Abstract
Microbes carry out many critical biogeochemical transformations in the biosphere such as greenhouse gas production and consumption. Characterizing how microbial communities vary through space and time may hold insights into understanding ecosystem function, particularly as it responds to ongoing climate change. However, it remains unclear to what extent variability in the composition of microbial communities exerts long-term control over biogeochemistry independently of the physiochemical and macroorganismal context in which microbes reside. In this synthesis, we reviewed literature about the versatility and adaptability of microbial communities, and analogous research in medicine, agriculture, and bioremediation. We synthesized data from microbial diversity experiments to determine thresholds at which loss of microbial richness impairs function and compared it to actual microbial richness in nature. The evidence suggests that, in environments such as surface soils, sediments, rivers, lakes, oceans, and the atmosphere, which are open to microbial inoculum and which dominate biogeochemical processes in the biosphere, microbial function equilibrates to environmental conditions over a much shorter interval (days to years) than the time scale on which anthropogenic climate change influences ecosystems (decades to centuries). We conclude that the degree of microbial control over ecosystem processes has been overstated because the correlation of taxonomic information with ecosystem function has obscured the understanding of causality in natural ecosystems. We recommend experiments in which microbial communities are manipulated in ways that allow us to disentangle the influence of microbial community structure from confounding environmental covariates.
Similar content being viewed by others
Data availability
The datasets generated and analyzed for the current study are available in the in the supplemental datasheet.
References
Adetunji CO, Anani OA (2020) Bio-fertilizer from Trichoderma: Boom for Agriculture Production and Management of Soil- and Root-Borne Plant Pathogens. In: Mishra P, Mishra RR, Adetunji CO (eds) Innovations in Food Technology: Current Perspectives and Future Goals. Springer, Singapore, pp 245–256
Albright MBN, Martiny JBH (2018) Dispersal alters bacterial diversity and composition in a natural community. ISME J 12:296–299. https://doi.org/10.1038/ismej.2017.161
Allison SD (2012) A trait-based approach for modelling microbial litter decomposition. Ecol Lett 15:1058–1070. https://doi.org/10.1111/j.1461-0248.2012.01807.x
Allison SD, Martiny JBH (2008) Resistance, resilience, and redundancy in microbial communities. PNAS 105:11512–11519. https://doi.org/10.1073/pnas.0801925105
Allison SD, Wallenstein MD, Bradford MA (2010) Soil-carbon response to warming dependent on microbial physiology. Nature Geosci 3:336–340. https://doi.org/10.1038/ngeo846
Altieri AH, Bertness MD, Coverdale TC et al (2012) A trophic cascade triggers collapse of a salt-marsh ecosystem with intensive recreational fishing. Ecology 93:1402–1410. https://doi.org/10.1890/11-1314.1
Aminov R (2011) Horizontal Gene Exchange in Environmental Microbiota. Frontiers in Microbiology 2. https://doi.org/10.3389/fmicb.2011.00158
Anagnostakis SL (1987) Chestnut Blight: The Classical Problem of an Introduced Pathogen. Mycologia 79:23–37. https://doi.org/10.1080/00275514.1987.12025367
Andersson M (2017) Extent and limitations of functional redundancy among bacterial communities towards dissolved organic matter. Uppsala University, Uppsala
Arai H (2011) Regulation and function of versatile aerobic and anaerobic respiratory metabolism in pseudomonas aeruginosa. Front Microbiol. https://doi.org/10.3389/fmicb.2011.00103
Astudillo-García C, Hermans SM, Stevenson B et al (2019) Microbial assemblages and bioindicators as proxies for ecosystem health status: potential and limitations. Appl Microbiol Biotechnol 103:6407–6421. https://doi.org/10.1007/s00253-019-09963-0
Atlas RM (1991) Microbial hydrocarbon degradation—bioremediation of oil spills. J Chem Technol Biotechnol 52:149–156. https://doi.org/10.1002/jctb.280520202
Averill C, Fortunel C, Maynard DS et al (2022) Alternative stable states of the forest mycobiome are maintained through positive feedbacks. Nat Ecol Evol 6:375–382. https://doi.org/10.1038/s41559-022-01663-9
Bakker MR, Brunner I, Ashwood F et al (2019) Belowground biodiversity relates positively to ecosystem services of european forests. Front for Glob Change. https://doi.org/10.3389/ffgc.2019.00006
Balser TC, Firestone MK (2005) Linking microbial community composition and soil processes in a California annual grassland and mixed-conifer forest. Biogeochemistry 73:395–415. https://doi.org/10.1007/s10533-004-0372-y
Balvanera P, Pfisterer AB, Buchmann N et al (2006) Quantifying the evidence for biodiversity effects on ecosystem functioning and services. Ecol Lett 9:1146–1156. https://doi.org/10.1111/j.1461-0248.2006.00963.x
Bardgett RD, Freeman C, Ostle NJ (2008) Microbial contributions to climate change through carbon cycle feedbacks. ISME J 2:805–814. https://doi.org/10.1038/ismej.2008.58
Baas Becking (1934) Geobiologie of inleiding tot de milieukunde. WP Van Stockum & Zoon NV
Bennett AF, Lenski RE, Mittler JE (1992) Evolutionary adaptation to temperature. I. fitness responses of escherichia coli to changes in its thermal environment. Evolution 46:16–30. https://doi.org/10.2307/2409801
Bertolet BL, Louden SI, Jones SE (2022) Microbial community composition, and not pH, influences lake sediment function. Ecosphere 13:e4091. https://doi.org/10.1002/ecs2.4091
Blondeel H, Perring MP, Bergès L et al (2019) Context-dependency of agricultural legacies in temperate forest soils. Ecosystems 22:781–795. https://doi.org/10.1007/s10021-018-0302-9
Blount ZD, Lenski RE, Losos JB (2018) Contingency and determinism in evolution: replaying life’s tape. Science. https://doi.org/10.1126/science.aam5979
Bond-Lamberty B, Bolton H, Fansler S et al (2016) Soil respiration and bacterial structure and function after 17 years of a reciprocal soil transplant experiment. PLoS ONE 11:e0150599. https://doi.org/10.1371/journal.pone.0150599
Bosco F, Casale A, Mazzarino I et al (2020) Microcosm evaluation of bioaugmentation and biostimulation efficacy on diesel-contaminated soil. J Chem Technol Biotechnol 95:904–912. https://doi.org/10.1002/jctb.5966
Boto L (2010) Horizontal gene transfer in evolution: facts and challenges. Proceed Royal Soc b: Biol Sci 277:819–827. https://doi.org/10.1098/rspb.2009.1679
Bradford MA (2013) Thermal adaptation of decomposer communities in warming soils. Front Microbiol. https://doi.org/10.3389/fmicb.2013.00333
Buckley EN, Jonas RB, Pfaender FK (1976) Characterization of microbial isolates from an estuarine ecosystem: relationship of hydrocarbon utilization to ambient hydrocarbon concentrations. Appl Environ Microbiol 32:232–237. https://doi.org/10.1128/aem.32.2.232-237.1976
Calderón K, Spor A, Breuil M-C et al (2017) Effectiveness of ecological rescue for altered soil microbial communities and functions. ISME J 11:272–283. https://doi.org/10.1038/ismej.2016.86
Cardinale BJ, Duffy JE, Gonzalez A et al (2012) Biodiversity loss and its impact on humanity. Nature 486:59–67. https://doi.org/10.1038/nature11148
Carrillo Y, Bell C, Koyama A et al (2017) Plant traits, stoichiometry and microbes as drivers of decomposition in the rhizosphere in a temperate grassland. J Ecol 105:1750–1765. https://doi.org/10.1111/1365-2745.12772
Castelle CJ, Hug LA, Wrighton KC et al (2013) Extraordinary phylogenetic diversity and metabolic versatility in aquifer sediment. Nat Commun 4:2120. https://doi.org/10.1038/ncomms3120
Cavicchioli R, Ripple WJ, Timmis KN et al (2019) Scientists’ warning to humanity: microorganisms and climate change. Nat Rev Microbiol 17:569–586. https://doi.org/10.1038/s41579-019-0222-5
Chakraborty P, Sarker RK, Roy R et al (2019) Bioaugmentation of soil with Enterobacter cloacae AKS7 enhances soil nitrogen content and boosts soil microbial functional-diversity. 3 Biotech. 9(7):253. https://doi.org/10.1007/s13205-019-1791-8
Chakraborty S, Guan B, Waliser DE et al (2021) Extending the atmospheric river concept to aerosols: climate and air quality impacts. Geophys Res Lett. https://doi.org/10.1029/2020GL091827
Chase AB, Weihe C, Martiny JBH (2021) Adaptive differentiation and rapid evolution of a soil bacterium along a climate gradient. Proc Natl Acad Sci U S A 118:e2101254118. https://doi.org/10.1073/pnas.2101254118
Chen H, Ma K, Lu C et al (2022) Functional redundancy in soil microbial community based on metagenomics across the globe. Front Microbiol 13:878978. https://doi.org/10.3389/fmicb.2022.878978
Choudoir MJ, Barberán A, Menninger HL et al (2018) Variation in range size and dispersal capabilities of microbial taxa. Ecology 99:322–334. https://doi.org/10.1002/ecy.2094
Chu H, Gao G-F, Ma Y et al (2020) Soil microbial biogeography in a changing world: recent advances and future perspectives. mSystems 5:e00803-e819. https://doi.org/10.1128/mSystems.00803-19
Clark FE, Kemper WD (1967) Microbial Activity in Relation to Soil Water and Soil Aeration. In: Hagan RM, Haise HR, Edminster TW (eds)Irrigation of Agricultural Lands. Wiley, New York 472–480
Cleveland CC, Nemergut DR, Schmidt SK, Townsend AR (2007) Increases in soil respiration following labile carbon additions linked to rapid shifts in soil microbial community composition. Biogeochemistry 82:229–240. https://doi.org/10.1007/s10533-006-9065-z
Conant RT, Easter M, Paustian K et al (2007) Impacts of periodic tillage on soil C stocks: a synthesis. Soil and Tillage Research 95:1–10. https://doi.org/10.1016/j.still.2006.12.006
Cotta SR, Cadete LL, van Elsas JD et al (2019) Exploring bacterial functionality in mangrove sediments and its capability to overcome anthropogenic activity. Mar Pollut Bull 141:586–594. https://doi.org/10.1016/j.marpolbul.2019.03.001
Crowther TW, van den Hoogen J, Wan J et al (2019) The global soil community and its influence on biogeochemistry. Science. https://doi.org/10.1126/science.aav0550
Cutler NA, Arróniz-Crespo M, Street LE et al (2017) Long-term recovery of microbial communities in the boreal bryosphere following fire disturbance. Microb Ecol 73:75–90. https://doi.org/10.1007/s00248-016-0832-7
Czirják GÁ, Møller AP, Mousseau TA, Heeb P (2010) Microorganisms associated with feathers of barn swallows in radioactively contaminated areas around chernobyl. Microb Ecol 60:373–380. https://doi.org/10.1007/s00248-010-9716-4
Daam MA, Teixeira H, Lillebø AI, Nogueira AJA (2019) Establishing causal links between aquatic biodiversity and ecosystem functioning: Status and research needs. Sci Total Environ 656:1145–1156. https://doi.org/10.1016/j.scitotenv.2018.11.413
Danovaro R, Pusceddu A (2007) Biodiversity and ecosystem functioning in coastal lagoons: Does microbial diversity play any role? Estuar Coast Shelf Sci 75:4–12. https://doi.org/10.1016/j.ecss.2007.02.030
David LA, Maurice CF, Carmody RN et al (2014) Diet rapidly and reproducibly alters the human gut microbiome. Nature 505:559–563. https://doi.org/10.1038/nature12820
de Vos WM, de Vos EA (2012) Role of the intestinal microbiome in health and disease: from correlation to causation. Nutr Rev 70:S45–S56. https://doi.org/10.1111/j.1753-4887.2012.00505.x
de Graaff M-A, Adkins J, Kardol P, Throop HL (2015) A meta-analysis of soil biodiversity impacts on the carbon cycle. SOIL 1:257–271. https://doi.org/10.5194/soil-1-257-2015
DeAngelis KM, Pold G, Topçuoğlu BD et al (2015) Long-term forest soil warming alters microbial communities in temperate forest soils. Front Microbiol. https://doi.org/10.3389/fmicb.2015.00104
Debray R, Herbert RA, Jaffe AL et al (2022) Priority effects in microbiome assembly. Nat Rev Microbiol 20:109–121. https://doi.org/10.1038/s41579-021-00604-w
Delgado-Baquerizo M, Giaramida L, Reich PB, Khachane AN (2016) Lack of functional redundancy in the relationship between microbial diversity and ecosystem functioning. J Ecol 104:936. https://doi.org/10.1111/1365-2745.12585
Delgado-Baquerizo M, Trivedi P, Trivedi C et al (2017) Microbial richness and composition independently drive soil multifunctionality. Funct Ecol 31:2330–2343. https://doi.org/10.1111/1365-2435.12924
Delgado-Baquerizo M, Oliverio AM, Brewer TE et al (2018) A global atlas of the dominant bacteria found in soil. Science 359:320–325. https://doi.org/10.1126/science.aap9516
Dickie IA, Fukami T, Wilkie JP et al (2012) Do assembly history effects attenuate from species to ecosystem properties? a field test with wood-inhabiting fungi. Ecol Lett 15:133–141. https://doi.org/10.1111/j.1461-0248.2011.01722.x
Domeignoz-Horta LA, Pold G, Liu X-JA et al (2020) Microbial diversity drives carbon use efficiency in a model soil. Nat Commun 11:3684. https://doi.org/10.1038/s41467-020-17502-z
Drenovsky RE, Vo D, Graham KJ, Scow KM (2004) Soil water content and organic carbon availability are major determinants of soil microbial community composition. Microb Ecol 48:424–430. https://doi.org/10.1007/s00248-003-1063-2
Eagle MJ, Kroeger KD, Spivak AC et al (2022) Soil carbon consequences of historic hydrologic impairment and recent restoration in coastal wetlands. Sci Total Environ. https://doi.org/10.1016/j.scitotenv.2022.157682
Elena SF, Lenski RE (2003) Evolution experiments with microorganisms: the dynamics and genetic bases of adaptation. Nat Rev Genet 4:457–469. https://doi.org/10.1038/nrg1088
Eliasson PE, McMurtrie RE, Pepper DA et al (2005) The response of heterotrophic CO2 flux to soil warming. Global Change Biol 11:167–181. https://doi.org/10.1111/j.1365-2486.2004.00878.x
Falkowski PG, Fenchel T, Delong EF (2008) The microbial engines that drive earth’s biogeochemical cycles. Science 320:1034–1039. https://doi.org/10.1126/science.1153213
Fasusi OA, Cruz C, Babalola OO (2021) Agricultural sustainability: microbial biofertilizers in rhizosphere management. Agriculture 11:163. https://doi.org/10.3390/agriculture11020163
Fierer N, Strickland MS, Liptzin D et al (2009) Global patterns in belowground communities. Ecol Lett 12:1238–1249. https://doi.org/10.1111/j.1461-0248.2009.01360.x
Fierer N, Lauber CL, Ramirez KS et al (2012) Comparative metagenomic, phylogenetic and physiological analyses of soil microbial communities across nitrogen gradients. ISME J 6:1007–1017. https://doi.org/10.1038/ismej.2011.159
Fierer N, Wood SA, Bueno de Mesquita CP (2021) How microbes can, and cannot, be used to assess soil health. Soil Biol Biochem 153:108111. https://doi.org/10.1016/j.soilbio.2020.108111
Finks SS, Weihe C, Kimball S et al (2021) Microbial community response to a decade of simulated global changes depends on the plant community. Element Sci Anthropocene 9:00124. https://doi.org/10.1525/elementa.2021.00124
Finlay BJ (2002) Global dispersal of free-living microbial eukaryote species. Science 296:1061–1063. https://doi.org/10.1126/science.1070710
Franklin RB, Garland JL, Bolster CH, Mills AL (2001) Impact of dilution on microbial community structure and functional potential: comparison of numerical simulations and batch culture experiments. Appl Environ Microbiol 67:702–712. https://doi.org/10.1128/AEM.67.2.702-712.2001
Fröhlich J, König H (2000) New techniques for isolation of single prokaryotic cells. FEMS Microbiol Rev 24:567–572. https://doi.org/10.1111/j.1574-6976.2000.tb00558.x
Fujimura R, Kim S-W, Sato Y et al (2016) Unique pioneer microbial communities exposed to volcanic sulfur dioxide. Sci Rep 6:19687. https://doi.org/10.1038/srep19687
Fukami T, Dickie IA, Paula Wilkie J et al (2010) Assembly history dictates ecosystem functioning: evidence from wood decomposer communities. Ecol Lett 13:675–684. https://doi.org/10.1111/j.1461-0248.2010.01465.x
Galand PE, Salter I, Kalenitchenko D (2015) Ecosystem productivity is associated with bacterial phylogenetic distance in surface marine waters. Mol Ecol 24:5785–5795. https://doi.org/10.1111/mec.13347
Galand PE, Pereira O, Hochart C et al (2018) A strong link between marine microbial community composition and function challenges the idea of functional redundancy. ISME J 12:2470–2478. https://doi.org/10.1038/s41396-018-0158-1
García FC, Bestion E, Warfield R, Yvon-Durocher G (2018) Changes in temperature alter the relationship between biodiversity and ecosystem functioning. Proc Natl Acad Sci USA 115:10989
García-Palacios P, Chen J (2022) Emerging relationships among soil microbes, carbon dynamics and climate change. Funct Ecol 36:1332–1337. https://doi.org/10.1111/1365-2435.14028
German DP, Marcelo KRB, Stone MM, Allison SD (2012) The Michaelis-Menten kinetics of soil extracellular enzymes in response to temperature: a cross-latitudinal study. Glob Change Biol 18:1468–1479. https://doi.org/10.1111/j.1365-2486.2011.02615.x
Gilpin M (2012) Metapopulation Dynamics: Empirical and Theoretical Investigations. Academic Press, Cambridge
Glassman SI, Weihe C, Li J et al (2018) Decomposition responses to climate depend on microbial community composition. PNAS 115:11994–11999. https://doi.org/10.1073/pnas.1811269115
Goldenberg JZ, Yap C, Lytvyn L et al (2017) Probiotics for the prevention of Clostridium difficile-associated diarrhea in adults and children. Cochrane Database Syst Rev. https://doi.org/10.1002/14651858.CD006095.pub4
Graham EB, Knelman JE, Schindlbacher A et al (2016) Microbes as engines of ecosystem function: when does community structure enhance predictions of ecosystem processes? Front Microbiol. https://doi.org/10.3389/fmicb.2016.00214
Griffiths BS, Ritz K, Bardgett RD, Cook R (2000) Ecosystem response of pasture soil communities to fumigation-induced microbial diversity reductions: an examination of the biodiversity–ecosystem function relationship. Oikos 90:279
Griffiths BS, Ritz K, Wheatley R et al (2001) An examination of the biodiversity–ecosystem function relationship in arable soil microbial communities. Soil Biol Biochem 33:1713–1722. https://doi.org/10.1016/S0038-0717(01)00094-3
Haff PK (2010) Hillslopes, rivers, plows, and trucks: mass transport on Earth’s surface by natural and technological processes. Earth Surf Proc Land 35:1157–1166. https://doi.org/10.1002/esp.1902
Hall EK, Bernhardt ES, Bier RL et al (2018) Understanding how microbiomes influence the systems they inhabit. Nat Microbiol 3:977–982. https://doi.org/10.1038/s41564-018-0201-z
Hautier Y, Tilman D, Isbell F et al (2015) Anthropogenic environmental changes affect ecosystem stability via biodiversity. Science 348:336–340. https://doi.org/10.1126/science.aaa1788
Hawkes CV, Waring BG, Rocca JD, Kivlin SN (2017) Historical climate controls soil respiration responses to current soil moisture. PNAS 114:6322–6327. https://doi.org/10.1073/pnas.1620811114
Heintz-Buschart A, Guerra C, Djukic I et al (2020) Microbial diversity-ecosystem function relationships across environmental gradients. Res Ideas Outcomes. https://doi.org/10.3897/rio.6.e52217
Hirsch BE, Saraiya N, Poeth K et al (2015) Effectiveness of fecal-derived microbiota transfer using orally administered capsules for recurrent Clostridium difficile infection. BMC Infect Dis 15:191. https://doi.org/10.1186/s12879-015-0930-z
Hunting ER, Vijver MG, van der Geest HG et al (2015) Resource niche overlap promotes stability of bacterial community metabolism in experimental microcosms. Front Microbiol. https://doi.org/10.3389/fmicb.2015.00105
Hutchins DA, Jansson JK, Remais JV et al (2019) Climate change microbiology — problems and perspectives. Nat Rev Microbiol 17:391–396. https://doi.org/10.1038/s41579-019-0178-5
Hynek BM, Rogers KL, Antunovich M et al (2018) Lack of Microbial diversity in an extreme mars analog setting: poás volcano, Costa rica. Astrobiology 18:923–933. https://doi.org/10.1089/ast.2017.1719
Jansson JK, Hofmockel KS (2020) Soil microbiomes and climate change. Nat Rev Microbiol 18:35–46. https://doi.org/10.1038/s41579-019-0265-7
Jenny H (1941) Factors of Soil Formation: A System of Quantitative Pedology. McGraw-Hill, New York
Jenny H (1980) Biotic Factor of System Genesis. In: Jenny H (ed) The Soil Resource: Origin and Behavior. Springer, New York, pp 337–360
Johnson DB, Hallberg KB (2005) Acid mine drainage remediation options: a review. Sci Total Environ 338:3–14. https://doi.org/10.1016/j.scitotenv.2004.09.002
Joung YS, Ge Z, Buie CR (2017) Bioaerosol generation by raindrops on soil. Nat Commun 8:14668. https://doi.org/10.1038/ncomms14668
Jung J, Philippot L, Park W (2016) Metagenomic and functional analyses of the consequences of reduction of bacterial diversity on soil functions and bioremediation in diesel-contaminated microcosms. Sci Rep 6:23012. https://doi.org/10.1038/srep23012
Kaur A, Chaudhary A, Kaur A et al (2005) Phospholipid fatty acid – a bioindicator of environment monitoring and assessment in soil ecosystem. Curr Sci 89:1103–1112
Kellogg CA, Griffin DW (2006) Aerobiology and the global transport of desert dust. Trends Ecol Evol 21:638–644. https://doi.org/10.1016/j.tree.2006.07.004
Klironomos JN, Allen MF, Rillig MC et al (2005) Abrupt rise in atmospheric CO2 overestimates community response in a model plant–soil system. Nature 433:621–624. https://doi.org/10.1038/nature03268
Koch H, Lücker S, Albertsen M et al (2015) Expanded metabolic versatility of ubiquitous nitrite-oxidizing bacteria from the genus Nitrospira. PNAS 112:11371–11376. https://doi.org/10.1073/pnas.1506533112
Koonin EV, Makarova KS, Aravind L (2001) Horizontal gene transfer in prokaryotes: quantification and classification. Annu Rev Microbiol 55:709–742. https://doi.org/10.1146/annurev.micro.55.1.709
Koyama A, Steinweg JM, Haddix ML et al (2018) Soil bacterial community responses to altered precipitation and temperature regimes in an old field grassland are mediated by plants. FEMS Microbiol Ecol. https://doi.org/10.1093/femsec/fix156
Kroeger ME, Rae DeVan M, Thompson J et al (2021) Microbial community composition controls carbon flux across litter types in early phase of litter decomposition. Environ Microbiol 23:6676–6693. https://doi.org/10.1111/1462-2920.15705
Kruse J, Simon J, Rennenberg H (2013) Chapter 7 - Soil Respiration and Soil Organic Matter Decomposition in Response to Climate Change. In: Matyssek R, Clarke N, Cudlin P et al (eds) Developments in Environmental Science. Elsevier, pp 131–149
Kumar S, Subramanian S (2002) Mutation rates in mammalian genomes. Proc Natl Acad Sci U S A 99:803–808. https://doi.org/10.1073/pnas.022629899
Langenheder S, Lindström ES, Tranvik LJ (2005) Weak coupling between community composition and functioning of aquatic bacteria. Limnol Oceanogr 50:957–967. https://doi.org/10.4319/lo.2005.50.3.0957
Langley JA, Megonigal JP (2010) Ecosystem response to elevated CO2 levels limited by nitrogen-induced plant species shift. Nature 466:96–99. https://doi.org/10.1038/nature09176
Larkin AA, Martiny AC (2017) Microdiversity shapes the traits, niche space, and biogeography of microbial taxa: the ecological function of microdiversity. Environ Microbiol Rep 9:55–70. https://doi.org/10.1111/1758-2229.12523
Latham R, Ricklefs R (1993) Continental comparisons of temperate-zone tree species diversity. In: Species diversity in ecological communities. vol 1, pp 294–314
Leahy SC, Higgins DG, Fitzgerald GF, van Sinderen D (2005) Getting better with bifidobacteria. J Appl Microbiol 98:1303–1315. https://doi.org/10.1111/j.1365-2672.2005.02600.x
Lebre PH, Bottos E, Makhalanyane TP et al (2021) Islands in the sand: are all hypolithic microbial communities the same? FEMS Microbiol Ecol. https://doi.org/10.1093/femsec/fiaa216
Leflaive J, Danger M, Lacroix G et al (2008) Nutrient effects on the genetic and functional diversity of aquatic bacterial communities. FEMS Microbiol Ecol 66:379–390. https://doi.org/10.1111/j.1574-6941.2008.00593.x
Lenski RE, Travisano M (1994) Dynamics of adaptation and diversification: a 10,000-generation experiment with bacterial populations. Proc Natl Acad Sci USA 91:6808–6814. https://doi.org/10.1073/pnas.91.15.6808
Leuzinger S, Luo Y, Beier C et al (2011) Do global change experiments overestimate impacts on terrestrial ecosystems? Trends Ecol Evol 26:236–241. https://doi.org/10.1016/j.tree.2011.02.011
Li Z, Tian D, Wang B et al (2019) Microbes drive global soil nitrogen mineralization and availability. Glob Change Biol 25:1078–1088. https://doi.org/10.1111/gcb.14557
Liu J, Meng Z, Liu X, Zhang X-H (2019) Microbial assembly, interaction, functioning, activity and diversification: a review derived from community compositional data. Mar Life Sci Technol 1:112–128. https://doi.org/10.1007/s42995-019-00004-3
Liu X, Le Roux X, Salles JF (2022) The legacy of microbial inoculants in agroecosystems and potential for tackling climate change challenges. iScience 25:103821. https://doi.org/10.1016/j.isci.2022.103821
Locey KJ, Lennon JT (2016) Scaling laws predict global microbial diversity. Proc Natl Acad Sci USA 113:5970–5975. https://doi.org/10.1073/pnas.1521291113
Louca S (2022) The rates of global bacterial and archaeal dispersal. ISME J 16:159–167. https://doi.org/10.1038/s41396-021-01069-8
Louca S, Polz MF, Mazel F et al (2018) Function and functional redundancy in microbial systems. Nat Ecol Evol 2:936–943. https://doi.org/10.1038/s41559-018-0519-1
Louca S, Mazel F, Doebeli M, Parfrey LW (2019) A census-based estimate of Earth’s bacterial and archaeal diversity. PLoS Biol 17:e3000106. https://doi.org/10.1371/journal.pbio.3000106
Luan L, Liang C, Chen L et al (2020) Coupling bacterial community assembly to microbial metabolism across soil Profiles. mSystems 5:e00298-e320. https://doi.org/10.1128/mSystems.00298-20
Lynch M, Ackerman MS, Gout J-F et al (2016) Genetic drift, selection and the evolution of the mutation rate. Nat Rev Genet 17:704–714. https://doi.org/10.1038/nrg.2016.104
Mackelprang R, Waldrop MP, DeAngelis KM et al (2011) Metagenomic analysis of a permafrost microbial community reveals a rapid response to thaw. Nature 480:368–371. https://doi.org/10.1038/nature10576
Maron P-A, Sarr A, Kaisermann A et al (2018) High Microbial Diversity Promotes Soil Ecosystem Functioning. Appl Environ Microbiol. https://doi.org/10.1128/AEM.02738-17
Martiny JBH, Bohannan BJM, Brown JH et al (2006) Microbial biogeography: putting microorganisms on the map. Nat Rev Microbiol 4:102–112. https://doi.org/10.1038/nrmicro1341
Matulich KL, Martiny JBH (2015) Microbial composition alters the response of litter decomposition to environmental change. Ecology 96:154–163. https://doi.org/10.1890/14-0357.1
McInnes RS, McCallum GE, Lamberte LE, van Schaik W (2020) Horizontal transfer of antibiotic resistance genes in the human gut microbiome. Curr Opin Microbiol 53:35–43. https://doi.org/10.1016/j.mib.2020.02.002
Melillo JM, Steudler PA, Aber JD et al (2002) Soil warming and carbon-cycle feedbacks to the climate system. Science 298:2173–2176. https://doi.org/10.1126/science.1074153
Mrozik A, Piotrowska-Seget Z (2010) Bioaugmentation as a strategy for cleaning up of soils contaminated with aromatic compounds. Microbiol Res 165:363–375. https://doi.org/10.1016/j.micres.2009.08.001
Myers R, Zak D, White D, Peacock A (2001) Landscape-level patterns of microbial community composition and substrate use in upland forest ecosystems. Soil Sci Soc Am J- SSSAJ. https://doi.org/10.2136/sssaj2001.652359x
Narancic T, Djokic L, Kenny ST et al (2012) Metabolic versatility of Gram-positive microbial isolates from contaminated river sediments. J Hazard Mater 215–216:243–251. https://doi.org/10.1016/j.jhazmat.2012.02.059
Nayak N, Sar K, Sahoo BK, Mahapatra P (2020) Beneficial effect of effective microorganism on crop and soil- a review 5. J Pharm Phytochemistr 9(4):3070–3074
Nielsen UN, Ayres E, Wall DH, Bardgett RD (2011) Soil biodiversity and carbon cycling: a review and synthesis of studies examining diversity–function relationships. Eur J Soil Sci 62:105–116. https://doi.org/10.1111/j.1365-2389.2010.01314.x
Nielsen KM, Elsas JD van (2019) Horizontal gene transfer and microevolution in Soil. In: van Elsas JD, Trevors JT, Rosado AS, Nannipieri P (eds) Modern soil microbiology, 3rd edn. CRC Press
Nishiyama E, Higashi K, Mori H et al (2018) The Relationship between microbial community structures and environmental parameters revealed by metagenomic analysis of hot spring water in the kirishima area. Japan. Front Bioeng Biotechnol 6:202
Nzila A, Razzak SA, Zhu J (2016) Bioaugmentation: an emerging strategy of industrial wastewater treatment for reuse and discharge. Int J Environ Res Public Health 13:846. https://doi.org/10.3390/ijerph13090846
O’Connor MI, Gonzalez A, Byrnes JEK et al (2017) A general biodiversity–function relationship is mediated by trophic level. Oikos 126:18–31. https://doi.org/10.1111/oik.03652
O’Malley MA (2007) The nineteenth century roots of “everything is everywhere.” Nat Rev Microbiol 5:647–651. https://doi.org/10.1038/nrmicro1711
Orland C, Emilson EJS, Basiliko N et al (2019) Microbiome functioning depends on individual and interactive effects of the environment and community structure. ISME J 13:1–11. https://doi.org/10.1038/s41396-018-0230-x
Osland MJ, Gabler CA, Grace JB et al (2018) Climate and plant controls on soil organic matter in coastal wetlands. Glob Change Biol 24:5361–5379. https://doi.org/10.1111/gcb.14376
Peay KG, Garbelotto M, Bruns TD (2010) Evidence of dispersal limitation in soil microorganisms: isolation reduces species richness on mycorrhizal tree islands. Ecology 91:3631–3640. https://doi.org/10.1890/09-2237.1
Peter H, Beier S, Bertilsson S et al (2011) Function-specific response to depletion of microbial diversity. ISME J 5:351–361. https://doi.org/10.1038/ismej.2010.119
Philippot L, Spor A, Hénault C et al (2013) Loss in microbial diversity affects nitrogen cycling in soil. ISME J Lond 7:1609–1619. https://doi.org/10.1038/ismej.2013.34
Pointing SB, Chan Y, Lacap DC et al (2009) Highly specialized microbial diversity in hyper-arid polar desert. Proc Natl Acad Sci 106:19964–19969. https://doi.org/10.1073/pnas.0908274106
Polussa A, Gonzalez-Rivero J, Fields N et al (2021) Scale dependence in functional equivalence and difference in the soil microbiome. Soil Biol Biochem 163:108451. https://doi.org/10.1016/j.soilbio.2021.108451
Prince RC, Atlas RM (2018) Bioremediation of Marine Oil Spills. In: Steffan R (ed) Consequences of Microbial Interactions with Hydrocarbons, Oils, and Lipids: Biodegradation and Bioremediation. Springer International Publishing, Cham, pp 1–25
Prussin AJ, Garcia EB, Marr LC (2015) Total concentrations of virus and bacteria in indoor and outdoor air. Environ Sci Technol Lett 2:84–88. https://doi.org/10.1021/acs.estlett.5b00050
Raymond J, Alsop EB (2015) Microbial evolution in extreme environments: microbial migration, genomic highways, and geochemical barriers in hydrothermal ecosystems. Environ Syst Res 4:14. https://doi.org/10.1186/s40068-015-0038-x
Reed HE, Martiny JBH (2007) Testing the functional significance of microbial composition in natural communities. FEMS Microbiol Ecol 62:161–170. https://doi.org/10.1111/j.1574-6941.2007.00386.x
Reiners WA, Driese KL (2004) Transport Processes in Nature Hardback with CD-ROM: Propagation of Ecological Influences Through Environmental Space. Cambridge University Press, Cambridge
Ribeiro KF, Duarte L, Crossetti LO (2018) Everything is not everywhere: a tale on the biogeography of cyanobacteria. Hydrobiologia 820:23–48. https://doi.org/10.1007/s10750-018-3669-x
Rondon MR, August PR, Bettermann AD et al (2000) Cloning the soil metagenome: a strategy for accessing the genetic and functional diversity of uncultured microorganisms. Appl Environ Microbiol 66:2541–2547. https://doi.org/10.1128/AEM.66.6.2541-2547.2000
Rousk J, Bååth E (2011) Growth of saprotrophic fungi and bacteria in soil. FEMS Microbiol Ecol 78:17–30. https://doi.org/10.1111/j.1574-6941.2011.01106.x
Rousk J, Frey SD, Bååth E (2012) Temperature adaptation of bacterial communities in experimentally warmed forest soils. Glob Chang Biol 18:3252–3258. https://doi.org/10.1111/j.1365-2486.2012.02764.x
Rubin RL, van Groenigen KJ, Hungate BA (2017) Plant growth promoting rhizobacteria are more effective under drought: a meta-analysis. Plant Soil 416:309–323. https://doi.org/10.1007/s11104-017-3199-8
Ryan RP, Monchy S, Cardinale M et al (2009) The versatility and adaptation of bacteria from the genus Stenotrophomonas. Nat Rev Microbiol 7:514–525. https://doi.org/10.1038/nrmicro2163
Saleem M, Fetzer I, Harms H, Chatzinotas A (2016) Trophic complexity in aqueous systems: bacterial species richness and protistan predation regulate dissolved organic carbon and dissolved total nitrogen removal. Proc R Soc B 283:20152724. https://doi.org/10.1098/rspb.2015.2724
Samaritani E, Mitchell EAD, Rich J et al (2017) Soil bacterial communities and ecosystem functioning change more strongly with season than habitat in a restored floodplain. Appl Soil Ecol 112:71–78. https://doi.org/10.1016/j.apsoil.2016.12.010
Santschi F, Gounand I, Harvey E, Altermatt F (2018) Leaf litter diversity and structure of microbial decomposer communities modulate litter decomposition in aquatic systems. Funct Ecol 32:522–532. https://doi.org/10.1111/1365-2435.12980
Sauterey B, Ward BA, Follows MJ et al (2015) When everything is not everywhere but species evolve: an alternative method to model adaptive properties of marine ecosystems. J Plankton Res 37:28–47. https://doi.org/10.1093/plankt/fbu078
Schepers L, Kirwan M, Guntenspergen G, Temmerman S (2017) Spatio-temporal development of vegetation die-off in a submerging coastal marsh. Limnol Oceanogr 62:137–150. https://doi.org/10.1002/lno.10381
Schimel J, Schaeffer SM (2012) Microbial control over carbon cycling in soil. Front Microbiol. https://doi.org/10.3389/fmicb.2012.00348
Schmidt JE, Gaudin ACM (2018) What is the agronomic potential of biofertilizers for maize? a meta-analysis. FEMS Microbiol Ecol 94:094
Schmidt ML, Biddanda BA, Weinke AD et al (2017) Microhabitats shape diversity-productivity relationships in freshwater bacterial communities. bioRxiv. https://doi.org/10.1101/231688
Schnyder E, Bodelier PLE, Hartmann M et al (2018) Positive diversity-functioning relationships in model communities of methanotrophic bacteria. Ecology 99:714–723. https://doi.org/10.1002/ecy.2138
Schütz L, Gattinger A, Meier M et al (2017) Improving crop yield and nutrient use efficiency via biofertilization-a global meta-analysis. Front Plant Sci 8:2204. https://doi.org/10.3389/fpls.2017.02204
Segawa T, Miyamoto K, Ushida K et al (2005) Seasonal change in bacterial flora and biomass in mountain snow from the Tateyama Mountains, Japan, analyzed by 16S rRNA gene sequencing and real-time PCR. Appl Environ Microbiol 71:123–130. https://doi.org/10.1128/AEM.71.1.123-130.2005
Sender R, Fuchs S, Milo R (2016) Revised estimates for the number of human and bacteria cells in the body. PLoS Biol 14:e1002533. https://doi.org/10.1371/journal.pbio.1002533
Senesi N, Xing B, Huang PM (2009) Biophysico-Chemical Processes Involving Natural Nonliving Organic Matter in Environmental Systems. Wiley, New York
Shapleigh J, Falkow S, Dworkin M et al (2006) The Prokaryotes. Springer, New York
Silander JA (1979) Microevolution and clone structure in Spartina patens. Science 203:658–660. https://doi.org/10.1126/science.203.4381.658
Singh P, Borthakur A (2018) A review on biodegradation and photocatalytic degradation of organic pollutants: A bibliometric and comparative analysis. J Clean Prod 196:1669–1680. https://doi.org/10.1016/j.jclepro.2018.05.289
Singh JS, Gupta VK (2018) Soil microbial biomass: A key soil driver in management of ecosystem functioning. Sci Total Environ 634:497–500. https://doi.org/10.1016/j.scitotenv.2018.03.373
Singh S, Kang SH, Mulchandani A, Chen W (2008) Bioremediation: environmental clean-up through pathway engineering. Curr Opin Biotechnol 19:437–444. https://doi.org/10.1016/j.copbio.2008.07.012
Singh DP, Singh HB, Prabha R (eds) (2016) Microbial inoculants in sustainable agricultural productivity. Springer India, New Delhi. https://doi.org/10.1007/978-81-322-2647-5
Sörenson E (2020) Functional and structural characterizations of phytoplankton-bacteria interactions in response to environmental challenges
Stegen JC, Lin X, Fredrickson JK et al (2013) Quantifying community assembly processes and identifying features that impose them. ISME J 7:2069–2079. https://doi.org/10.1038/ismej.2013.93
Strickland MS, Osburn E, Lauber C et al (2009) Litter quality is in the eye of the beholder: initial decomposition rates as a function of inoculum characteristics. Funct Ecol 23:627–636. https://doi.org/10.1111/j.1365-2435.2008.01515.x
Strickland MS, Keiser AD, Bradford MA (2015) Climate history shapes contemporary leaf litter decomposition. Biogeochemistry 122:165–174. https://doi.org/10.1007/s10533-014-0065-0
Tegen I, Werner M, Harrison SP, Kohfeld KE (2004) Relative importance of climate and land use in determining present and future global soil dust emission. Geophys Res Lett. https://doi.org/10.1029/2003GL019216
Thaler DS (2021) Is global microbial biodiversity increasing, decreasing, or staying the same? Front Ecol Evol. https://doi.org/10.3389/fevo.2021.565649
Thompson LR, Sanders JG, McDonald D et al (2017) A communal catalogue reveals Earth’s multiscale microbial diversity. Nature 551:457–463. https://doi.org/10.1038/nature24621
Thór Marteinsson V, Rúnarsson Á, Stefánsson A et al (2013) Microbial communities in the subglacial waters of the Vatnajökull ice cap, Iceland. ISME J 7:427–437. https://doi.org/10.1038/ismej.2012.97
Tiedje JM, Bruns MA, Casadevall A et al (2022) Microbes and climate change: a research prospectus for the future. Mbio 13:e00800-e822. https://doi.org/10.1128/mbio.00800-22
Torn MS, Swanston CW, Castanha C, Trumbore SE (2009) Storage and Turnover of Organic Matter in Soil. In: Biophysico-Chemical Processes Involving Natural Nonliving Organic Matter in Environmental Systems. John Wiley & Sons, Ltd, pp 219–272
Tringe SG, Rubin EM (2005) Metagenomics: DNA sequencing of environmental samples. Nat Rev Genet 6:805–814. https://doi.org/10.1038/nrg1709
Trivedi C, Delgado-Baquerizo M, Hamonts K et al (2019) Losses in microbial functional diversity reduce the rate of key soil processes. Soil Biol Biochem 135:267–274. https://doi.org/10.1016/j.soilbio.2019.05.008
van der Plas F (2019) Biodiversity and ecosystem functioning in naturally assembled communities. Biol Rev Camb Philos Soc 94:1220–1245. https://doi.org/10.1111/brv.12499
van der Plas F, Manning P, Allan E et al (2016) Jack-of-all-trades effects drive biodiversity–ecosystem multifunctionality relationships in European forests. Nat Commun 7:1–11. https://doi.org/10.1038/ncomms11109
Van Niel CB (1949) THE “Delft School” and the rise of general microbiology. Bacteriol Rev 13:161–174. https://doi.org/10.1128/br.13.3.161-174.1949
Vilchez-Vargas R, Junca H, Pieper DH (2010) Metabolic networks, microbial ecology and ‘omics’ technologies: towards understanding in situ biodegradation processes. Environ Microbiol 12:3089–3104. https://doi.org/10.1111/j.1462-2920.2010.02340.x
Virta L, Gammal J, Järnström M et al (2019) The diversity of benthic diatoms affects ecosystem productivity in heterogeneous coastal environments. Ecology 100:e02765. https://doi.org/10.1002/ecy.2765
Vitousek PM, Walker LR (1989) Biological invasion by myrica faya in hawai’i: plant demography, nitrogen fixation, ecosystem effects. Ecol Monogr 59:247–265. https://doi.org/10.2307/1942601
Wagg C, Bender SF, Widmer F, van der Heijden MGA (2014) Soil biodiversity and soil community composition determine ecosystem multifunctionality. PNAS 111:5266–5270. https://doi.org/10.1073/pnas.1320054111
Wagg C, Schlaeppi K, Banerjee S et al (2019) Fungal-bacterial diversity and microbiome complexity predict ecosystem functioning. Nat Commun 10:4841. https://doi.org/10.1038/s41467-019-12798-y
Wagner M, Nielsen PH, Loy A et al (2006) Linking microbial community structure with function: fluorescence in situ hybridization-microautoradiography and isotope arrays. Curr Opin Biotechnol 17:83–91. https://doi.org/10.1016/j.copbio.2005.12.006
Wang J, Cui J, Teng Z et al (2019) Effects of simulated nitrogen deposition on soil microbial biomass and community function in subtropical evergreen broad-leaved forest. Forest Syst 28:e018–e018. https://doi.org/10.5424/fs/2019283-15404
Wertz S, Degrange V, Prosser JI et al (2006) Maintenance of soil functioning following erosion of microbial diversity. Environ Microbiol 8:2162–2169. https://doi.org/10.1111/j.1462-2920.2006.01098.x
Wertz S, Degrange V, Prosser JI et al (2007) Decline of soil microbial diversity does not influence the resistance and resilience of key soil microbial functional groups following a model disturbance. Environ Microbiol 9:2211–2219. https://doi.org/10.1111/j.1462-2920.2007.01335.x
Whitaker RJ, Grogan DW, Taylor JW (2003) Geographic barriers isolate endemic populations of hyperthermophilic archaea. Science 301:976–978. https://doi.org/10.1126/science.1086909
Whitman T, Pepe-Ranney C, Enders A et al (2016) Dynamics of microbial community composition and soil organic carbon mineralization in soil following addition of pyrogenic and fresh organic matter. ISME J 10:2918–2930. https://doi.org/10.1038/ismej.2016.68
Wieder WR, Bonan GB, Allison SD (2013) Global soil carbon projections are improved by modelling microbial processes. Nature Clim Change 3:909–912. https://doi.org/10.1038/nclimate1951
Wielgoss S, Barrick JE, Tenaillon O et al (2013) Mutation rate dynamics in a bacterial population reflect tension between adaptation and genetic load. PNAS 110:222–227. https://doi.org/10.1073/pnas.1219574110
Willey JM, Sherwood L, Woolverton CJ (2017) Prescott’s microbiology, 10th edn. McGraw-Hill, New York
Wilpiszeski RL, Aufrecht JA, Retterer ST et al (2019) Soil aggregate microbial communities: towards understanding microbiome interactions at biologically relevant scales. Appl Environ Microbiol 85:e00324-e419. https://doi.org/10.1128/AEM.00324-19
Wilson DS (1992) Complex interactions in metacommunities, with implications for biodiversity and higher levels of selection. Ecology 73:1984–2000. https://doi.org/10.2307/1941449
Wilson RM, Tfaily MM, Kolton M et al (2021) Soil metabolome response to whole-ecosystem warming at the spruce and peatland responses under changing environments experiment. Proc Natl Acad Sci USA 118:e2004192118. https://doi.org/10.1073/pnas.2004192118
Wit RD, Bouvier T (2006) ‘Everything is everywhere, but, the environment selects’; what did Baas Becking and Beijerinck really say? Environ Microbiol 8:755–758. https://doi.org/10.1111/j.1462-2920.2006.01017.x
Wrzosek L, Ciocan D, Borentain P et al (2018) Transplantation of human microbiota into conventional mice durably reshapes the gut microbiota. Sci Rep 8:6854. https://doi.org/10.1038/s41598-018-25300-3
Xiang X, Shi Y, Yang J et al (2014) Rapid recovery of soil bacterial communities after wildfire in a Chinese boreal forest. Sci Rep 4:3829. https://doi.org/10.1038/srep03829
Xun W, Li W, Xiong W et al (2019) Diversity-triggered deterministic bacterial assembly constrains community functions. Nat Commun 10:3833. https://doi.org/10.1038/s41467-019-11787-5
Yamaguchi N, Ichijo T, Sakotani A et al (2012) Global dispersion of bacterial cells on Asian dust. Sci Rep 2:525. https://doi.org/10.1038/srep00525
Zak DR, Holmes WE, White DC, Peacock AD (2003) Plant diversity, soil microbial communities, and ecosystem function: are there any links? Ecology 84:2042
Zhang X, Xu D, Zhu C et al (2012) Isolation and identification of biosurfactant producing and crude oil degrading Pseudomonas aeruginosa strains. Chem Eng J 209:138–146. https://doi.org/10.1016/j.cej.2012.07.110
Zhang Y, Cong J, Lu H et al (2016) Soil bacterial endemism and potential functional redundancy in natural broadleaf forest along a latitudinal gradient. Sci Rep 6:28819. https://doi.org/10.1038/srep28819
Zhou J, Xue K, Xie J et al (2012) Microbial mediation of carbon-cycle feedbacks to climate warming. Nature Clim Change 2:106–110. https://doi.org/10.1038/nclimate1331
Zmora N, Suez J, Elinav E (2019) You are what you eat: diet, health and the gut microbiota. Nat Rev Gastroenterol Hepatol 16:35–56. https://doi.org/10.1038/s41575-018-0061-2
Acknowledgements
Thanks to S. Chapman, A. Classen, D. Wagner, K. Wieder and an anonymous reader for helpful contributions to earlier drafts. Thanks to three anonymous reviewers for helpful advice.
Funding
The authors declare that no funds, grants, or other support were received during the preparation of this manuscript.
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conception, literature searching and first draft. Biodiversity synthesis, analysis and significant revisions of the original draft was performed by PFY, NS and JAL. All authors read and approved the final manuscript.
Corresponding authors
Ethics declarations
Competing Interests
The authors declare no relevant financial or non-financial interests.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Yang, P.F., Spanier, N., Aldredge, P. et al. Will free-living microbial community composition drive biogeochemical responses to global change?. Biogeochemistry 162, 285–307 (2023). https://doi.org/10.1007/s10533-023-01015-0
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10533-023-01015-0