Abstract
There is little knowledge about microbial functional community structures and the relationships between microbial communities and nitrogen transformation processes. Here, we investigated the relationships between soil microbial communities and nitrogen mineralisation potentials in a cool temperate forest throughout the growing season. Microbial communities were assessed by quantification of the total bacterial, archaeal, and fungal gene abundances and the bacterial and archaeal amoA gene abundances, functional predictions of bacteria and fungi, and analysis of the bacterial-fungal co-occurrence network. In mid-summer, ectomycorrhizal fungal abundance was significantly higher, whereas the total bacterial abundance was significantly lower. Bacterial and archaeal amoA gene abundances were also significantly higher in mid-summer. However, regardless of the seasonal fluctuation of microbial gene abundances, the net nitrification and nitrogen mineralisation potential did not show clear seasonality. In the network analysis, the microbial community was divided into 13 modules, which were subgroups assumed to have similar niches. Furthermore, two modules that mainly consisted of microbial species of Proteobacteria and Bacteroidetes were significantly and positively correlated with the net nitrification and mineralisation potentials. Our results indicated that microbial subgroups sharing similar niches, instead of total microbial abundances and functional gene abundances, could be important factors affecting the net nitrogen mineralisation potential.
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References
Aber JD, Melillo JM, Nadelhoffer KJ, McClaugherty CA, Pastor J (1985) Fine root turnover in forest ecosystems in relation to quantity and form of nitrogen availability: a comparison of two methods. Oecologia 66:317–321
Amann RI, Binder BJ, Olson RJ, Chisholm SW, Devereux R, Stahl DA (1990) Combination of 16S rRNA-targeted oligonucleotide probes with flow cytometry for analyzing mixed microbial populations. Appl Environ Microbiol 56:1919–1925
Assigbetse K, Gueye M, Thioulouse J, Duponnois R (2005) Soil bacterial diversity responses to root colonization by an ectomycorrhizal fungus are not root-growth-dependent. Microb Ecol 50:350–359
Averill C, Turner BL, Finzi AC (2014) Mycorrhiza-mediated competition between plants and decomposers drives soil carbon storage. Nature 505:543–545
Barberán A, Bates ST, Casamayor EO, Fierer N (2012) Using network analysis to explore co-occurrence patterns in soil microbial communities. ISME J 6:343–351
Bastian M, Heymann S, Jacomy M (2009) Gephi: an open source software for exploring and manipulating networks. In: Proceedings of the Third International ICWSM Conference, pp 361–362
Bödeker ITM, Lindahl BD, Olson Å, Clemmensen KE (2016) Mycorrhizal and saprotrophic fungal guilds compete for the same organic substrates but affect decomposition differently. Funct Ecol 30:1967–1978
Bottomley PJ, Taylor AE, Myrold DD (2012) A consideration of the relative contributions of different microbial subpopulations to the soil N cycle. Front Microbiol 3:373
Boyle SA, Yarwood RR, Bottomley PJ, Myrold DD (2008) Bacterial and fungal contributions to soil nitrogen cycling under Douglas fir and red alder at two sites in Oregon. Soil Biol Biochem 40:443–451
Brooks DD, Chan R, Starks ER, Grayston SJ, Jones MD (2011) Ectomycorrhizal hyphae structure components of the soil bacterial community for decreased phosphatase production. FEMS Microbiol Ecol 76:245–255
Caffrey JM, Bano N, Kalanetra K, Hollibaugh JT (2007) Ammonia oxidation and ammonia-oxidizing bacteria and archaea from estuaries with differing histories of hypoxia. ISME J 1:660–662
Chao Y, Liu W, Chen Y, Chen W, Zhao L, Ding Q et al (2016) Structure, variation, and co-occurrence of soil microbial communities in abandoned sites of a rare earth elements mine. Environ Sci Technol 50:11481–11490
Clauset A, Newman MEJ, Moore C (2004) Finding community structure in very large networks. Phys Rev 70:066111
Cornwell WK, Cornelissen JHC, Amatangelo K, Dorrepaal E, Eviner VT, Godoy O et al (2008) Plant species traits are the predominant control on litter decomposition rates within biomes worldwide. Ecol Lett 11:1065–1071
Costa E, Pérez J, Kreft JU (2006) Why is metabolic labour divided in nitrification? Trends Microbiol 14:213–219
de Menezes AB, Prendergast-Miller MT, Richardson AE, Toscas P, Farrell M, Macdonald LM et al (2015) Network analysis reveals that bacteria and fungi form modules that correlate independently with soil parameters. Environ Microbiol 17:2677–2689
Deng Y, Jiang YH, Yang Y, He Z, Luo F, Zhou J (2012) Molecular ecological network analyses. BMC Bioinform 13:113
Douglas GM, Maffei VJ, Zaneveld JR, Yurgel SN, Brown JR, Taylor CM et al (2020) PICRUSt2 for prediction of metagenome functions. Nat Biotechnol 38:685–688
Ekblad A, Wallander H, Godbold DL, Cruz C, Johnson D, Baldrian P et al (2013) The production and turnover of extramatrical mycelium of ectomycorrhizal fungi in forest soils: role in carbon cycling. Plant Soil 366:1–27
Fierer N, Bradford MA, Jackson RB (2007) Toward an ecological classification of soil bacteria. Ecology 88:1354–1364
Fierer N, Jackson JA, Vilgalys R, Jackson RB (2005) Assessment of soil microbial community structure by use of taxon-specific quantitative PCR assays. Appl Environ Microbiol 71:4117–4120
Fierer N, Lauber CL, Ramirez KS, Zaneveld J, Bradford MA, Knight R (2012) Comparative metagenomic, phylogenetic and physiological analyses of soil microbial communities across nitrogen gradients. ISME J 6:1007–1017
Fraterrigo JM, Balser TC, Turner MG (2006) Microbial community variation and its relationship with nitrogen mineralization in historically altered forests. Ecology 87:570–579
Frossard A, Gerull L, Mutz M, Gessner MO (2012) Disconnect of microbial structure and function: Enzyme activities and bacterial communities in nascent stream corridors. ISME J 6:680–691
Gessler A, Schneider S, Von Sengbusch D, Weber P, Hanemann U, Huber C et al (1998) Field and laboratory experiments on net uptake of nitrate and ammonium the roots of spruce (Picea abies) and beech (Fagus sylvatica) trees. New Phytol 138:275–285
Großkopf R, Janssen PH, Liesack W (1998) Diversity and structure of the methanogenic community in anoxic rice paddy soil microcosms as examined by cultivation and direct 16S rRNA gene sequence retrieval. Appl Environ Microbiol 64:960–969
Gubry-Rangin C, Nicol GW, Prosser JI (2010) Archaea rather than bacteria control nitrification in two agricultural acidic soils. FEMS Microbiol Ecol 74:566–574
Hawkes CV, Wren IF, Herman DJ, Firestone MK (2005) Plant invasion alters nitrogen cycling by modifying the soil nitrifying community. Ecol Lett 8:976–985
Högberg MN, Briones MJI, Keel SG, Metcalfe DB, Campbell C, Midwood AJ et al (2010) Quantification of effects of season and nitrogen supply on tree below-ground carbon transfer to ectomycorrhizal fungi and other soil organisms in a boreal pine forest. New Phytol 187:485–493
Högberg MN, Högberg P, Myrold DD (2007) Is microbial community composition in boreal forest soils determined by pH, C-to-N ratio, the trees, or all three? Oecologia 150:590–601
Huygens D, Díaz S, Urcelay C, Boeckx P (2016) Microbial recycling of dissolved organic matter confines plant nitrogen uptake to inorganic forms in a semi-arid ecosystem. Soil Biol Biochem 101:142–151
Isobe K, Ise Y, Kato H, Oda T, Vincenot CE, Koba K et al (2020) Consequences of microbial diversity in forest nitrogen cycling: diverse ammonifiers and specialized ammonia oxidizers. ISME J 14:12–25
Isobe K, Koba K, Otsuka S, Senoo K (2011) Nitrification and nitrifying microbial communities in forest soils. J for Res 16:351–362
Isobe K, Ohte N (2014) Ecological perspectives on microbes involved in N-cycling. Microbes Environ 29:4–16
Isobe K, Ohte N, Oda T, Murabayashi S, Wei W, Senoo K et al (2015) Microbial regulation of nitrogen dynamics along the hillslope of a natural forest. Front Environ Sci 2:63
Isobe K, Oka H, Watanabe T, Tateno R, Urakawa R, Liang C et al (2018) High soil microbial activity in the winter season enhances nitrogen cycling in a cool-temperate deciduous forest. Soil Biol Biochem 124:90–100
IUSS Working Group WRB (2015) International soil classification system for naming soils and creating legends for soil maps. World Reference Base for Soil Resources 2014, update 2015
Iwaoka C, Imada S, Taniguchi T, Du S, Yamanaka N, Tateno R (2018) The impacts of soil fertility and salinity on soil nitrogen dynamics mediated by the soil microbial community beneath the Halophytic Shrub Tamarisk. Microb Ecol 75:985–996
Jia Z, Conrad R (2009) Bacteria rather than Archaea dominate microbial ammonia oxidation in an agricultural soil. Environ Microbiol 11:1658–1671
Jones CM, Hallin S (2019) Geospatial variation in co-occurrence networks of nitrifying microbial guilds. Mol Ecol 28:293–306
Jung J, Yeom J, Kim J, Han J, Lim HS, Park H et al (2011) Change in gene abundance in the nitrogen biogeochemical cycle with temperature and nitrogen addition in Antarctic soils. Res Microbiol 162:1018–1026
Kaiser C, Fuchslueger L, Koranda M, Gorfer M, Stange CF, Kitzler B et al (2011) Plants control the seasonal dynamics of microbial N cycling in a beech forest soil by belowground C allocation. Ecology 92:1036–1051
Kaiser C, Koranda M, Kitzler B, Fuchslueger L, Schnecker J, Schweiger P et al (2010) Belowground carbon allocation by trees drives seasonal patterns of extracellular enzyme activities by altering microbial community composition in a beech forest soil. New Phytol 187:843–858
Kang H, Gao H, Yu W, Yi Y, Wang Y, Ning M (2018) Changes in soil microbial community structure and function after afforestation depend on species and age: case study in a subtropical alluvial island. Sci Total Environ 625:1423–1432
Kanehisa M, Sato Y, Kawashima M, Furumichi M, Tanabe M (2016) KEGG as a reference resource for gene and protein annotation. Nucleic Acids Res 44:D457–D462
Kersters K, DeVos P, Gills M, Swings J, Vandamme P, Stackebrandt E (2006) Introduction to the proteobacteria. In: Dworkin M, Falkow S, Eosenberg E, Schleifer K-H, Stackbrandt E (eds) The prokaryotes. Springer, New York, pp 3–37
Kielak AM, Barreto CC, Kowalchuk GA, van Veen JA, Kuramae EE (2016) The ecology of Acidobacteria: moving beyond genes and genomes. Front Microbiol 7:744
Langfelder P, Horvath S (2007) Eigengene networks for studying the relationships between co-expression modules. BMC Syst Biol 1:54
Langfelder P, Horvath S (2008) WGCNA: an R package for weighted correlation network analysis. BMC Bioinformatics 9:559
Langille MGI, Zaneveld J, Caporaso JG, McDonald D, Knights D, Reyes JA et al (2013) Predictive functional profiling of microbial communities using 16S rRNA marker gene sequences. Nat Biotechnol 31:814–821
Lauber CL, Hamady M, Knight R, Fierer N (2009) Pyrosequencing-based assessment of soil pH as a predictor of soil bacterial community structure at the continental scale. Appl Environ Microbiol 75:5111–5120
Lauber CL, Strickland MS, Bradford MA, Fierer N (2008) The influence of soil properties on the structure of bacterial and fungal communities across land-use types. Soil Biol Biochem 40:2407–2415
LeBauer DS, Treseder KK (2008) Nitrogen limitation of net primary productivity in terrestrial ecosystems is globally distributed. Ecology 89:371–379
Lindahl BO, Taylor AFS, Finlay RD (2002) Defining nutritional constraints on carbon cycling in boreal forests-towards a less “phytocentric” perspective. Plant Soil 242:123–135
Lladó S, Žifčáková L, Větrovský T, Eichlerová I, Baldrian P (2016) Functional screening of abundant bacteria from acidic forest soil indicates the metabolic potential of Acidobacteria subdivision 1 for polysaccharide decomposition. Biol Fertil Soils 52:251–260
Matsuoka S, Sugiyama Y, Tateno R, Imamura S, Kawaguchi E, Osono T (2020) Evaluation of host effects on ectomycorrhizal fungal community compositions in a forested landscape in northern Japan. R Soc Open Sci 7:191952
Mendes LW, Kuramae EE, Navarrete AA, Van Veen JA, Tsai SM (2014) Taxonomical and functional microbial community selection in soybean rhizosphere. ISME J 8:1577–1587
Miltner A, Bombach P, Schmidt-Brücken B, Kästner M (2012) SOM genesis: microbial biomass as a significant source. Biogeochemistry 111:41–55
Moore-Kucera J, Dick RP (2008) PLFA profiling of microbial community structure and seasonal shifts in soils of a Douglas-fir chronosequence. Microb Ecol 55:500–511
Muyzer G, de Waal EC, Uitterlinden AG (1993) Profiling of complex microbial populations by denaturing gradient gel electrophoresis analysis of polymerase chain reaction-amplified genes coding for 16S rRNA. Appl Environ Microbiol 59:695–700
Nakayama M, Imamura S, Taniguchi T, Tateno R (2019) Does conversion from natural forest to plantation affect fungal and bacterial biodiversity, community structure, and co-occurrence networks in the organic horizon and mineral soil? For Ecol Manag 446:238–250
Nakayama M, Tateno R (2018) Solar radiation strongly influences the quantity of forest tree root exudates. Trees 32:871–879
Nannipieri P, Ascher J, Ceccherini MT, Landi L, Pietramellara G, Renella G (2003) Microbial diversity and soil functions. Eur J Soil Sci 54:655–670
Newman MEJ (2006) Modularity and community structure in networks. Proc Natl Acad Sci USA 103:8577–8582
Nguyen NH, Song Z, Bates ST, Branco S, Tedersoo L, Menke J et al (2016) FUNGuild: An open annotation tool for parsing fungal community datasets by ecological guild. Fungal Ecol 20:241–248
Okano Y, Hristova KR, Leutenegger CM, Jackson LE, Denison RF, Gebreyesus B et al (2004) Application of real-time PCR to study effects of ammonium on population size of ammonia-oxidizing bacteria in soil. Appl Environ Microbiol 70:1008–1016
Osburn ED, Barrett JE (2020) Abundance and functional importance of complete ammonia-oxidizing bacteria (comammox) versus canonical nitrifiers in temperate forest soils. Soil Biol Biochem 145:107801
Osburn ED, Elliottt KJ, Knoepp JD, Miniat CF, Barrett JE (2018) Soil microbial response to Rhododendron understory removal in southern Appalachian forests: effects on extracellular enzymes. Soil Biol Biochem 127:50–59
Osono T (2007) Ecology of ligninolytic fungi associated with leaf litter decomposition. Ecol Res 22:955–974
Peiffer JA, Spor A, Koren O, Jin Z, Tringe SG, Dangl JL et al (2013) Diversity and heritability of the maize rhizosphere microbiome under field conditions. Proc Natl Acad Sci USA 110:6548–6553
Phillips RP, Brzostek E, Midgley MG (2013) The mycorrhizal-associated nutrient economy: a new framework for predicting carbon-nutrient couplings in temperate forests. New Phytol 199:41–51
Pinnell LJ, Dunford E, Ronan P, Hausner M, Neufeld JD (2014) Recovering glycoside hydrolase genes from active tundra cellulolytic bacteria. Can J Microbiol 60:469–476
Prevost-Boure NC, Maron PA, Ranjard L, Nowak V, Dufrene E, Damesin C et al (2011) Seasonal dynamics of the bacterial community in forest soils under different quantities of leaf litter. Appl Soil Ecol 47:14–23
Purahong W, Krüger D, Buscot F, Wubet T (2016) Correlations between the composition of modular fungal communities and litter decomposition-associated ecosystem functions. Fungal Ecol 22:106–114
Raskin L, Stromley JM, Rittmann BE, Stahl DA (1994) Group-specific 16S rRNA hybridization probes to describe natural communities of methanogens. Appl Environ Microbiol 60:1232–1240
Reich PB, Grigal DF, Aber JD, Gower ST (1997) Nitrogen mineralization and productivity in 50 hardwood and conifer stands on diverse soils. Ecology 78:335–347
Ribbons RR, Levy-Booth DJ, Masse J, Grayston SJ, McDonald MA, Vesterdal L, Prescott CE (2016) Linking microbial communities, functional genes and nitrogen-cycling processes in forest floors under four tree species. Soil Biol Biochem 103:181–191
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 Microbiol 63:4704–4712
Rousk J, Bååth E, Brookes PC, Lauber CL, Lozupone C, Caporaso JG et al (2010) Soil bacterial and fungal communities across a pH gradient in an arable soil. ISME J 4:1340–1351
Rousk J, Brookes PC, Bååth E (2009) Contrasting soil pH effects on fungal and bacterial growth suggest functional redundancy in carbon mineralization. Appl Environ Microbiol 75:1589–1596
Saiya-Cork KR, Sinsabaugh RL, Zak DR (2002) The effects of long term nitrogen deposition on extracellular enzyme activity in an Acer saccharum forest soil. Soil Biol Biochem 34:1309–1315
Schimel JP, Bennett J (2004) Nitrogen mineralization: challenges of a changing paradigm. Ecology 85:591–602
Shirakawa M, Uehara I, Tanaka M (2019) Mycorrhizosphere bacterial communities and their sensitivity to antibacterial activity of Ectomycorrhizal Fungi. Microbes Environ 34:191–198
Singh JS, Gupta SR (1977) Plant decomposition and soil respiration in terrestrial ecosystems. Bot Rev 43:449–528
Sinsabaugh RL, Lauber CL, Weintraub MN, Ahmed B, Allison SD, Crenshaw C et al (2008) Stoichiometry of soil enzyme activity at global scale. Ecol Lett 11:1252–1264
Strickland MS, Lauber C, Fierer N, Bradford MA (2009) Testing the functional significance of microbial community composition. Ecology 90:441–451
Sun S, Li S, Avera BN, Strahm BD, Badgley BD (2017) Soil bacterial and fungal communities show distinct recovery patterns during forest ecosystem restoration. Appl Environ Microbiol 83:966–983
Tateno R, Hishi T, Takeda H (2004) Above- and belowground biomass and net primary production in a cool-temperate deciduous forest in relation to topographical changes in soil nitrogen. For Ecol Manag 193:297–306
Tatsumi C, Taniguchi T, Du S, Yamanaka N, Tateno R (2020) Soil nitrogen cycling is determined by the competition between mycorrhiza and ammonia-oxidizing prokaryotes. Ecology 101:e02963
Tatsumi C, Taniguchi T, Du S, Yamanaka N, Tateno R (2019) The steps in the soil nitrogen transformation process vary along an aridity gradient via changes in the microbial community. Biogeochemistry 144:15–29
Taylor AE, Giguere AT, Zoebelein CM, Myrold DD, Bottomley PJ (2017) Modeling of soil nitrification responses to temperature reveals thermodynamic differences between ammonia-oxidizing activity of archaea and bacteria. ISME J 11:896–908
Toju H, Kishida O, Katayama N, Takagi K (2016) Networks depicting the fine-scale co-occurrences of fungi in soil horizons. PLoS ONE 11:1–18
Toju H, Tanabe AS, Yamamoto S, Sato H (2012) High-coverage ITS primers for the DNA-based identification of ascomycetes and basidiomycetes in environmental samples. PLoS ONE 7:e40863
Torsvik V, Øvreås L (2002) Microbial diversity and function in soil: from genes to ecosystems. Curr Opin Microbiol 5:240–245
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 10:1357–1364
Trivedi P, Delgado-Baquerizo M, Trivedi C, Hu H, Anderson IC, Jeffries TC et al (2016) Microbial regulation of the soil carbon cycle: evidence from gene–enzyme relationships. ISME J 10:2593–2604
Urakawa R, Ohte N, Shibata H, Isobe K, Tateno R, Oda T et al (2016) Factors contributing to soil nitrogen mineralization and nitrification rates of forest soils in the Japanese archipelago. For Ecol Manage 361:382–396
Urbanová M, Šnajdr J, Baldrian P (2015) Composition of fungal and bacterial communities in forest litter and soil is largely determined by dominant trees. Soil Biol Biochem 84:53–64
Uroz S, Oger P, Tisserand E, Cébron A, Turpault M-P, Buée M et al (2016) Specific impacts of beech and Norway spruce on the structure and diversity of the rhizosphere and soil microbial communities. Sci Rep 6:27756
Ushio M, Kitayama K, Balser TC (2010) Tree species-mediated spatial patchiness of the composition of microbial community and physicochemical properties in the topsoils of a tropical montane forest. Soil Biol Biochem 42:1588–1595
Vitousek P, Howarth R (1991) Nitrogen limitation on land and in the sea: how can it occur? Biogeochemistry 13:87–115
Wan X, Huang Z, He Z, Yu Z, Wang M, Davis MR, Yang Y (2015) Soil C: N ratio is the major determinant of soil microbial community structure in subtropical coniferous and broadleaf forest plantations. Plant Soil 387:103–116
Wertz S, Degrange V, Prosser JI, Poly F, Commeaux C, Freitag T et al (2006) Maintenance of soil functioning following erosion of microbial diversity. Environ Microbiol 8:2162–2169
Wilhelm RC, Singh R, Eltis LD, Mohn WW (2019) Bacterial contributions to delignification and lignocellulose degradation in forest soils with metagenomic and quantitative stable isotope probing. ISME J 13:413–429
Yao H, Gao Y, Nicol GW, Campbell CD, Prosser JI, Zhang L et al (2011) Links between ammonia oxidizer community structure, abundance, and nitrification potential in acidic soils. Appl Environ Microbiol 77:4618–4625
Zhang L-M, Hu H-W, Shen J-P, He J-Z (2012) Ammonia-oxidizing archaea have more important role than ammonia-oxidizing bacteria in ammonia oxidation of strongly acidic soils. ISME J 6:1032–1045
Zhu T, Meng T, Zhang J, Zhong W, Müller C, Cai Z (2015) Fungi-dominant heterotrophic nitrification in a subtropical forest soil of China. J Soils Sediments 15:705–709
Acknowledgements
We would like to thank Dr. Takahito Yoshioka, Dr. Kazuya Kobayashi and the member of Forest Information Laboratory for the helpful suggestion. We also thank Takayuki Yamauchi, Yasuyuki Shibata, Tomoyuki Nakagawa, Jun Yanagimoto, Ken-ichi Ohta, Yuhei Nishioka, Makoto Furuta, Yasunori Kishimoto, Yoichiro Kitagawa, Masaru Okuda, Akira Yamanaka, Yuta Miyagi, Syuichi Sato, Yukie Kawamura and Michiko Shimizu as the staffs of Hokkaido forest research station, Field Science Education and Research Center, Kyoto University for helping the experiments. This study was supported by JSPS-KAKENHI (No. 23780166, 26292085, 18H02241).
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This study was supported by JSPS-KAKENHI: 18H02241, 26292085, 23780166.
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MN, SI and RT conceived and designed the experiment; MN, SI and RT performed the experiment; MN, SI, CT and TT performed data analysis; MN prepared figures and tables; MN and RT took the lead in writing the manuscript with input from all authors.
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Nakayama, M., Imamura, S., Tatsumi, C. et al. Microbial functions and soil nitrogen mineralisation processes in the soil of a cool temperate forest in northern Japan. Biogeochemistry 155, 359–379 (2021). https://doi.org/10.1007/s10533-021-00830-7
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DOI: https://doi.org/10.1007/s10533-021-00830-7