling procedure for glacial algae (Di Mauro, Reference Di Mauro2020). Abiotic parameters (water temperature, electrical conductivity, pH, and dissolved oxygen) were measured in situ at least in one cryoconite hole from each glacial location using a multiparametric probe (HANNA-HI98194). The water temperature in the cryoconite holes ranged between 0.0 and 0.7°C (average 0.25 ± 0.07°C) and the mean pH was 6.9 ± 0.13 (Figure S2). Electrical conductivity averaged 218.7 ± 52.8 µS cm−1 and the mean value of dissolved oxygen was 14.0 ± 0.4 ppm.
Northern Victoria Land (East Antarctica) and locations of the four glacial areas. in each glacial area, orange points correspond to the sampled cryoconite holes. Blue arrows represent the direction of the glacier flow. Satellite images from Google Earth.
For each glacial location, pictures at different magnifications were used to characterize the cryoconite sediment (Fig. 2). In Hells Gate, the cryoconite tone was dark, and both granular and loose material were detected. Granules were mainly oval. In Priestley Glacier, cryoconite was in the form of sand, light, and brownish. In Tarn Flat, the cryoconite tone was light-colored, and small granules with irregular surfaces were detected. In the Nansen location, cryoconite was composed of diverse mineral irregular grains.
Description of cryoconite from each glacial location, at ×8 and ×25 magnifications. (A) Hells gate; (B) Priestley; (C) Tarn Flat and (D) Nansen.
2.2. Microalgae and Cyanobacteria separation from sediment
For morphological identification, cryoconite samples were thawed and homogenized for 10 min. Then, subsamples of 10 mL were transferred into pre-weighted sterile 50 mL Falcon tubes. Purification through high-speed density gradient centrifugation was performed by the use of Nycodenz as a density gradient medium (density 1.31 g mL−1), adapting the protocol of Amalfitano and Fazi (Reference Amalfitano and Fazi2008) for microalgae samples. Thus, 10 mL of Nycodenz was carefully placed at the bottom of the Falcon tube beneath the cryoconite sediment, using a Pasteur pipette with adequate length to reach the bottom of the tube (Fig. 3). All tubes were centrifuged (10 000 rpm) for 60 min at 4°C. After the centrifugation, four distinct layers were clearly visible (from bottom to top): (1) sediment pellet, (2) Nycodenz, (3) cell layer, (4) supernatant. The layer containing microalgae and Cyanobacteria was then collected using a Pasteur pipette, transferred into sterile 15 mL Falcon tubes, and frozen (−20°C) until microscopic identification and counting. The remaining cryoconite sediment pellet was rinsed three times with distilled water, dried at 60°C, and weighed to calculate the biovolume of taxa by dry weight of sediment.
Schematic representation of the microalgae isolation from cryoconite samples using the purification through high-speed density gradient centrifugation method. Cryoconite sediment was sampled from cryoconite hole (A) and then stored in sterile 50 mL Falcon tubes at −20°C (B). At the laboratory, cryoconite samples were thawed and mixed for 10 min (C). Subsamples of 10 mL were placed in sterile 50 mL Falcon tubes and Nycodenz (density 1.3 g mL−1) was carefully placed beneath the sediment using a Pasteur pipette (D). It resulted in two layers (from bottom to top: 1. Nycodenz and 2. Cryoconite sediment) (E). All tubes were centrifuged (10 000 rpm) for 60 min at 4°C. After the centrifugation, four distinct layers (bottom to top, 1. Sediment pellet, 2. Nycodenz, 3. Cell layer, 4. Supernatant) were clearly visible (F). The cell layer containing microalgae was then collected using a Pasteur pipette (G), transferred into sterile 15 mL Falcon tubes (H), and Frozen (−20°C) until microscopic identification (I).
2.3. Sample preparation, measurements and biovolume calculation
Algae counting was performed at 400× magnification under an IM35 inverted microscope, following the Utermöhl (Reference Utermöhl1958) method. Identification of Cyanobacteria and green algae was based on the microscopic analysis of their morphological features, according to specific identification keys (Ettl and Gärtner, Reference Ettl and Gärtner1999; Komárek and Anagnostidis, Reference Komárek and Anagnostidis2005; Hindák, Reference Hindák2008; Rosen and Amand, Reference Rosen and Amand2015; Nienaber and Steinitz-Kannan, Reference Nienaber and Steinitz-Kannan2018), allowing to identify the taxa at the genus level and species level when possible. In addition, for a given taxon, we distinguished between different morphotypes, i.e., differences in pigmentation, morphology, or size. Filamentous taxa were counted at the trichome (50 µm) level, as cells were not always distinguishable.
Concerning diatom identification, permanent slides were prepared using standard procedures: samples were heated with 30% hydrogen peroxide (H2O2) for a minimum of 4 h in order to oxidize organic material. Then, carbonates were removed by adding concentrated hydrochloric acid (HCl, 1 M); and the processed material was then rinsed with distilled water in four centrifugation steps (Battarbee, Reference Battarbee2001). Cleaned material was transferred on a 24 × 24 mm coverslip and the slides were mounted using a drop of Naphrax (R.I. = 1.7). Diatoms were identified using an optical microscope at 1000× magnification under oil immersion. Identification of diatom species was based on the microscopic analysis of their morphological features, according to specific identification keys (Lange-Bertalot and others, Reference Lange-Bertalot, Hofmann, Werum and Cantonati2017), updated to recent specific taxonomic literature (Kopalová and others, Reference Kopalová, Nedbalová, de Haan and Van de Vijver2011; Van de Vijver and others, Reference Van de Vijver, Zidarova and de Haan M2011, Reference Van de Vijver, Kopalová and Zidarova2016; Zidarova and others, Reference Zidarova, Kopalová, Van de Vijver and Lange-Bertalot2016a, Reference Zidarova, Ivanov and Dzhembekova2020).
Cell biovolume was estimated by assimilating each taxon to a simple geometric form, according to the literature (Druart and Rimet, Reference Druart and Rimet2008; Laplace-Treyture and others, Reference Laplace-Treyture, Derot, Prévost, Le Mat and Jamoneau2021). When it was possible, a number of 30 specimens were measured according to the European standard, to calculate a mean cell biovolume (µm3); however, due to the small size of the population, at least 10 individuals were measured for low-abundant specimens. The final biovolume was obtained by multiplying the mean cell biovolume of each taxon by the dry weight of sediment and expressed in µm3 g−1.
2.4. Statistical analyses
The Shannon diversity index and the richness (number of genera) were calculated at the genus level with the vegan package in R (Oksanen, Reference Oksanen2010). Similarity percentage (SIMPER) analyses (Clarke and Warwick, Reference Clarke and Warwick1994) were performed to estimate the percentage contribution of the main taxonomic groups in the cryoconite holes. To test possible variations in biovolume or community structure among the holes within a glacier, we performed a Levene’s test (for algal biovolume) and its multivariate analog (Betadisper test) for community composition. The difference in photoautotroph biovolume, Shannon diversity, and richness between the four different locations was assessed by using a one-way analysis of variance followed by post-hoc tests. The pairwise comparisons were performed using Tukey HSD method. Variation in the community composition was analyzed by nonmetric multidimensional scaling (NMDS). The NMDS analysis was based on Bray-Curtis dissimilarity matrices (Legendre and Legendre, Reference Legendre and Legendre1998) calculated from the biovolume of taxa at the genus level. The NMDS was performed by using the metaMDS procedure in the R package vegan, which uses adequate dissimilarity measures, runs NMDS repeatedly with random starting configurations, compares results, and stops after finding a similar minimal stress solution twice (Oksanen, Reference Oksanen2010). Additionally, we used permutational analysis of variance (PERMANOVA) using the adonis function in the R package vegan to test a possible effect of the location on community composition. The difference in temperature, electrical conductivity, dissolved oxygen, and pH among the four glacial locations was assessed by using a one-way analysis of variance. Regarding the absence of significant differences in the abiotic parameters among the locations, we did not report the data in the Results section. Ranges of abiotic parameters for the four glacial locations are reported in Fig. S2. All the statistical analyses were processed using R software (R Development Core Team, 2018).
3. Results
3.1. Distribution of the taxa
The description of the diversity and composition of Cyanobacteria and microalgae assemblages in cryoconite holes allowed the identification of 36 morphotypes belonging to Cyanobacteria, green algae, and diatoms. A major part of the taxa, i.e. 12 morphotypes of 36, were observed in only one sample (Fig. 4). Among these taxa, only one specimen was counted for Cymbella sp. and Stigonema minutum, while for all other morphotypes, several specimens were counted within the same sample. Nine morphotypes were observed in less than five samples and eight others between five and ten samples. Seven morphotypes were counted in more than 10 samples, including the cyst stages of Sanguina sp., Luticola gaussii, Pseudanabaena sp., and the Oscillatoria sp. Mph 4.
Frequency of occurrence of taxa in the studied samples. The colors refer to the level of occurrence: Red and black for taxa observed in only one sample, as a unique specimen (red) or several times (black); blue for taxa observed in ≤5 samples; yellow for taxa observed in >5 and ≤10 samples; green for taxa observed in more than 10 samples. Cya: Cyanobacteria; Diat: Diatoms; Chloro: Chlorophytes; Charo: Charophytes.
The photoautotroph biovolume and Shannon diversity did not differ significantly within each glacial location (p-value = 0.8 and p-value = 0.4, respectively). However, the photoautotroph biovolume was significantly different according to the location (F = 5.1, p-value = 0.007) (Fig. 5A and B). The total biovolume was higher in the Hells Gate samples (2865 ± 988 µm3 g−1). The total biovolume was also high in the Priestley location (852 ± 534 µm3 g−1). Finally, the photoautotroph biovolume was lower in the Tarn Flat (126 ± 82 µm3 g−1) and Nansen locations (117 ± 37 µm3 g−1). The Shannon diversity and the richness calculated on the photoautotroph genera also significantly differed among the locations (F = 4.5, p-value = 0.01 and F = 5.5, p-value = 0.005, respectively). In particular, the Shannon diversity was significantly different between Hells Gate and Nansen (p-value = 0.03) and between Hells Gate and Priestley (p-value = 0.03), and the richness of genera was significantly different between Tarn Flat and Nansen (p-value = 0.03), and between Nansen and Hells Gate (p-value = 0.01). The higher diversity and richness were found in Tarn Flat samples (1.2 ± 0.1 and 8.5 ± 2.5, respectively). Mean diversity and richness were also high in Hells Gate samples (1.1 ± 0.2 and 7.3 ± 0.4, respectively) but highly variable, with maximal values of 1.7 for Shannon diversity and 9 for richness. The lower diversity and richness were found in the Nansen and Priestley locations. The non-metric multidimensional scaling based on the microalgae and Cyanobacteria genera and the PERMANOVA showed that the community composition did not differ among the glacial locations (F = 1.14, p-value = 0.27).
(A) Total photoautotroph biovolume, Shannon diversity, richness, and non-metric multidimensional scaling (NMDS) ordination of Bray-Curtis dissimilarity matrix of microalgae and Cyanobacteria genera. The stress value for the NMDS was 0.182. (B) Biovolume of the different orders of photoautotrophs in each location. Cya: Cyanobacteria; Diat: Diatoms; Chloro: Chlorophytes; Charo: Charophytes.
The SIMPER analysis showed that the photoautotroph community in the cryoconite holes was dominated by Chlorophytes (45%) followed by Cyanobacteria (40.1%), Diatoms (14.6%), and Charophyta (<1%). The Oscillatoriales (Cyanobacteria), the Chlamydomonadales, and the Diatoms (especially Achnanthales, Naviculales, and Cymbellales) showed the highest biomass in the Hellsgate location (Fig. 5B). At the genus level, the dominant taxa were Sanguina sp. (24%), the flagellated stage of Chlamydomonadales (21%), Oscillatoria sp. (20%), Phormidium sp. (7%), Gloeocapsopsis sp. (6%), and Luticola sp. (5%).
3.2. Morphological description of the taxa
1. Cyanobacteria
Oscillatoria sp. Morphotype 1 ( Fig. 6a)
Trichome generally forms long filaments of 18 ± 4 cells per 50 µm (mean ± se), relatively straight. Cells are shorter (1.9–3.9 µm) than wide (7.4–9.9 µm), with a ratio length/width of 0.34. Trichome biovolume (for a given length of 50 µm) is high (2837 ± 606 µm3). Cells are green to yellow–green, without visible sheath, heterocyst, or granules. End cells are attenuated and slightly capitated. Separation disks are often present.
Morphotypes in cryoconite holes in Northern Victoria Land belonging to the Cyanophyceae. (a–f) Morphospecies belonging to the Oscillatoria genus: (a) Oscillatoria sp. (Mph 1); (b) Oscillatoria sp. (Mph 2); (c) Oscillatoria sp. (Mph 3); (d) Oscillatoria sp. (Mph 4); (e) Oscillatoria sp. (Mph 5); (f) Oscillatoria sp. (Mph 6). Black scales represent 50 µm.
Remarks: The shape and dimensions of Mph 1 correspond with the genus Oscillatoria and was present in two samples (one sample from Hells Gate, biovolume of 2300 µm3 g−1, and one from Nansen, biovolume of 49 µm3 g−1).
Oscillatoria sp. Morphotype 2 ( Fig. 6b)
Trichome is a straight filament, with a biovolume of 903 ± 78 µm3 for 50 µm. Cells are shorter (1.4–2.9 µm) than wide (4.0–6.2 µm) with a ratio length/width of 0.42. The trichome counts approximately 27 ± 3 cells for 50 µm. Separation disks and sheaths are not visible. Cells are yellow to brownish, sometimes green. Pores are rarely observed but may be present in the chromoplasm. Although the apex of the trichome does not exhibit clear differentiation from its base, the terminal cell is slightly oval and attenuated.
Remarks: Mph 2 was present in five samples, mainly in the Nansen location. This morphotype was distinguished from Mph 1 by the width and a smaller biovolume.
Oscillatoria sp. Morphotype 3 ( Fig. 6c)
Trichome of Mph 3 is straight, with a biovolume of 1588 ± 305 µm3 for 50 µm. Cells are shorter (1.5–5.2 µm) than wide (5.0–10 µm) with a ratio length/width of 0.48. The trichome counts approximately 18 ± 2 cells for 50 µm. Color varies from blue-green to brown, relatively dark. A lot of blue-green granules are always present, many localized in the region of the centroplasm. Terminal cells are often oval and attenuated, sometimes capitate. Separation disks are also observed. The sheath is absent. Cells are not always easily distinguishable because of the numerous granules.
Remarks: Mph 3 was observed in seven samples from Hells Gate and Nansen locations, often together with other Oscillatoria morphotypes. It counts among the morphotypes characterized by the higher biovolume. The morphotype is distinct from the others by the numerous granules and the width, higher than Mph 2 but smaller than Mph 1.
Oscillatoria sp. Morphotype 4 ( Fig. 6d)
The trichome is straight and long, with a biovolume of 822 ± 69 µm3 for 50 µm. Cells are always shorter (1.4–5.0 µm) than wide (3.6–6.6 µm) with a ratio length/width of 0.63. The trichome counts approximately 19 ± 1.9 cells for 50 µm. The apex of the trichome does not exhibit clear differentiation from its base. The color of the trichome is bright blue-green, relatively homogeneous among cells. Pores, granules, and separation disks are not observed. Cells are not always easily distinguishable.
Remarks: Morphotype 4 was the most common Oscillatoria morphotype and was found in eleven samples from the four different locations. Mph 4 is distinguished from the other morphotypes by the high ratio of length/width and the color of the cells. This morphotype has the smallest biovolume at the filament level (50 µm).
Oscillatoria sp. Morphotype 5 ( Fig. 6e)
Trichome is short and straight or slightly curved, with a biovolume of 961 ± 40 µm3 for 50 µm. Cells are shorter (1.5–4.9 µm) than wide (4.5–5.7 µm) with a ratio length/width of 0.57. Separation disks are observed but not always present. Sometimes pores are present in the chromoplasm or localized at the septa. Apical cells are not differentiated. Cells sometimes constricted at the cross-walls. Cells are yellowish-green to brownish.
Remarks: Mph 5 was systematically shorter than other trichomes. The morphotype was present in four samples, from Priestley and Nansen locations.
Oscillatoria sp. Morphotype 6 ( Fig. 6f)
The trichome is long, waved, without sheath and not constricted at the cross-walls. Separation disks are always observed, and cells have a green or brightly green color. Apical cells are usually conical and capitate. Cells are shorter (1.8–4.2 µm) than wide (4.7–5.9 µm) with a ratio length/width of 0.68. The biovolume of the trichome is 1018 ± 73 µm3 for 50 µm.
Remarks: Mph 6 was present in only one sample from the Priestley location (biovolume < 60 µm3 g−1).
Crinalium glaciale var. helicoides ( Fig. 7a)
Single filament, trichome helically coiled, with a bright blue-green color. Separation disks are often observed. The biovolume of the trichome (50 µm) is high (7595 ± 873 µm3). Cells are largely shorter (1.4–3.4 µm) than wide (11.3–15.8 µm), and well distinguishable. The species is characterized by a low ratio length/width (0.18 ± 0.0) and a high number of cells for each 50 µm-trichome (24 cells/50 µm).
Species and morphotypes in cryoconite holes in Northern Victoria Land belonging to the Cyanophyceae. (a) Crinalium glaciale var. helicoides (Gomontiellales) (b–c) Species and morphospecies belonging to the Chroococcidiopsidales order: (b) Gloeocapsopsis sp. (Mph 1); (c) Gloeocapsopsis sp. (Mph 2). (d) Nodularia sp. (Nostocales) (e–g) Species and morphotypes belonging to the Oscillatoriales order: (e) Lyngbya sp.; (f) Phormidium sp. (Mph 1); (g) Phormidium sp. (Mph 2). Black scales represent 50 µm.
Remarks: Crinalium glaciale has been described in the literature as a new species and previously reported among sediments of cryoconite holes on glaciers in Southern Victoria Land, Antarctica, by Broady and Kibblewhite (Reference Broady and Kibblewhite1991). Except for one occurrence of the species in soil found by Broady (Reference Broady2005), the taxa seems to be restricted to the particular habitats of cryoconite holes (Porazinska and others, Reference Porazinska, Fountain, Nylen, Tranter, Virginia and Wall2004; Mueller and others, Reference Mueller, Warwick, Wayne and Fritsen2001; Mueller and Pollard, Reference Mueller and Pollard2004). In our study, Crinalium glaciale var. helicoides was observed in three samples from Hells Gate and Tarn Flat locations (biovolume comprised between 3 and 63 µm3 g−1).
Gloeocapsopsis sp. Morphotype 1 ( Fig. 7b)
The colonies form irregular, agglomerated, packet-like. Sheaths are sharply delimited, colorless, or slightly gold-yellow. Cells are spherical to irregular-spherical or semiglobose, most of the time with a brightly green color and more rarely greyish color, 3.1–6.9 µm in diameter (cellular biovolume of 58 ± 4 µm3). The colonies can comprise a minimum of 4 cells, up to hundreds (difficult to distinguish). The cell division is irregular.
Remarks: Based on the classical literature, the taxon resembles the species Gloeocapsopsis aurea described by Mataloni and Komárek (Reference Mataloni and Komárek2004) and Zidarova (Reference Zidarova2008) and seems to be a typical Antarctic species. However, in both previous papers, Gloeocapsopsis aurea was observed in the maritime region. The species Gloeocapsopsis aurea was also reported in microbial mats (Valdespino-Castillo, Reference Valdespino-Castillo2018) and in seepage habitats in Antarctica (Komárek and Komárek, Reference Komárek, Komárek, Seckbach and Oren2010), and has been classified as ‘probably endemic’ by Komárek and Komárek (Reference Komárek, Komárek, Seckbach and Oren2010), as the species has not been found outside of Antarctica. In our study, Gloeocapsopsis sp. was exclusively observed in four samples from the Nansen location.
Gloeocapsopsis sp. Morphotype 2 ( Fig. 7c)
The Gloeocapsopsis sp. Morphotype 2 shares the same characteristics as Mph 1 except for the color of the sheath. In Mph 2, the sheaths are rusty yellow-brown to dark orange. The Mph 2 of Gloeocapsopsis sp. is always present together with Mph 1 and was observed in two samples from the Nansen location.
Nodularia sp. ( Fig. 7d)
Filaments are more or less straight or curved, relatively singular without forming mass populations. Trichomes are constricted at cross-walls. The heterocysts are present and spaced more or less regularly from each other, being larger than vegetative cells. Cells are light green to yellow-green. Vegetative cells are shorter (2.5–3.8 µm) than wide (6.4–7.7 µm) with a ratio length/width of 0.44. A colony of 50 µm counts approximately 16 vegetative cells and the biovolume of the colony is 1277 ± 59 µm3.
Remarks: The genus Nodularia was previously reported in Antarctica in various regions, such as in meltwater ponds of the McMurdo Sound region (Jungblut, Reference Jungblut2005; Jackson and others, Reference Jackson, Hawes and Jungblut2021; Lizieri and others, Reference Lizieri, Schaefer and Hawes2022), and in aquatic habitats in the James Ross Island (Komárek and others, Reference Komárek, Genuário, Fiore and Elster2015). The species Nodularia harveyana was also reported in cryoconite holes in Antarctica by Wharton and others (Reference Wharton, Vinyard, Parker, Simmons and Seaburg1981). The consistent characters observed allowed assignment to Nodularia cf. quadrata. The taxon was present in only one sample from the Hells Gate location (biovolume of 398 µm3 g−1).
Lyngbya sp. ( Fig. 7e)
Filamentous trichome, solitary, straight. The sheath is almost always visible, firm, thin, and colorless. Cells are green, sometimes yellowish, shorter (3.1–5.2 µm) than wide (7.6–8.6 µm) with a ratio length/width of 0.51, not constricted at the cross-walls, without pores or granules. The biovolume of the trichome is 2673 ± 380 µm3 for 50 µm. End cells are often attenuated.
Remarks: The taxon was observed in only one sample from the Tarn Flat location (biovolume of 8.3 µm3 g−1), together with Phormidium and Oscillatoria morphotypes.
Phormidium sp. Morphotype 1 ( Fig. 7f)
Filamentous trichomes, straight and long, not constricted at the cross-walls, without sheath. Cells are quadratic or longer than wide (length 2.1–7.3 µm and width 1.6–5.2 µm) with a ratio length/width of 1.0. Cells are green to blue-green, without granules. Apical cells are slightly pointed and curved. The biovolume of the trichome is relatively small (938 ± 165 µm3 for 50 µm).
Remarks: The Phormidium Mph 1 was among the most observed taxon and was present in nine samples from the four locations. The distinction between the Oscillatoria morphotypes was based on the length/width ratio.
Phormidium sp. Morphotype 2 ( Fig. 7g)
Filamentous trichomes, relatively short and straight, not constricted at the cross-walls, without visible sheath. Cells are quadratic or longer (3.0–5.9 µm) than wide (3.1–5.0 µm) with a ratio length/width of 1.1. Cells are colorless to green or yellowish, characterized by the presence of large blue-green granules in the centroplasm. The biovolume of the trichome is small (735 ± 99 µm3 for 50 µm). Apical cells are slightly constricted and conical.
Remarks: The Phormidium Mph 2 was observed in eight samples from all locations except Priestley.
Anagnostidinema sp. ( Fig. 8a)
Filamentous trichome, thin and solitary, cylindrical, without sheath. Cells are not constricted at the cross-walls, elongated, always longer (2.2–2.7 µm) than wide (1.0–1.5 µm) with a ratio length/width of 2.2. Cell color is usually olive green to greyish and cells are not always easily distinguishable from each other. Apical cells are usually conical, hooked, or bent. The biovolume of the trichome is one of the smallest, with 63 ± 3 µm3 for 50 µm.
Taxa and morphotypes in cryoconite holes in Northern Victoria Land belonging to the Cyanophyceae. (a) Anagnostidinema sp. (Coleofasciculales); (b) Pseudanabaena sp. (Pseudanabaenales); (c) Komphovoron sp. (Gomontiellales); (d) Nostoc cf. microscopicum (Nostocales); (e) Stigonema minutum (Nostocales); (f–h) morphotypes belonging to the Chroococales order: (f) Pleurocapsa sp. (Mph 1); (g) Pleurocapsa sp. (Mph 2); (h) Chroococcus sp. Black scales represent 10 µm except for e1–e2.
Remarks: Morphological characteristics of the taxon could allow assignment to the genus Geitlerinema, which has been documented many times (Komárek, Reference Komárek1999; Taton and others, Reference Taton, Grubisic, Balthasart, Hodgson, Laybourn-Parry and Wilmotte2006; Lizieri and others, Reference Lizieri, Schaefer and Hawes2022), indicating that the genus is widely distributed across Antarctica. However, according to Johansen (Reference Johansen2017), the taxon observed in our samples should present more characteristics of Anagnostidinema, especially because of the absence of capitate apical cells. Nevertheless, these two taxa are morphologically highly similar, and the main difference must be observed in the secondary structure of conserved domains of the 16S–23S ITS region by molecular analyses. In our study, Anagnostidinema sp. was observed in only two samples from the Hells Gate location (biovolume comprised between 10 and 85 µm3 g−1).
Pseudanabaena sp. ( Fig. 8b)
Trichomes solitary, usually straight or a little waved, consisting of few to several cells, with broad constrictions at cross-walls. Cells are cylindrical, usually longer (1.6–4.3 µm) than wide (1.0–2.4 µm) with a ratio length/width of 1.6. Cells are blue-green or greyish, apical cells are not differentiated. The cellular biovolume is small (5.2 ± 0.5 µm3).
Remarks: Morphological features of this taxon were consistent with the species Pseudanabaena galeata. The genus Pseudanabaena was often observed in Antarctic regions and has been shown to be important for the formation of the microbial mat matrix structure as found in ponds in the McMurdo Dry Valleys (Jungblut and Vincent, Reference Jungblut, Vincent and Margesin2017; Lizieri and others, Reference Lizieri, Schaefer and Hawes2022). In our study, Pseudanabaena sp. was observed in 21 samples from the four locations.
Komphovoron sp. ( Fig. 8c)
Trichome is a solitary filament, often straight or slightly flexuous. The filament is short and composed of several cells. The cells are spherical to barrel-shaped and relatively small. The end cells are mostly rounded. Necridic cells, akinetes, aerotopes and heterocysts were not observed. The cells are slightly shorter (2.7–4.1 µm) than wide (3.2–4.6 µm) with a ratio length/width of 0.85. Cells are bright blue-green to green. The biovolume of the trichome is 457 ± 20 µm3 for 50 µm.
Remarks: The genus Komphovoron was recently observed among benthic cyanobacterial assemblages in meltwater ponds in the McMurdo Sound region in Antarctica (Lizieri and others, Reference Lizieri, Schaefer and Hawes2022). However, to date, no studies have reported the presence of the taxon in cryoconite holes. In our study, the genus Komphovoron sp. was only present in one sample from the Tarn Flat location (at low occurrence, biovolume < 1 µm3 g−1).
Nostoc cf. microscopicum ( Fig. 8d)
Filaments always form a dense, gelatinous mat of constricted cells. The mucilage of the colony is firm and varies from colorless to brownish. The vegetative cells are highly spherical (4.2–4.8 µm in diameter), with a uniform shape and size along trichome, bright blue-green or olive-green. Heterocysts are larger than vegetative cells, also spherical (approximately 7 µm in diameter). Colonies are large, often several tens of micrometers.
Remarks: The taxon was observed punctually (i.e. in one exemplary as a colony) in three samples from Nansen and Tarn Flat locations. The genus has been documented in a wide range of Antarctic habitats (Broady, Reference Broady2005; Komárek and Elster, Reference Komárek and Elster2008; Fernández-Carazo and others, Reference Fernández-Carazo, Namsaraev, Mano, Ertz and Wilmotte2012; Lizieri and others, Reference Lizieri, Schaefer and Hawes2022).
Stigonema minutum ( Fig. 8, e1–e2)
The filament (18–28 µm width) is composed of individual cells arranged in one row in the sheath. The cells are spherical or elliptic, 5.0–10.4 µm long and 11.4–13.5 µm wide, with a ratio length/width of 0.65. Each cell has an individual sheath within the common sheath. No heterocyst was observed.
Remarks: The morphological features of the taxon were consistent with Stigonema minutum described by Ohtani and Kanda (Reference Ohtani and Kanda1987). Taxa belonging to the Stigonema genus have been previously reported in Antarctica, in moss or soil samples (Ohtani and Kanda, Reference Ohtani and Kanda1987; Fernández-Carazo and others, Reference Fernández-Carazo, Namsaraev, Mano, Ertz and Wilmotte2012; Das and Singh, Reference Das and Singh2021; Yakushev, Reference Yakushev2022) but to date, the taxon is not reported in cryoconite holes. In our study, one specimen of Stigonema minutum was observed in only one sample from the Nansen location (at low occurrence, biovolume < 1 µm3 g−1).
Pleurocapsa sp. Morphotype 1 ( Fig. 8f)
Colonies form irregular branching aggregates of light-green cells. Sheath is most of the time colorless and thin. Cells are spherical or ovoid with sides appressed by neighboring cells. The diameter of single cells is 3.0–8.3 µm. Cells are united laterally by the confluence of thin gelatinous sheaths.
Remarks: Morphological characteristics of this genus are consistent with the species Pleurocapsa minor described by Shalygin (Reference Shalygin2019). The genus Pleurocapsa has been documented in Antarctica, mainly in coastal, maritime Antarctica (Komárek, Reference Komárek2014; Velichko and others, Reference Velichko, Smirnova, Averina and Pinevich2021). To date, it seems that this genus has not been reported in cryoconite substrate. Pleurocapsa sp. was observed in only one sample of the Tarn Flat location (biovolume < 5 µm3 g−1).
Pleurocapsa sp. Morphotype 2 ( Fig. 8g)
The Pleurocapsa sp. Morphotype 2 shares the same characteristics as Mph 1 except for the color of the sheath. In Mph 2, the sheaths are rusty yellow-brown to dark orange.
Chroococcus sp. ( Fig. 8h)
Colonies are generally in groups of two cells. Grouped cells remain hemispherical, mucilaginous envelopes not always visible. Cells widely oval, blue-green to yellowish with homogeneous content. Cell diameter is relatively small, 3.4–6.0 µm.
Remarks: The genus Chroococcus sp. was observed in three samples from the Hells Gate and Nansen locations.
2. Green algae
Klebsormidium flaccidum ( Fig. 9a)
Filament is long, not constricted. Cells are cylindrical, longer (3.0–12.4 µm) than wide (6.8–9.7 µm). The chloroplast covers approximately 2/3 of the cell inner surface, with smooth margins. Filaments are smooth and relatively flexuous. Cells are bright green.
Microalgae species in cryoconite holes in Northern Victoria Land belonging to the Klebsormidiophyceae and Chlorophyceae. (a) Klebsormidium flaccidum; (b) Chlamydomonadales flagellated phase; (c–g) diverse cyst-like stage of Sanguina sp. (c) red cyst phase; (d) green–red cyst phase; (e–g) green cyst phase. Black scales represent 10 µm.
Remarks: The morphological features of the taxon are consistent with the species Klebsormidium flaccidum which has been reported in several habitats in Antarctica (Borchhardt, Reference Borchhardt2017; Rippin and others, Reference Rippin, Borchhardt, Karsten and Becker2019), other glacial environments such as alpine biological soil crusts (Mikhailyuk and others, Reference Mikhailyuk, Glaser, Holzinger and Karsten2015) and cryoconite holes in the Arctic (Kaštovská and others, Reference Kaštovská, Elster, Stibal and Šantrůčková2005; Stibal and others, Reference Stibal, Šabacká and Kaštovská2006). In our study, the taxon was present in only one sample from the Hells Gate location (biovolume of 102 µm3 g−1).
Chlamydomonadales—motile stage ( Fig. 9b)
During the motile-vegetative (green) stage, Chlamydomonadales cells are flagellated, and the chloroplast is basal and bright green. The cell wall is firm and well-distinguishable. Sometimes, mitotic division is observed. The size of the cells during the flagellate phase is 6.7–28.6 µm long and 4.9–28.6 µm wide. The cellular biovolume is relatively high (1456 ± 337 µm3). Cells are highly motile.
Sanguina sp. ( Fig. 9c–g)
The cyst-like stage varies in size and color, from bright red (Fig. 5c) and green-orange (Fig. 5d) to green (Fig. 5e–g). Mature red cysts are highly pigmented, with a condensed chloroplast and a firm, thick cell wall. Cysts diameters are 7.4–35.8 µm with a cellular biovolume 2147 ± 238 µm3. Transient, young, green-orange cysts vary from visible green parts of the chloroplast to totally red-orange pigmentation. The diameters of the green-orange cysts are similar to the red stage, but more variable (15.9 ± 1.3 µm), while the cellular biovolume is slightly higher (2825 ± 739 µm3). The green-cyst stage has irregular, non-lamellate chloroplast, sometimes concentrated in the central part of the cyst. The cell wall is firm, most of the time colorless, sometimes irregular, and covered with small particles. The green-cysts present the highest diameter (19.4 ± 1.2 µm) and the highest biovolume (5121 ± 846 µm3).
Remarks: The cyst-like stage of the Sanguina sp. belongs to the blood snow algae, often found in Antarctic habitats (Luo, Reference Luo2020; Procházková and others, Reference Procházková, Remias, Holzinger, Řezanka and Nedbalová2021). Especially, this taxon is mainly found in melting snow (Procházková and others, Reference Procházková, Leya, Křížková and Nedbalová2019), in the ablation zone of glaciers (Di Mauro, Reference Di Mauro2020) and the accumulation zones, and in proglacial environments (Di Mauro, Reference Di Mauro2024). Reads of Sanguina sp. were detected by using 18S rDNA marker in the cryoconite of the Forni Glacier (Italy) (Zawierucha, Reference Zawierucha2022). As it is not possible to assign the flagellated stage to the blood snow algae without molecular description, we distinguished between the motile stage of Chlamydomonadales and the cyst-like stage of Sanguina sp. In our samples, the green and green-orange cyst-like stages of Sanguina sp. were observed in 19 and 12 samples, respectively. The red cyst stage and the motile flagellated stage were observed in nine samples.
3. Diatoms
Achnanthidium sp. ( Fig. 10, a1–a2)
Cells are relatively small, with cellular dimensions of 16.2–25.4 µm long and 3.6–5.7 µm wide, with a ratio length/width of 4.18. The valve is elliptic with ends obtusely to rounded. The raphe is filiform, straight, with a central area not highly developed. The number of striae is 15/10 µm. The cellular biovolume is of 537 ± 215 µm3.
Microalgae species in cryoconite holes in Northern Victoria land belonging to the Bacillariophyceae. (a1–a2) Achnanthidium sp.; (b1–b2) Luticola gaussii; (c1–c2) Luticola muticopsis; (d1–d2) Cymbella sp.; (e) Nitzschia angustata; (f1–f2) Psammothidium rostrogermainii; (g1–g3) Craticula cf. antarctica; (h1–h3) Psammothidium cf. helveticum; (i1–i2) Mayamaea sp.; (j) Fragilaria sp. Black scales represent 10 µm.
Remarks: Diverse species of Achnanthidium have been found in cryoconite holes and glacial ponds around the world (Yallop and Anesio, Reference Yallop and Anesio2010; Pinseel and others, Reference Pinseel, Van de Vijver and Kopalova2015; Kaczmarek and others, Reference Kaczmarek, Jakubowska, Celewicz-Gołdyn and Zawierucha2016), and in streams and small water bodies in the King George Island region in Antarctica (Zębek and others, Reference Zębek, Napiórkowska-Krzebietke, Świątecki and Górniak2021). In our study, Achnanthidium sp. was observed in nine samples, from Nansen, Priestley (low occurrence, i.e. biomass < 0.1 µg g−1), and Hells Gate (high occurrence, i.e. biovolume > 500 µm3 g−1).
Luticola gaussii ( Fig. 10, b1–b2)
The valve is elliptic-lanceolate, with ends broadly rounded. The margins are symmetrical, convex, and rounded in central area and the apices are broadly rounded and capitate. An isolated pore is present in the central area, located halfway between valve center and valve margin. The central area is rectangular, bordered by shortened striae on both sides. Cell dimensions are 13.6–33.1 µm long and 7.7–11.1 µm wide, with a ratio length/width of 2.33. The number of striae is 18–20(22)/10 µm. The cellular biovolume of the species is 1251 ± 181 µm3. The central area consists of a moderately wide fascia ranging to the margins.
Remarks: The morphological features of the taxon are consistent with the species Luticola gaussii. The taxon was observed in 17 samples from the four locations (biovolume comprised between 0.04 and 350 µm3 g−1). Species of the genus Luticola are typical for terrestrial ecosystems in the Antarctic Region (Kopalová and others, Reference Kopalová, Nedbalová, de Haan and Van de Vijver2011; Van de Vijver and others, Reference Van de Vijver, Zidarova and de Haan M2011) and have been described in detail by Kohler and others (Reference Kohler, Kopalová, Van de Vijver and Kociolek2015).
Luticola muticopsis ( Fig. 10, c1–c2)
Cell dimensions are 10.0–18.0 µm long and 7.0–9.8 µm wide, with a ratio length/width of 1.77. The valve is elliptic with ends flat to broadly rounded. The number of striae is 17/10 µm. The cellular biovolume of the species is 736 ± 131 µm3. The central area consists of a moderately wide fascia ranging to the margins.
Remarks: The characteristic features of the taxon were consistent with Luticola muticopsis, described in detail by Bishop (Reference Bishop2020) and Kohler and others (Reference Kohler, Kopalová, Van de Vijver and Kociolek2015). The taxon was distinguished from Luticola gaussii by cell length and striae number. The taxon was observed in 10 samples from Priestley, Nansen and Hells Gate locations (biovolume comprised between 0.04 and 542 µm3 g−1).
Cymbella sp. ( Fig. 10, d1–d2)
The valve is moderately dorsiventral, lanceolate-elliptic. The dorsal margin is more strongly convex than the ventral margin, which is slightly radiate throughout. The axial area is narrow, following the raphe, which is positioned about in the median line of the valve. Cell dimensions are 24.3–50.2 µm length and 7.3–13.9 µm wide, with a ratio length/width of 3.6. The number of striae is 10–11/10 µm and the number of stigma are 2. The cellular biovolume is 2106 µm3.
Remarks: Other species belonging to the Cymbella genushave been previously reported in Antarctica. For example, Cymbella cf. falaisensis was observed in the sediment of Lake Hoare (Taylor Valley), in the McMurdo Dry Valleys region of Southern Victoria Land, Antarctica (Spaulding and others, Reference Spaulding, McKnight, Stoermer and Doran1997). The species Cymbella proxima has also been reported among the periphytic algae assemblages of microbial mats in streams and small water bodies in the vicinity of Ecology Glacier (King George Island, Antarctica) (Zębek and others, Reference Zębek, Napiórkowska-Krzebietke, Świątecki and Górniak2021). In our study, Cymbella sp. was counted in only one exemplary in one sample from the Hells Gate location.
Nitzschia angustata ( Fig. 10e)
The valve is linear, tapering to the obtusely wedge-shaped ends. Cell dimensions are 38.1–38.4 µm long and 3.4–3.5 µm wide, with a ratio length/width of 11.2. The number of striae is 15/10 µm. Fibulae are not distinguishable. The cellular biovolume is 1034 ± 12 µm3.
Remarks: The morphological characteristics were consistent with the species Nitzschia angustata (synonym Tryblionella angustata). The taxon was observed in only one sample from Hells Gate location (at low occurrence, biovolume < 1 µm3 g−1).
Psammothidium rostrogermainii ( Fig. 10, f1–f2)
The valve is broadly elliptic-lanceolate with ends abruptly rostrate. Cell dimensions are 13.3–16.5 µm long and 7.4–9.0 µm wide, with a ratio length/width of 1.9. The number of striae is 12/10 µm but slightly variable. The cellular biovolume is 436 ± 13 µm3.
Remarks: The morphological features of the taxon were consistent with the species Psammothidium rostrogermainii, described by (Van de Vijver and others, Reference Van de Vijver, Kopalová and Zidarova2016). The taxon has been identified by the authors in the Antarctic Region, and was observed on several islands of the South Shetland Archipelago (Livingston Island, King George Island, Nelson Island, Dart Island, and Deception Island) and James Ross Island. It should be much more common in the Antarctic but usually identified as P. germainii (Van de Vijver and others, Reference Van de Vijver, Kopalová and Zidarova2016). In our study, the taxon was observed in 7 samples from the four locations (biovolume comprised between 0.2 and 382 µm3 g−1).
Craticula cf. antarctica ( Fig. 10, g1–g3)
The valve is broadly lanceolate to rhombic lanceolate with ends protracted, subrostrate. Cell dimensions are 17.3–18.5 µm long and 3.4–5.3 µm wide, with a ratio length/width of 3.9. Striae almost parallel to very slightly radiate in the valve center, becoming slightly convergent. The number of striae is 28–30/10 µm, relatively difficult to resolve. The central area is not visible and the raphe branches are straight and filiform. The cellular biovolume is 327 ± 14 µm3.
Remarks: The morphological characteristics resemble those of Craticula antarctica described by Van de Vijver (Reference Van de Vijver2010). The morphological features could also correspond to Craticula simplex described by Levkov (Reference Levkov2016) and to Craticula autralis described by Van de Vijver and others (Reference Van de Vijver, Kateřina and Zidarova2015) from one sample, taken from the epilithon of a shallow coastal lake on Ulu Peninsula (James Ross Island, Antarctica). The taxon was observed in two samples, in Hells Gate (biovolume of 44 µm3 g−1) and Nansen locations (biovolume of 28 µm3 g−1).
Psammothidium cf. helveticum ( Fig. 10, h1–h3)
The valve is elliptic to linear-elliptic, with ends broadly rounded. Cell dimensions are 12.8–14 µm length and 5.0–5.9 µm width, with a ratio length/width of 2.4. The number of striae is 24–28 in 10 µm, difficult to resolve in the smallest specimens. The central area forms a fascia that almost reaches the margins. The cellular biovolume is 195 ± 4 µm3.
Remarks: Taxon similar to P. cf. helveticum was previously found in soil under vegetation cover in the Antarctic Region by Zidarova and others (Reference Zidarova, Kopalová, Van de Vijver and Lange-Bertalot2016a). In our samples, P. cf. helveticum was observed in only one sample from Hells Gate location (at low occurrence, biovolume of 4.9 µm3 g−1).
Mayamaea sp. ( Fig. 10, i1–i2)
The valve is rhombic-lanceolate to rhombic-elliptic with rounded to obtusely-rounded apices. Cell dimensions are 9.1–10.2 µm long and 3.5–4.2 µm wide, with a ratio length/width of 2.52. The central area is small and the raphe is straight. Striae number is difficult to resolve due to the small size of the cells, approximately 20 in 10 µm. The raphe is filiform, with distinct central pores. Cell biovolume is 80 ± 3 µm3.
Remarks: The morphological characteristics of the taxon and the dimensions of the cells were consistent with the Mayamaea genus, in particular with the species Mayamaea cf. atomus described by Zidarova and others (Reference Zidarova, Kopalová, Van de Vijver and Lange-Bertalot2016a). The general features could also be consistent with the genus Eolimna, however, the cell dimensions are too small and should better correspond to Mayamaea (Kopalová and others, Reference Kopalová, Elster, Nedbalová and Van De Vijver2009). The genus Mayamaea has already been reported in Antarctica, in a lake on Ulu Peninsula (James Ross Island), and small crack of a coastal rock on Deception Island (South Shetland Islands) (Zidarova and others, Reference Zidarova, Kopalová and Van de Vijver2016b). The visible morphological features of the taxon do not allow to determine more precisely the taxonomic level. In our study, Mayamaea sp. was observed in only one sample from the Priestley location (biovolume of 7 µm3 g−1).
Fragilaria sp. ( Fig. 10j)
The valve is narrow, linear to lanceolate. The cell dimension is 94.1 ± 1.8 µm length and 4.0 ± 0.2 µm width, with a ratio length/width of 23.4.
Remarks: The cell dimensions could correspond to Fragilaria tenera, F. perdelicatissima and F. nanana, however, the absence of visible determination criteria and the scarce observation of individuals make the identification of the species very difficult. Nonetheless, Fragilaria species have been observed in meltwater lakes in the Amery Oasis, East Antarctica (Cremer and others, Reference Cremer, Gore, Hultzsch, Melles and Wagner2004), but also in Marian Cove of King George Island, Antarctica (Jeon, Reference Jeon2021) and in cryoconite holes in the Arctic (Greenland and Svalbard) (Yallop and Anesio, Reference Yallop and Anesio2010). As for the other unique specimens found in this study, other observations are needed to confirm the presence of Fragilaria sp. in the cryoconite holes of the Northern Victoria Land region.
4. Discussion
4.1. Distribution of Cyanobacteria and microalgae
This study describes the diversity and composition of Cyanobacteria and microalgae assemblages in cryoconite holes from the Northern Victoria Land, East Antarctica. We observed that cryoconite holes were mostly dominated by Chlorophytes, followed by Cyanobacteria. Although these two groups were found in almost equal proportion (in terms of relative biomass in all locations), these findings were rather unexpected. Indeed, Cyanobacteria are traditionally dominant in cryoconite holes and are considered ‘engineers’ of these ecosystems, due to their role in the formation of granular cryoconite (Takeuchi and others, Reference Takeuchi, Kohshima and Seko2001; Hodson, Reference Hodson2008; Cook and others, Reference Cook, Edwards, Takeuchi and Irvine-Fynn2016). However, similar results with a dominance of algae over Cyanobacteria have also been observed by Buda (Reference Buda2020) in the cryoconite holes from the Ecology Glacier (King George Island, located between 61°54′—62°16′S and 57°35′–59°02′W, West Antarctica). The authors suggested that the dominance of algae over Cyanobacteria should be caused by the fact that tidewater glaciers located close to the sea may receive more aqueous nutrients that favor algae. In contrast, inland ice sheets and small valley glaciers may receive more inputs of dust or englacial outcropping minerals, favoring Cyanobacteria that bind particles and form granules. In our study, this assumption is consolidated by the elevated electrical conductivities, which likely indicate a strong proximity with the ocean, and therefore possible exchanges of marine nutrients, especially in Hells Gate samples which are the closest to the sea. Our results confirm that microalgae, especially Chlorophytes, are a crucial component of the cryoconite ecosystems.
While the algal biovolume and diversity did not differ within the glacial locations, we observed significant differences in the total biovolume, the Shannon diversity, and the richness of genera among the four locations. At the opposite, the community composition (at the genus level) did not significantly vary among the four locations. In a recent molecular study, Segawa (Reference Segawa2017) showed that, within a glacial environment, some species of Cyanobacteria presented a ubiquitous distribution due to low sensitivity to environmental conditions, while the distribution of other species was more specific, mainly determined by the regional characteristics in glaciers, due to high sensitivity to different environmental conditions. In our study, we can assume that both environmental conditions and geographical distance among the four glacial locations were not enough to observe a significant difference in taxa composition. However, regarding the morphotypes of Oscillatoria species, of the 6 morphotypes distinguished, one (Mph 4) was present in all glacial locations, and another (Mph 6) was present in a unique location (Priestley). These results could indicate a higher sensitivity of Mph 6 to specific environmental conditions and a lower sensitivity of Mph 4, which showed a ubiquitous occurrence among the locations.
The Shannon diversity values calculated at the genus level ranged between 0.04 and 1.7, and the richness of genera ranged between 2 and 11 taxa, with the highest values of diversity and richness observed in the Hells Gate and Tarn Flat samples. Studies that compare photoautotroph biomass and diversity among cryoconite holes from different locations are quite rare; to date, Buda (Reference Buda2020) found no differences in the total biomass of photoautotrophs among three elevational patches of an altitudinal gradient of Ecology Glacier. In our study, the Hells Gate location was characterized by the highest biovolume and high diversity and richness. In addition, this location was also characterized by a higher proportion of diatoms (20.4%) than in the three other locations (19.2% in Priestley, 3% in Tarn Flat, and <1% in Nansen). Previous studies have hypothesized that cryoconite holes are predominantly seeded by aeolian transport from surrounding aquatic environments (Christner and others, Reference Christner, Kvitko and Reeve2003; Budgeon and others, Reference Budgeon, Roberts, Gasparon and Adams2012). Moreover, diatoms are first-colonizers and have a high range of ecological tolerances, including freeze-thaw conditions (Yallop and Anesio, Reference Yallop and Anesio2010). For example, in a previous study in the Taylor Valley, Antarctica, Stanish and others (Reference Stanish, Bagshaw, McKnight, Fountain and Tranter2013) observed a higher diatom richness in the cryoconite holes situated closest to the Ross Sea.
The diatom species observed in the cryoconite holes from the Hells Gate locations seemed not particularly restricted to marine environments, as the taxa were already observed in other habitats such as cryoconite holes, ponds, terrestrial systems, or microbial mats. However, due to the higher proximity of the Hells Gate samples to the sea, we can argue that the high biovolume, diversity, richness, and diatom proportion in these samples may be attributed to the inputs of marine nutrients. Indeed, eolian transportation of sea salts may occur, which deposits into the cryoconite hole and acts as an important source of solute (Mueller and Pollard, Reference Mueller and Pollard2004; Bagshaw and others, Reference Bagshaw, Tranter, Fountain, Welch, Basagic and Lyons2013). The proximity of colonies of penguins and seals from Hells Gate samples could also act as a means of diffusion of nutrients. In the Tarn Flat location, the proximity of terrestrial habitats and moraines close to the sampling sites may explain the relatively high diversity and richness, although only two samples were available for this location and thus results must be interpreted with caution. The characteristics of cryoconite, including its forms and geochemistry, can also influence their effect on glacier albedo and act as important factors in determining the algal community (Rozwalak, Reference Rozwalak2022). The cryoconite sediment from the four glacial locations of this study showed a slight diversity in terms of size, form, and colors. The observed differences in algal biovolume and diversity could thus also be explained by differences in cryoconite structure, although further studies are needed to evaluate the specific effect of cryoconite characteristics on the photoautotroph community.
The number of taxa and the diversity of Cyanobacteria and microalgae in the cryoconites of the Northern Victoria Land appears consistent with previous studies in Antarctica. For example, in 23 melted cryoconite holes on Ecology Glacier (King George Island, Antarctica, situated at a distance of about 4500 km from the Northern Victoria Land), Buda (Reference Buda2020) observed 17 species of algae and Cyanobacteria with a biomass of 0.79 to 5.37 μg cm−3, and each cryoconite hole was reported 4 to 10 species. However, photoautotrophic diversity and richness based on microscopic analysis in cryoconite holes are not well known. Most of the studies use molecular analysis to estimate the alpha diversity, pooling together bacteria and Cyanobacteria. For example, based on alpha diversity indices calculated on amplicon sequence variants, Millar and others (Reference Millar, Bagshaw, Edwards, Poniecka and Jungblut2021) found Shannon values in Antarctic cryoconite from 3.8 and 8 for prokaryotes (based on 16S rRNA gene analysis) and from 2.1 to 6.4 for eukaryotes (based on 18S rRNA gene analysis), which makes the results difficult to compare. Although diversity data from these studies show relatively similar ranges of values, the number of species or taxa detected in the samples depends largely on the methodology. This highlights the difficulty in comparing these results and the need to further use standard microscopy counting methods in addition to molecular analyses.
If the photoautotroph diversity of Antarctic cryoconite holes is still poorly known, values can be compared with other types of habitats in Antarctica, where more data is available. For example, a Shannon index of 1.1 was found for the periphytic assemblages in the microbial mats in the region of Arctowski Polish Antarctic Station at King George Island (West Antarctica) (Zębek and others, Reference Zębek, Napiórkowska-Krzebietke, Świątecki and Górniak2021). Microbial mats are often composed of organic and mineral particles that form a structural system of mats in streams and small water bodies located in the vicinity of the glacier. In highly diverse environments, i.e. underwater marine rocky substratum in Fildes Bay (King George Island, West Antarctic Peninsula), the species richness of primary producers ranged between 2 and 7 species, and the Shannon diversity between 0.2 and 1.2 (Valdivia and others, Reference Valdivia, Garrido, Bruning, Piñones and Pardo2020). However, higher algal diversity (between 0.76 and 3.12, with an average of 2.30) was observed in soil samples from Cierva Point (Antarctic Peninsula) (Mataloni and others, Reference Mataloni, Tell and Wynn-Williams2000). Similarly, a Shannon diversity between 1.2 and 4 was observed in soil samples from King George Island, Maritime Antarctica (Rybalka, Reference Rybalka2023). These findings indicate that (1) data on photoautotroph diversity in Antarctic habitats are incredibly scarce, and (2) the values of photoautotroph diversity observed in cryoconite holes in the Northern Victoria Land are equal to higher than those observed in other habitats such as marine rocky substrates, microbial mats, and snow surfaces but lower than those measured in soils. In addition, if the methodology used in this study has shown effectiveness in extracting algal cells from cryoconite, a slight underestimation of photoautotroph biovolume and diversity due to cells remaining attached to particles cannot be excluded. This suggests that algal diversity in cryoconites could be even higher, and that further in-depth studies are needed to more accurately understand photoautotrophic communities in cryoconite holes.
4.2. Description of the taxa
In total, 36 morphotypes from 24 taxonomic genera belonging to Cyanobacteria, Chlorophytes, Charophytes, and diatoms were described. Taxa belonging to 14 diverse taxonomic orders were observed, revealing a high taxonomic diversity in the samples. Among the identified taxa, some of them are relatively ubiquitous and found in a large variety of environments and climates, such as the Lyngbya, Oscillatoria, Phormidium, and Pseudanabaena genera. Interestingly, the N2-fixing Nostoc cf. microscopicum identified in this study has been documented in a wide range of Antarctic habitats (Broady, Reference Broady2005; Komárek and Elster, Reference Komárek and Elster2008; Fernández-Carazo and others, Reference Fernández-Carazo, Namsaraev, Mano, Ertz and Wilmotte2012; Lizieri and others, Reference Lizieri, Schaefer and Hawes2022).
It has been demonstrated that the metabolic activities of Nostoc strains in Antarctica, such as N2-fixation, nitrate uptake, nitrate-reduction, ammonium uptake, and photosynthesis, were unaffected at low temperatures (5°C) and the temperature optima for N2-fixation was nearly 10°C lower than their respective reference strains of tropical origin (Pandey, Reference Pandey2004). These findings indicate a high level of low-temperature adaptation of the Nostoc species in Antarctica. In addition, a recent molecular study demonstrated that Nostoc OTU also presented a global distribution, indicating that the taxon migrates among glacial regions (Antarctic, Arctic, and Asia) (Segawa, Reference Segawa2017).
Some taxa of photoautotrophs are specially adapted to life within the cryoconite holes, while others are opportunistic (Mueller and others, Reference Mueller, Warwick, Wayne and Fritsen2001; Yallop and Anesio, Reference Yallop and Anesio2010; Cameron and others, Reference Cameron, Hodson and Osborn2012). In the cryoconite from the Northern Victoria Land, we observed the taxon Crinalium glaciale, which seems to be restricted to the particular habitats of cryoconite holes (Porazinska and others, Reference Porazinska, Fountain, Nylen, Tranter, Virginia and Wall2004; Mueller and others, Reference Mueller, Warwick, Wayne and Fritsen2001; Mueller and Pollard, Reference Mueller and Pollard2004). Instead, the taxon Nodularia sp. has been reported in cryoconite holes in Antarctica but also in other habitats such as meltwater ponds and aquatic habitats (Jungblut, Reference Jungblut2005; Komárek and others, Reference Komárek, Genuário, Fiore and Elster2015; Jackson and others, Reference Jackson, Hawes and Jungblut2021; Lizieri and others, Reference Lizieri, Schaefer and Hawes2022). Similarly, species of the genus Luticola have been shown to be typical for terrestrial ecosystems in the Antarctic Region (Kopalová and others, Reference Kopalová, Nedbalová, de Haan and Van de Vijver2011; Van de Vijver and others, Reference Van de Vijver, Zidarova and de Haan M2011). The presence of these two taxa in the sediment of cryoconite may thus be explained by the proximity of cryoconite holes with other types of habitats, the ability of species to colonize new environments, and the wide range of ecological tolerance of organisms.
Finally, several taxa observed in the cryoconite holes from the Northern Victoria Land have been previously documented in Antarctica but have not been reported to date in cryoconite. This is the case for Gloeocapsopsis sp., Komphovoron sp., Stigonema sp., and Pleurocapsa sp. Regarding the diatoms, several taxa found in this study were to date not described in cryoconite holes; for example, the genus Mayamaea has been reported in soil samples, lakes, and in small cracks of coastal rocks, and the genera Luticola is typical for terrestrial ecosystems. However, diatoms are first colonizers (after bacteria) of newly exposed areas or re-colonizers of denuded habitats, pre-conditioning the substrates for the later development of other organisms or inhibiting their settlement (Zidarova and others, Reference Zidarova, Ivanov and Dzhembekova2020). In addition, the fact that diatoms are capable of growth in a wide variety of environmental conditions, are tolerant to desiccation and freezing, and the wide types of diatoms found in cryoconite holes suggest multiple origins of colonizing cells (Yallop and Anesio, Reference Yallop and Anesio2010). According to these authors, cryoconites may act as a reservoir, accumulating a large number of diatom species from a variety of local sources.
An interesting result of our study is the presence in samples of the cyst-like stages of the snow algae Sanguina sp. together with the flagellated motile stage of Chlamydomonadales. The cysts of the snow algae Sanguina sp. are often found in cryoconite, but they were probably just passively transported by melting from snow, where the whole life cycle takes place, to the holes (Procházková and others, Reference Procházková, Remias, Holzinger, Řezanka and Nedbalová2021). In addition, it has been shown that blooms of snow algae are often composed of more than one species. Indeed, all 18S rRNA gene phylogenetic studies have revealed a single clade comprising immotile spherical red cysts, and none of the motile, flagellated ‘green’ species ever formed a single phylogenetic clade together with red spherical cysts from red snow (Leya and others, Reference Leya, Müller, Ling and Fuhr2003; Remias and others, Reference Remias, Wastian, Lütz and Leya2013). Thus, green, flagellated isolates from red snow field samples often were most likely misinterpreted as having resulted from red spherical cysts or even vice versa (Procházková and others, Reference Procházková, Remias, Holzinger, Řezanka and Nedbalová2021). It is therefore not possible to morphologically determine if the flagellated stage observed in our samples is simply a different life cycle phase of the cyst-like stage or another species.
To date, only the flagellates of the orange snow algae Sanguina aurantia have been described (Raymond and others, Reference Raymond, Engstrom and Quarmby2022), which left the question about the life stage of other Chlamydomonadales still unresolved. In addition, a better understanding of the life stage and morphological variations of these taxa could provide valuable information about their ecology, as flagellates, which are able to reproduce, are much more sensitive to freezing and high irradiation than cysts of the same species (Remias, Reference Remias and Lütz2012). Further molecular studies are thus needed to better understand the life cycle and the ecology of these Chlamydomonadales within the cryoconite holes in Antarctica.
In glacial environments, the phenomenon of ice albedo reduction due to algae proliferation is caused by warming but also constitutes a factor aggravating the effects of climate change. It has previously been demonstrated that the presence of pigmented cyanobacterial engineers, along with other factors (organic matter properties, local geology), could participate in influencing the colors of cryoconite on various glaciers (Beutler and others, Reference Beutler, Wiltshire, Reineke and Hansen2004; Sajjad, Reference Sajjad2020; Williamson, Reference Williamson2020). In our study, the morphological distinction between the different morphotypes allowed us to highlight that microalgae and Cyanobacteria could also have the potential to reduce the albedo. In particular, taxa that have red-pigmented morphotypes, such as Gloeocapsopsis sp., Pleurocapsa sp., Sanguina sp., and Stigonema sp., are likely susceptible to induce a reduction of the ice albedo.
5. Conclusion
This study is the first biological characterization of cryoconite holes in the area of the Northern Victoria Land. It demonstrates that Antarctic cryoconite holes are highly diversified habitats for Cyanobacteria and microalgae, in terms of biovolume, morphology, and taxonomy. The work highlights the importance of microalgae, such as Chlorophytes and diatoms, in playing a key role in the cryoconite ecosystem and acting as ecosystem engineers together with Cyanobacteria. The detailed description of the species provided in this study and the comparison of their occurrence in the cryoconite holes with the existing literature appear of great importance for helping future works to identify rare or endemic glacial species that could be endangered as a result of climate change. The rapid disappearance of glacial biodiversity due to glacier melting might mean only a few generations could have the opportunity to study these vanishing ecosystems. By the re-dispersion of cryoconite sediment from the holes onto the ice surface due to warm weather, these pigmented photoautotrophs living in cryoconite could have the potential to reduce the albedo of the ice. The results highlight the importance of conducting further studies regrouping biological, geological, chemical, and spectrophotometric data to better understand the role of the photoautotroph component in the albedo reduction in Antarctica.
Antarctica is one of the regions most seriously impacted by climate change (Turner and others, Reference Turner2009). The primary effects of this regional warming include massive ice losses, as evidenced by glacier retreat, ice shelf collapses, and a decrease in sea ice. The retreat of glaciers is opening up new areas available for colonization and biological succession, referred to as ‘newly ice-free areas’ (Rückamp and others, Reference Rückamp, Braun, Suckro and Blindow2011; Lagger and others, Reference Lagger, Nime, Torre, Servetto, Tatián and Sahade2018). The recent predictions forecast that melts across the Antarctic continent will lead to the emergence of between 2100 and 17267 km2 of new ice-free area by the end of this century (Lee, Reference Lee2017). As glaciers retreat, the cyanobacterial and microalgae cells residing in cryoconite have the potential to act as seeding agents for newly terrestrial and aquatic habitats in proglacial sites, as it has been suggested by Yallop and Anesio (Reference Yallop and Anesio2010). This phenomenon should be particularly important in the case of high coverage of cryoconite holes on the glacier surface and large hole diameters. This study paves the way for a deeper understanding of the photoautotroph community in cryoconite holes in Antarctica.
Supplementary material
The supplementary material for this article can be found at https://doi.org/10.1017/jog.2025.12.
Data availability statement
All data supporting the findings of this study are available within the paper and its Supplementary Information.
Acknowledgements
We thank K. Kopalová for his help with microalgae determination. We would also like to show our gratitude to the collaborators and students, who have contributed to the collection and analysis of data, and the alpine guides and helicopter pilots of Mario Zucchelli Station (MZS) for having supported the field activities.
Author contributions
Flavia Dory: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Visualization, Writing – original draft, Writing – review & editing. Veronica Nava: Validation, Writing – review & editing. Linda Nedbalovà: Validation, Writing – review & editing. Morena Spreafico: Validation, Writing – review & editing. Valentina Soler: Validation, Writing – review & editing. Biagio Di Mauro: Funding acquisition, Resources, review. Giacomo Traversa: Resources, Visualization, review. Barbara Leoni: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Supervision, Visualization, Writing – original draft, Writing – review & editing.
Funding statement
This study was supported by the project Bio-Geo Albedo feedback at Antarctic Ice-Sheet margins (no. PNRA18_00222) funded by the National Antarctic Research Program of Italy (PNRA).
Competing interests
The authors declare no conflicts of interest.
Open access
