Abstract
The assembly mechanisms shaping the elevational patterns of diversity and community structure in ammonia-oxidizing archaea (AOA) and ammonia-oxidizing bacteria (AOB) are not well understood. We investigated the diversities, co-occurrence network patterns, key drivers, and potential activities of AOA and AOB communities along a large altitudinal gradient. The α-diversity of the AOA communities exhibited a monotonically decreasing pattern with increasing elevation, whereas a sinusoidal pattern was observed for the AOB communities. The mean annual temperature was the single factor that most strongly influenced the α-diversity of the AOA communities; however, the interactions of plant richness, soil conductivity, and total nitrogen made comparable contributions to the α-diversity of the AOB communities. Moreover, the β-diversities of the AOA and AOB communities were divided into two distinct clusters by elevation, i.e., low- (1800–2600 m) and high-altitude (2800–4100 m) sections. These patterns were attributed mainly to the soil pH, followed by variations in plant richness along the altitudinal gradient. In addition, the AOB communities were more important to the soil nitrification potential in the low-altitude section, whereas the AOA communities contributed more to the soil nitrification potential in the high-altitude section. Overall, this study revealed the key factors shaping the elevational patterns of ammonia-oxidizing communities and might predict the consequences of changes in ammonia-oxidizing communities.
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Data Availability
The data that support the findings of this study are available from the corresponding author upon reasonable request.
References
Lehtovirta-Morley LE, Sayavedra-Soto LA, Gallois N, Schouten S, Stein LY, Prosser JI, Nicol GW (2016) Identifying potential mechanisms enabling acidophily in the ammonia-oxidizing archae on “Candidatus Nitrosotalea devanaterra.” Appl Environ Microb 82(9):2608–2619. https://doi.org/10.1128/aem.04031-15
Kits KD, Sedlacek CJ, Lebedeva EV, Han P, Bulaev A, Pjevac P, Daebeler A, Romano S, Albertsen M, Stein LY, Daims H, Wagner M (2017) Kinetic analysis of a complete nitrifier reveals an oligotrophic lifestyle. Nature 549(7671):269–272. https://doi.org/10.1038/nature23679
Ouyang Y, Norton JM, Stark JM, Reeve JR, Habteselassie MY (2016) Ammonia-oxidizing bacteria are more responsive than archaea to nitrogen source in an agricultural soil. Soil Biol Biochem 96:4–15. https://doi.org/10.1016/j.soilbio.2016.01.012
Kozlowski JA, Stieglmeier M, Schleper C, Klotz MG, Stein LY (2016) Pathways and key intermediates required for obligate aerobic ammonia-dependent chemolithotrophy in bacteria and Thaumarchaeota. ISME J 10(8):1836–1845. https://doi.org/10.1038/ismej.2016.2
Offre P, Kerou M, Spang A, Schleper C (2014) Variability of the transporter gene complement in ammonia-oxidizing archaea. Trends Microbiol 22(12):665–675. https://doi.org/10.1016/j.tim.2014.07.007
Hink L, Gubry-Rangin C, Nicol GW, Prosser JI (2018) The consequences of niche and physiological differentiation of archaeal and bacterial ammonia oxidisers for nitrous oxide emissions. ISME J 12(4):1084–1093. https://doi.org/10.1038/s41396-017-0025-5
Nicol GW, Leininger S, Schleper C, Prosser JI (2008) The influence of soil pH on the diversity, abundance and transcriptional activity of ammonia oxidizing archaea and bacteria. Environ Microbiol 10(11):2966–2978. https://doi.org/10.1111/j.1462-2920.2008.01701.x
Meinhardt KA, Stopnisek N, Pannu MW, Strand SE, Fransen SC, Casciotti KL, Stahl DA (2018) Ammonia-oxidizing bacteria are the primary N2O producers in an ammonia-oxidizing archaea dominated alkaline agricultural soil. Environ Microbiol 20(6):2195–2206. https://doi.org/10.1111/1462-2920.14246
Lu XD, Nicol GW, Neufeld JD (2018) Differential responses of soil ammonia-oxidizing archaea and bacteria to temperature and depth under two different land uses. Soil Biol Biochem 120:272–282. https://doi.org/10.1016/j.soilbio.2018.02.017
Bello MO, Thion C, Gubry-Rangin C, Prosser JI (2019) Differential sensitivity of ammonia oxidising archaea and bacteria to matric and osmotic potential. Soil Biol Biochem 129:184–190. https://doi.org/10.1016/j.soilbio.2018.11.017
Ying JY, Zhang LM, He JZ (2010) Putative ammonia-oxidizing bacteria and archaea in an acidic red soil with different land utilization patterns. Environ Microbiol Rep 2(2):304–312. https://doi.org/10.1111/j.1758-2229.2009.00130.x
Li J, Li C, Kou Y, Yao M, He Z, Li X (2020) Distinct mechanisms shape soil bacterial and fungal co-occurrence networks in a mountain ecosystem. FEMS Microbiol Ecol 96(4):fiaa030. https://doi.org/10.1093/femsec/fiaa030
Wang YS, Li CN, Kou YP, Wang JJ, Tu B, Li H, Li XZ, Wang CT, Yao MJ (2017) Soil pH is a major driver of soil diazotrophic community assembly in Qinghai-Tibet alpine meadows. Soil Biol Biochem 115:547–555. https://doi.org/10.1016/j.soilbio.2017.09.024
Berry D, Widder S (2014) Deciphering microbial interactions and detecting keystone species with co-occurrence networks. Front Microbiol 5:219. https://doi.org/10.3389/fmicb.2014.00219
Meng H, Katayama Y, Gu JD (2017) More wide occurrence and dominance of ammonia-oxidizing archaea than bacteria at three Angkor sandstone temples of Bayon, Phnom Krom and Wat Athvea in Cambodia. Int Biodeterior Biodegrad 117:78–88. https://doi.org/10.1016/j.ibiod.2016.11.012
Guo JJ, Ling N, Chen H, Zhu C, Kong YL, Wang M, Shen QR, Guo SW (2017) Distinct drivers of activity, abundance, diversity and composition of ammonia-oxidizers: evidence from a long-term field experiment. Soil Biol Biochem 115:403–414. https://doi.org/10.1016/j.soilbio.2017.09.007
Taylor AE, Zeglin LH, Dooley S, Myrold DD, Bottomley PJ (2010) Evidence for different contributions of archaea and bacteria to the ammonia-oxidizing potential of diverse oregon soils. Appl Environ Microb 76(23):7691–7698. https://doi.org/10.1128/aem.01324-10
Zhao K, Kong W, Khan A, Liu J, Guo G, Muhanmmad S, Zhang X, Dong X (2017) Elevational diversity and distribution of ammonia-oxidizing archaea community in meadow soils on the Tibetan Plateau. Appl Microbiol Biotechnol 101(18):7065–7074. https://doi.org/10.1007/s00253-017-8435-x
Li C, Tu B, Kou Y, Wang Y, Li X, Wang J, Li J (2021) The assembly of methanotrophic communities regulated by soil pH in a mountain ecosystem. Catena 196:104883. https://doi.org/10.1016/j.catena.2020.104883
Li J, Shen Z, Li C, Kou Y, Wang Y, Tu B, Zhang S, Li X (2018) Stair-step pattern of soil bacterial diversity mainly driven by pH and vegetation types along the elevational gradients of Gongga Mountain, China. Front Microbiol 9:569. https://doi.org/10.3389/fmicb.2018.00569
Shen ZH, Fang JY, Liu ZL (2001) Patterns of biodiversity along the vertical vegetation spectrum of the east aspect of Gongga Mountain. Chin J Plan Ecolo 25(6):721–732. https://www.plant-ecology.com/EN/Y2001/V25/I6/721. Accessed 20 Apr 2022
Francis CA, Roberts KJ, Beman JM, Santoro AE, Oakley BB (2005) Ubiquity and diversity of ammonia-oxidizing archaea in water columns and sediments of the ocean. Proc Natl Acad Sci USA 102(41):14683–14688. https://doi.org/10.1073/pnas.0506625102
Rotthauwe JH, Witzel KP, Liesack W (1997) The ammonia monooxygenase structural gene amoA as a functional marker: Molecular fine-scale analysis of natural ammonia-oxidizing populations. Appl Environ Microb 63(12):4704–4712. https://doi.org/10.1128/aem.63.12.4704-4712.1997
Penton CR, Johnson TA, Quensen JF, Iwai S, Cole JR, Tiedje JM (2013) Functional genes to assess nitrogen cycling and aromatic hydrocarbon degradation: primers and processing matter. Front Microbiol 4:e00279. https://doi.org/10.3389/fmicb.2013.00279
Chin CS, Alexander DH, Marks P, Klammer AA, Drake J, Heiner C, Clum A, Copeland A, Huddleston J, Eichler EE, Turner SW, Korlach J (2013) Nonhybrid, finished microbial genome assemblies from long-read SMRT sequencing data. Nat Methods 10(6):563–569. https://doi.org/10.1038/nmeth.2474
Caporaso JG, Kuczynski J, Stombaugh J, Bittinger K, Bushman FD, Costello EK, Fierer N, Pena AG, Goodrich JK, Gordon JI, Huttley GA, Kelley ST, Knights D, Koenig JE, Ley RE, Lozupone CA, McDonald D, Muegge BD, Pirrung M, Reeder J, Sevinsky JR, Tumbaugh PJ, Walters WA, Widmann J, Yatsunenko T, Zaneveld J, Knight R (2010) QIIME allows analysis of high-throughput community sequencing data. Nat Methods 7(5):335–336. https://doi.org/10.1038/nmeth.f.303
Edgar RC (2010) Search and clustering orders of magnitude faster than BLAST. Bioinformatics 26(19):2460–2461. https://doi.org/10.1093/bioinformatics/btq461
Wang Q, Quensen JF III, Fish JA, Kwon Lee T, Sun Y, Tiedje JM, Cole JR (2013) Ecological patterns of nifH genes in four terrestrial climatic zones explored with targeted metagenomics using FrameBot, a new informatics tool. mBio 4(5):e00592-00513. https://doi.org/10.1128/mBio.00592-13
Hou S, Ai C, Zhou W, Liang G, He P (2018) Structure and assembly cues for rhizospheric nirK-and nirS-type denitrifier communities in long-term fertilized soils. Soil Biol Biochem 119:32–40. https://doi.org/10.1016/j.soilbio.2018.01.007
Fish JA, Chai BL, Wang Q, Sun YN, Brown CT, Tiedje JM, Cole JR (2013) FunGene: the functional gene pipeline and repository. Front Microbiol 4:291. https://doi.org/10.3389/fmicb.2013.00291
Deng Y, Jiang YH, Yang Y, He Z, Luo F, Zhou J (2012) Molecular ecological network analyses. Bmc Bioinformatics 13:113. https://doi.org/10.1186/1471-2105-13-113
Wang Y, Kou Y, Li C, Tu B, Wang J, Yao M, Li X (2019) Contrasting responses of diazotrophic specialists, opportunists, and generalists to steppe types in Inner Mongolia. Catena 182:104168. https://doi.org/10.1016/j.catena.2019.104168
Shigyo N, Umeki K, Hirao T (2019) Plant functional diversity and soil properties control elevational diversity gradients of soil bacteria. FEMS Microbiol Ecol 95(4):fiz025. https://doi.org/10.1093/femsec/fiz025
Gubry-Rangin C, Novotnik B, Mandic-Mulec I, Nicol GW, Prosser JI (2017) Temperature responses of soil ammonia-oxidising archaea depend on pH. Soil Biol Biochem 106:61–68. https://doi.org/10.1016/j.soilbio.2016.12.007
Tourna M, Freitag TE, Nicol GW, Prosser JI (2008) Growth, activity and temperature responses of ammonia-oxidizing archaea and bacteria in soil microcosms. Environ Microbiol 10(5):1357–1364. https://doi.org/10.1111/j.1462-2920.2007.01563.x
Peay KG, von Sperber C, Cardarelli E, Toju H, Francis CA, Chadwick OA, Vitousek PM (2017) Convergence and contrast in the community structure of Bacteria, Fungi and Archaea along a tropical elevation-climate gradient. FEMS Microbiol Ecol 93(5):219–222. https://doi.org/10.1093/femsec/fix045
Pan YD, Birdsey RA, Fang JY, Houghton R, Kauppi PE, Kurz WA, Phillips OL, Shvidenko A, Lewis SL, Canadell JG, Ciais P, Jackson RB, Pacala SW, McGuire AD, Piao SL, Rautiainen A, Sitch S, Hayes D (2011) A large and persistent carbon sink in the world’s forests. Science 333(6045):988–993. https://doi.org/10.1126/science.1201609
Paul EA (2016) The nature and dynamics of soil organic matter: plant inputs, microbial transformations, and organic matter stabilization. Soil Biol Biochem 98:109–126. https://doi.org/10.1016/j.soilbio.2016.04.001
Yao M, Rui J, Li J, Dai Y, Bai Y, Heděnec P, Wang J, Zhang S, Pei K, Liu C (2014) Rate-specific responses of prokaryotic diversity and structure to nitrogen deposition in the Leymus chinensis steppe. Soil Biol Biochem 79:81–90. https://doi.org/10.1016/j.soilbio.2014.09.009
Gubry-Rangin C, Kratsch C, Williams TA, McHardy AC, Embley TM, Prosser JI, Macqueen DJ (2015) Coupling of diversification and pH adaptation during the evolution of terrestrial Thaumarchaeota. P Natl Acad Sci USA 112(30):9370–9375. https://doi.org/10.1073/pnas.1419329112
Prosser JI, Nicol GW (2012) Archaeal and bacterial ammonia-oxidisers in soil: the quest for niche specialisation and differentiation. Trends Microbiol 20(11):523–531. https://doi.org/10.1016/j.tim.2012.08.001
Hayatsu M, Tago K, Uchiyama I, Toyoda A, Wang Y, Shimomura Y, Okubo T, Kurisu F, Hirono Y, Nonaka K, Akiyama H, Itoh T, Takami H (2017) An acid-tolerant ammonia-oxidizing gamma-proteobacterium from soil. ISME J 11(5):1130–1141. https://doi.org/10.1038/ismej.2016.191
Abichou T, Kormi T, Yuan L, Johnson T, Francisco E (2015) Modeling the effects of vegetation on methane oxidation and emissions through soil landfill final covers across different climates. Waste Manage 36:230–240. https://doi.org/10.1016/j.wasman.2014.11.002
Thoms C, Gattinger A, Jacob M, Thomas FM, Gleixner G (2010) Direct and indirect effects of tree diversity drive soil microbial diversity in temperate deciduous forest. Soil Biol Biochem 42(9):1558–1565. https://doi.org/10.1016/j.soilbio.2010.05.030
Hu A, Wang JJ, Sun H, Niu B, Si GC, Wang J, Yeh CF, Zhu XX, Lu XC, Zhou JZ, Yang YP, Ren ML, Hu YL, Dong HL, Zhang GX (2020) Mountain biodiversity and ecosystem functions: interplay between geology and contemporary environments. ISME J 14(4):931–944. https://doi.org/10.1038/s41396-019-0574-x
Faust K, Raes J (2012) Microbial interactions: from networks to models. Nat Rev Microbiol 10:538–550. https://doi.org/10.1038/nrmicro2832
Dohi M, Mougi A (2018) A coexistence theory in microbial communities. R Soc Open Sci 5:180476. https://doi.org/10.1098/rsos.180476
Herbold CW, Lehtovirta-Morley LE, Jung MY, Jehmlich N, Hausmann B, Han P, Loy A, Pester M, Sayavedra-Soto LA, Rhee SK, Prosser JI, Nicol GW, Wagner M, Gubry-Rangin C (2017) Ammonia-oxidising archaea living at low pH: insights from comparative genomics. Environ Microbiol 19(12):4939–4952. https://doi.org/10.1111/1462-2920.13971
Burton SAQ, Prosser JI (2001) Autotrophic ammonia oxidation at low pH through urea hydrolysis. Appl Environ Microb 67(7):2952–2957. https://doi.org/10.1128/aem.67.7.2952-2957.2001
Song H, Che Z, Cao WC, Huang T, Wang JG, Dong ZR (2016) Changing roles of ammonia-oxidizing bacteria and archaea in a continuously acidifying soil caused by over-fertilization with nitrogen. Environ Sci Pollut Res 23(12):11964–11974. https://doi.org/10.1007/s11356-016-6396-8
Jung MY, Park SJ, Min D, Kim JS, Rijpstra WIC, Damste JSS, Kim GJ, Madsen EL, Rhee SK (2011) Enrichment and characterization of an autotrophic ammonia-oxidizing archaeon of mesophilic crenarchaeal Group I.1a from an agricultural soil. Appl Environ Microb 77(24):8635–8647. https://doi.org/10.1128/aem.05787-11
Koper TE, Stark JM, Habteselassie MY, Norton JM (2010) Nitrification exhibits Haldane kinetics in an agricultural soil treated with ammonium sulfate or dairy-waste compost. FEMS microbiol ecol 74(2):316–322. https://doi.org/10.1111/j.1574-6941.2010.00960.x
Funding
This work was supported by the National Natural Science Foundation of China (32171550, 31870473), the Strategic Priority Research Program of the Chinese Academy of Sciences (XDA20020401), the Youth Innovation Promotion Association, Chinese Academy of Sciences (2021371), the Second Tibetan Plateau Scientic Expedition and Research Program (2019QZKK0600), and China Biodiversity Observation Networks (Sino BON).
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X. Z. L. and Y. P. K. planned and designed the research. Y. P. K., J. B. L., C. N. L., and B. T. performed experiments and collected data. Y. P. K. analyzed the data and wrote the manuscript. X. Z. L., J. B. L., and Y. P. K. revised the paper.
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Kou, Y., Li, C., Tu, B. et al. The Responses of Ammonia-Oxidizing Microorganisms to Different Environmental Factors Determine Their Elevational Distribution and Assembly Patterns. Microb Ecol 86, 485–496 (2023). https://doi.org/10.1007/s00248-022-02076-8
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DOI: https://doi.org/10.1007/s00248-022-02076-8