Submitted:
27 November 2024
Posted:
28 November 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Site Description and Sampling
2.2. Vegetation Analysis
2.3. Soil Analysis
2.4. DNA Isolation and Sequencing
2.5. Bioinformatic and Statistical Analyses
2.6. Calculation of the Average Dew Point
3. Results
3.1. Environmental Parameters
3.2. Vegetation at the Sites
3.3. Sequencing Overview
3.4. Metagenomic Profile of the Biocrusts
4. Discussion
Environmental Conditions
Vegetation Reacts to Increased Altitude
Microbial Community Composition in Arctic Biocrusts
5. Conclusion
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Pushkareva, E.; Elster, J.; Holzinger, A.; Niedzwiedz, S.; Becker, B. Biocrusts from Iceland and Svalbard: Does microbial community composition differ substantially? Frontiers in Microbiology 2022, 13, 1048522. [Google Scholar] [CrossRef] [PubMed]
- Belnap, J.; Lange, O.L. Biological Soil Crusts: Structure, Function, and Management; Springer Berlin Heidelberg: Berlin, Heidelberg, 2003. [Google Scholar]
- Weber, B.; Belnap, J.; Büdel, B.; Antoninka, A.J.; Barger, N.N.; Chaudhary, V.B.; Darrouzet-Nardi, A.; Eldridge, D.J.; Faist, A.M.; Ferrenberg, S.; et al. What is a biocrust? A refined, contemporary definition for a broadening research community. Biological Reviews 2022, 97, 1768–1785. [Google Scholar] [CrossRef] [PubMed]
- Rippin, M.; Lange, S.; Sausen, N.; Becker, B. Biodiversity of biological soil crusts from the Polar Regions revealed by metabarcoding. FEMS Microbiology Ecology 2018, 94. [Google Scholar] [CrossRef] [PubMed]
- Weber, B.; Büdel, B.; Belnap, J. Biological Soil Crusts: An Organizing Principle in Drylands; Springer International Publishing: Cham, 2016. [Google Scholar]
- Malard, L.A.; Pearce, D.A. Microbial diversity and biogeography in Arctic soils. Environmental Microbiology Reports 2018, 10, 611–625. [Google Scholar] [CrossRef]
- Zielke, M.; Ekker, A.S.; Olsen, R.A.; Spjelkavik, S.; Solheim, B. The Influence of Abiotic Factors on Biological Nitrogen Fixation in Different Types of Vegetation in the High Arctic, Svalbard. Arctic, Antarctic, and Alpine Research 2002, 34, 293–299. [Google Scholar] [CrossRef]
- Muggia, L.; Nelsen, M.P.; Kirika, P.M.; Barreno, E.; Beck, A.; Lindgren, H.; Lumbsch, H.T.; Leavitt, S.D. Formally described species woefully underrepresent phylogenetic diversity in the common lichen photobiont genus Trebouxia (Trebouxiophyceae, Chlorophyta): An impetus for developing an integrated taxonomy. Molecular Phylogenetics and Evolution 2020, 149, 106821. [Google Scholar] [CrossRef]
- Liengen, T.; Olsen, R.A. Seasonal and site-specific variations in nitrogen fixation in a high arctic area, Ny-Ålesund, Spitsbergen. Can. J. Microbiol. 1997, 43, 759–769. [Google Scholar] [CrossRef]
- Norwegian Meteorological Institute and NRK. Today’s weather forecast for your location. Available online: https://www.yr.no/en (accessed on 16 August 2024).
- Uni of Lapland. Arctic Region. Available online: https://www.arcticcentre.org/EN/arcticregion (accessed on 16 August 2024).
- Norwegian Polar Institute. Norsk Polarinstitutt. Available online: https://www.npolar.no/ (accessed on 16 August 2024).
- Bolger, A.M.; Lohse, M.; Usadel, B. Trimmomatic: A flexible trimmer for Illumina sequence data. Bioinformatics 2014, 30, 2114–2120. [Google Scholar] [CrossRef]
- Kopylova, E.; Noé, L.; Touzet, H. SortMeRNA: Fast and accurate filtering of ribosomal RNAs in metatranscriptomic data. Bioinformatics 2012, 28, 3211–3217. [Google Scholar] [CrossRef]
- Wood, D.E.; Salzberg, S.L. Kraken: Ultrafast metagenomic sequence classification using exact alignments. Genome Biol. 2014, 15, R46. [Google Scholar] [CrossRef]
- J. Oksanen; F.G. Blanchet; R. Kindt; P. Legendre; H. Wagner. Vegan: Community Ecology Package, 2015.
- Kotas, P.; Šantrůčková, H.; Elster, J.; Kaštovská, E. Soil microbial biomass, activity and community composition along altitudinal gradients in the High Arctic (Billefjorden, Svalbard). Biogeosciences 2018, 15, 1879–1894. [Google Scholar] [CrossRef]
- Molnar, P. Differences between soil and air temperatures: Implications for geological reconstructions of past climate. Geosphere 2022, 18, 800–824. [Google Scholar] [CrossRef]
- James. Is Soil Temperature Warmer Than Air? SoilThermometer.com [Online], March 26, 2023. Available online: https://soilthermometer.com/is-soil-temperature-warmer-than-air/ (accessed on 12 September 2024).
- Cheng, Q.; Zhang, M.; Jin, H.; Ren, Y. Spatiotemporal variation characteristics of hourly soil temperature in different layers in the low-latitude plateau of China. Front. Environ. Sci. 2022, 10, 1091985. [Google Scholar] [CrossRef]
- Mangral, Z.A.; Islam, S.U.; Tariq, L.; Kaur, S.; Ahmad, R.; Malik, A.H.; Goel, S.; Baishya, R.; Barik, S.K.; Dar, T.U.H. Altitudinal gradient drives significant changes in soil physico-chemical and eco-physiological properties of Rhododendron anthopogon: A case study from Himalaya. Front. For. Glob. Change 2023, 6, 1181299. [Google Scholar] [CrossRef]
- Pellet, C.; Hauck, C. Monitoring soil moisture from middle to high elevation in Switzerland: Set-up and first results from the SOMOMOUNT network. Hydrol. Earth Syst. Sci. 2017, 21, 3199–3220. [Google Scholar] [CrossRef]
- Yan, J.; Tong, M.; Liu, J.; Li, J.; Li, H. Temperature and moisture sensitivities of soil respiration vary along elevation gradients: An analysis from long-term field observations. Sci. Total Environ. 2024, 912, 169150. [Google Scholar] [CrossRef]
- Agam, N.; Berliner, P.R. Dew formation and water vapor adsorption in semi-arid environments—A review. Journal of Arid Environments 2006, 65, 572–590. [Google Scholar] [CrossRef]
- Pushkareva, E.; Pessi, I.S.; Wilmotte, A.; Elster, J. Cyanobacterial community composition in Arctic soil crusts at different stages of development. FEMS Microbiology Ecology 2015, 91. [Google Scholar] [CrossRef]
- Zhang, Y.; Ai, J.; Sun, Q.; Li, Z.; Hou, L.; Song, L.; Tang, G.; Li, L.; Shao, G. Soil organic carbon and total nitrogen stocks as affected by vegetation types and altitude across the mountainous regions in the Yunnan Province, south-western China. CATENA 2021, 196, 104872. [Google Scholar] [CrossRef]
- Göransson, H.; Edwards, P.J.; Perreijn, K.; Smittenberg, R.H.; Olde Venterink, H. Rocks create nitrogen hotspots and N:P heterogeneity by funnelling rain. Biogeochemistry 2014, 121, 329–338. [Google Scholar] [CrossRef]
- Amelung, W.; Blume, H.-P.; Fleige, H.; Horn, R.; Kandeler, E.; Kögel-Knabner, I.; Kretzschmar, R.; Stahr, K.; Wilke, B.-M. Scheffer/Schachtschabel Lehrbuch der Bodenkunde, Seventeenth edition; Springer Spektrum: Berlin, Heidelberg, 2018; ISBN 9783662558713. [Google Scholar]
- Svalbardflora. Svalbard Flora. Available online: https://svalbardflora.no/ (accessed on 23 November 2024).
- Lee, Y.K. Arctic Plants of Svalbard: What We Learn from the Green in the Treeless White World; Springer International Publishing AG: Cham, 2020; ISBN 9783030345600. [Google Scholar]
- Rønning, O.I. The flora of Svalbard; Norsk Polarinstitutt: Oslo, 1996; ISBN 8276661009. [Google Scholar]
- Plants in Alpine Regions: Cell Physiology of Adaption and Survival Strategies; Lütz, C., Ed.; Springer Vienna: Vienna, 2012; ISBN 9783709101360. [Google Scholar]
- Gehrke, B.; Kandziora, M.; Pirie, M.D. The evolution of dwarf shrubs in alpine environments: A case study of Alchemilla in Africa. Ann. Bot. 2016, 117, 121–131. [Google Scholar] [CrossRef] [PubMed]
- Prestø, T.; Lüth, M.; Hassel, K. Bryophytes of the Longyearbyen area, 2014.
- Pushkareva, E.; Elster, J.; Kudoh, S.; Imura, S.; Becker, B. Microbial community composition of terrestrial habitats in East Antarctica with a focus on microphototrophs. Frontiers in Microbiology 2023, 14, 1323148. [Google Scholar] [CrossRef] [PubMed]
- Tian, C.; Pang, J.; Bu, C.; Wu, S.; Bai, H.; Li, Y.; Guo, Q.; Siddique, K.H.M. The Microbiomes in Lichen and Moss Biocrust Contribute Differently to Carbon and Nitrogen Cycles in Arid Ecosystems. Microb. Ecol. 2023, 86, 497–508. [Google Scholar] [CrossRef]
- Thüs, H.; Muggia, L.; Pérez-Ortega, S.; Favero-Longo, S.E.; Joneson, S.; O’Brien, H.; Nelsen, M.P.; Duque-Thüs, R.; Grube, M.; Friedl, T.; et al. Revisiting photobiont diversity in the lichen family Verrucariaceae (Ascomycota). European Journal of Phycology 2011, 46, 399–415. [Google Scholar] [CrossRef]
- Wang, Y.; Li, R.; Wang, D.; Qian, B.; Bian, Z.; Wei, J.; Wei, X.; Xu, J.-R. Regulation of symbiotic interactions and primitive lichen differentiation by UMP1 MAP kinase in Umbilicaria muhlenbergii. Nat. Commun. 2023, 14, 6972. [Google Scholar] [CrossRef] [PubMed]
- He, Z.; Naganuma, T.; Faluaburu, M.S.; Nakai, R.; Kanda, H.; Uchida, M.; Imura, S.; Hahn, M.W. Bacterial phylotypes associated with rock-dwelling Umbilicaria Lichens from Arctic/Subarctic areas in North America and Northern Europe. Polar Biol 2024. [Google Scholar] [CrossRef]
- Mugnai, G.; Rossi, F.; Mascalchi, C.; Ventura, S.; de Philippis, R. High Arctic biocrusts: Characterization of the exopolysaccharidic matrix. Polar Biol 2020, 43, 1805–1815. [Google Scholar] [CrossRef]
- Williams, L.; Loewen-Schneider, K.; Maier, S.; Büdel, B. Cyanobacterial diversity of western European biological soil crusts along a latitudinal gradient. FEMS Microbiology Ecology 2016, 92. [Google Scholar] [CrossRef]
- Pushkareva, E.; Hejduková, E.; Elster, J.; Becker, B. Microbial response to seasonal variation in arctic biocrusts with a focus on fungi and cyanobacteria. Environ. Res. 2024, 263, 120110. [Google Scholar] [CrossRef]
- Pushkareva, E.; Elster, J. Biodiversity and ecological classification of cryptogamic soil crusts in the vicinity of Petunia Bay, Svalbard. Czech Polar Rep. 2013, 3, 7–18. [Google Scholar] [CrossRef]
- Janatková, K.; Reháková, K.; Doležal, J.; Simek, M.; Chlumská, Z.; Dvorský, M.; Kopecký, M. Community structure of soil phototrophs along environmental gradients in arid Himalaya. Environ. Microbiol. 2013, 15, 2505–2516. [Google Scholar] [CrossRef] [PubMed]
- Pushkareva, E.; Johansen, J.R.; Elster, J. A review of the ecology, ecophysiology and biodiversity of microalgae in Arctic soil crusts. Polar Biol 2016, 39, 2227–2240. [Google Scholar] [CrossRef]
- Tian, Q.; Jiang, Y.; Tang, Y.; Wu, Y.; Tang, Z.; Liu, F. Soil pH and Organic Carbon Properties Drive Soil Bacterial Communities in Surface and Deep Layers Along an Elevational Gradient. Frontiers in Microbiology 2021, 12, 646124. [Google Scholar] [CrossRef] [PubMed]
- Männistö, M.K.; Tiirola, M.; Häggblom, M.M. Bacterial communities in Arctic fjelds of Finnish Lapland are stable but highly pH-dependent. FEMS Microbiology Ecology 2007, 59, 452–465. [Google Scholar] [CrossRef]







| Scale | Coverage | Numeric conversion for statistical purposes |
|---|---|---|
| 5 | > 75 % of surface | Did not occur |
| 4 | 51-75 % of surface | Did not occur |
| 3 | 26-50 % of surface | 50 |
| 2 | 5-25 % of surface | 25 |
| 1 | < 5 % of surface, but many individuals | 10 |
| + | < 5 % of surface, but few individuals | 5 |
| r | rare | 1 |
| Site | GPS | Elevation m a.s.l. | pH | TP, [g/kg] | TN, [g/kg] | TC, [g/kg] | C/N | Chl a, [mg/m2] | Fv/Fm |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 78.94935°N 12.48538°E | 101 | 6.26a | 0.42 a | 4.67ab | 73.30 a | 15.77ab | 183.88a | 0.343 a |
| 2 | 78.94562°N 12.48588°E | 186 | 7.28b | 0.39 a | 5.53 a | 76.33 a | 13.79 a | 151.39 a | 0.305 a |
| 3 | 78.94352°N 12.48400°E | 238 | 6.13a | 0.27 a | 3.40b | 64.80 a | 18.66b | 137.33 a | 0.353 a |
| 4 | 78.94226°N 12.47245°E | 314 | 7.13b | 0.37 a | 5.97 a | 99.60 a | 16.61ab | 215.57 a | 0.344 a |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).