Skip to main content

Advertisement

Log in

Plant Compartments and Developmental Stages Modulate the Balance between Niche-Based and Neutral Processes in Soybean Microbiome

  • Plant Microbe Interactions
  • Published:
Microbial Ecology Aims and scope Submit manuscript

Abstract

Understanding the dynamics of plant-associated microbial communities within agriculture is well documented. However, the ecological processes that assemble the plant microbiome are not well understood. This study elucidates the relative dominance of assembly processes across plant compartments (root, stem, and leaves) and developmental stages (emergence, growth, flowering, and maturation). Bacterial community composition and assembly processes were assessed using 16S rRNA gene amplicon sequencing. Null models that couple phylogenetic community composition and species distribution models were used to evaluate ecological assembly processes of bacterial communities. All models highlighted that the balance between the assembly process was modulated by compartments and developmental stages. Dispersal limitation dominated amongst the epiphytic communities and at the maturation stage. Homogeneous selection dominated assembly across plant compartments and development stages. Overall, both sets of models were mostly in agreement in predicting the prevailing assembly processes. Our results show, for the first time, that even though niche-based processes dominate in the plant environment, the relative influence of dispersal limitation in community assembly is important.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  1. Cordovez V, Dini-Andreote F, Carrion VJ, Raaijmakers JM (2019) Ecology and evolution of plant microbiomes. Annu Rev Microbiol 73:69. https://doi.org/10.1146/annurev-micro-090817-062524

    Article  CAS  PubMed  Google Scholar 

  2. Bell TH, Hockett KL, Alcalá-Briseño RI, Barbercheck M, Beattie GA, Bruns MA, Carlson JE, Chung T, Collins A, Emmett B (2019) Manipulating wild and tamed phytobiomes: challenges and opportunities. Phytobiomes J 3:3–21

    Article  Google Scholar 

  3. Toju H, Peay KG, Yamamichi M, Narisawa K, Hiruma K, Naito K, Fukuda S, Ushio M, Nakaoka S, Onoda Y, Yoshida K, Schlaeppi K, Bai Y, Sugiura R, Ichihashi Y, Minamisawa K, Kiers ET (2018) Core microbiomes for sustainable agroecosystems. Nat Plants 4:247–257. https://doi.org/10.1038/s41477-018-0139-4

    Article  PubMed  Google Scholar 

  4. Jiao S, Yang YF, Xu YQ, Zhang J, Lu YH (2020) Balance between community assembly processes mediates species coexistence in agricultural soil microbiomes across eastern China. ISME J 14:202–216. https://doi.org/10.1038/s41396-019-0522-9

    Article  PubMed  Google Scholar 

  5. Vellend M (2010) Conceptual synthesis in community ecology. Q Rev Biol 85:183–206

    Article  PubMed  Google Scholar 

  6. Nemergut DR, Schmidt SK, Fukami T, O'Neill SP, Bilinski TM, Stanish LF, Knelman JE, Darcy JL, Lynch RC, Wickey P, Ferrenberg S (2013) Patterns and processes of microbial community assembly. Microbiol Mol Biol Rev 77:342–356. https://doi.org/10.1128/mmbr.00051-12

    Article  PubMed  PubMed Central  Google Scholar 

  7. Wagner MR, Lundberg DS, del Rio TG, Tringe SG, Dangl JL, Mitchell-Olds T (2016) Host genotype and age shape the leaf and root microbiomes of a wild perennial plant. Nat Commun 7:12151. https://doi.org/10.1038/ncomms12151

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Fitzpatrick CR, Copeland J, Wang PW, Guttman DS, Kotanen PM, Johnson MTJ (2018) Assembly and ecological function of the root microbiome across angiosperm plant species. Proc Natl Acad Sci U S A 115:E1157–E1165. https://doi.org/10.1073/pnas.1717617115

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. Dakora FD, Phillips DA (2002) Root exudates as mediators of mineral acquisition in low-nutrient environments. Plant Soil 245:35–47. https://doi.org/10.1023/A:1020809400075

    Article  CAS  Google Scholar 

  10. Hartmann A, Schmid M, Van Tuinen D, Berg G (2009) Plant-driven selection of microbes. Plant Soil 321:235–257

    Article  CAS  Google Scholar 

  11. Perez-Jaramillo JE, Mendes R, Raaijmakers JM (2016) Impact of plant domestication on rhizosphere microbiome assembly and functions. Plant Mol Biol 90:635–644. https://doi.org/10.1007/s11103-015-0337-7

    Article  CAS  PubMed  Google Scholar 

  12. Matthews A, Pierce S, Hipperson H, Raymond B (2019) Rhizobacterial community assembly patterns vary between crop species. Front Microbiol 10:581. https://doi.org/10.3389/fmicb.2019.00581

    Article  PubMed  PubMed Central  Google Scholar 

  13. Webb CO, Ackerly DD, McPeek MA, Donoghue MJ (2002) Phylogenies and community ecology. Annu Rev Ecol Syst 33:475–505. https://doi.org/10.1146/annurev.ecolysis.33.010802.150448

    Article  Google Scholar 

  14. Fine PVA, Kembel SW (2011) Phylogenetic community structure and phylogenetic turnover across space and edaphic gradients in western Amazonian tree communities. Ecography 34:552–565. https://doi.org/10.1111/j.1600-0587.2010.06548.x

    Article  Google Scholar 

  15. Stegen JC, Lin XJ, Fredrickson JK, Chen XY, Kennedy DW, Murray CJ, Rockhold ML, Konopka A (2013) Quantifying community assembly processes and identifying features that impose them. ISME J 7:2069–2079. https://doi.org/10.1038/ismej.2013.93

    Article  PubMed  PubMed Central  Google Scholar 

  16. Stegen JC, Lin XJ, Konopka AE, Fredrickson JK (2012) Stochastic and deterministic assembly processes in subsurface microbial communities. ISME J 6:1653–1664. https://doi.org/10.1038/Ismej.2012.22

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Hardy OJ (2008) Testing the spatial phylogenetic structure of local communities: statistical performances of different null models and test statistics on a locally neutral community. J Ecol 96:914–926. https://doi.org/10.1111/j.1365-2745.2008.01421.x

    Article  Google Scholar 

  18. Kembel SW (2009) Disentangling niche and neutral influences on community assembly: assessing the performance of community phylogenetic structure tests. Ecol Lett 12:949–960. https://doi.org/10.1111/j.1461-0248.2009.01354.x

    Article  PubMed  Google Scholar 

  19. Wang JJ, Shen J, Wu YC, Tu C, Soininen J, Stegen JC, He JZ, Liu XQ, Zhang L, Zhang EL (2013) Phylogenetic beta diversity in bacterial assemblages across ecosystems: deterministic versus stochastic processes. ISME J 7:1310–1321. https://doi.org/10.1038/ismej.2013.30

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. Dini-Andreote F, Stegen JC, van Elsas JD, Salles JF (2015) Disentangling mechanisms that mediate the balance between stochastic and deterministic processes in microbial succession. Proc Natl Acad Sci U S A 112:E1326–E1332. https://doi.org/10.1073/pnas.1414261112

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  21. Tripathi BM, Stegen JC, Kim M, Dong K, Adams JM, Lee YK (2018) Soil pH mediates the balance between stochastic and deterministic assembly of bacteria. ISME J 12:1072–1083. https://doi.org/10.1038/s41396-018-0082-4

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  22. Moroenyane I, Chimphango SBM, Wang J, Kim H-K, Adams JM (2016) Deterministic assembly processes govern bacterial community structure in the Fynbos, South Africa. Microb Ecol 72:313–323. https://doi.org/10.1007/s00248-016-0761-5

    Article  CAS  PubMed  Google Scholar 

  23. Moroenyane I, Dong K, Singh D, Chimphango SBM, Adams JM (2016) Deterministic processes dominate nematode community structure in the Fynbos Mediterranean heathland of South Africa. Evol Ecol 30:685–701. https://doi.org/10.1007/s10682-016-9837-4

    Article  Google Scholar 

  24. Dumbrell AJ, Nelson M, Helgason T, Dytham C, Fitter AH (2010) Relative roles of niche and neutral processes in structuring a soil microbial community (vol 4, pg 337, 2010). ISME J 4:1078–1078. https://doi.org/10.1038/ismej.2010.48

    Article  Google Scholar 

  25. MacArthur RH (1957) On the relative abundance of bird species. Proc Natl Acad Sci 43:293–295

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  26. Chen YH (2014) Species abundance distribution pattern of microarthropod communities in SW Canada. Pak J Zool 46:1023–1028

    Google Scholar 

  27. Tokeshi M (1990) Niche apportionment or random assortment - species abundance patterns revisited. J Anim Ecol 59:1129–1146. https://doi.org/10.2307/5036

    Article  Google Scholar 

  28. Tokeshi M (1993) Species abundance patterns and community structure. Adv Ecol Res 24:111–186. https://doi.org/10.1016/S0065-2504(08)60042-2

    Article  Google Scholar 

  29. Sugihara G (1980) Minimal community structure - an explanation of species abundance patterns. Am Nat 116:770–787. https://doi.org/10.1086/283669

    Article  PubMed  Google Scholar 

  30. Etienne RS, Olff H (2005) Confronting different models of community structure to species-abundance data: a Bayesian model comparison. Ecol Lett 8:493–504. https://doi.org/10.1111/j.1461-0248.2005.00745.x

    Article  PubMed  Google Scholar 

  31. Hubbell SP (2001) The unified neutral theory of biodiversity and biogeography. Princeton University Press, Princeton

    Google Scholar 

  32. McGill BJ (2003) A test of the unified neutral theory of biodiversity. Nature 422:881–885. https://doi.org/10.1038/nature01583

    Article  CAS  PubMed  Google Scholar 

  33. Moroenyane I, Chimphango S, Dong K, Tripathi B, Singh D, Adams J (2019) Neutral models predict biogeographical patterns of soil microbes at a local scale in Mediterranean heathlands, South Africa. Trans R Soc South Africa:1–12. https://doi.org/10.1080/0035919X.2019.1603126

  34. Goss-Souza D, Mendes LW, Rodrigues JLM, Tsai SM (2019) Ecological processes shaping bulk soil and rhizosphere microbiome assembly in a long-term Amazon Forest-to-agriculture conversion. Microb Ecol 79:110–122. https://doi.org/10.1007/s00248-019-01401-y

    Article  CAS  PubMed  Google Scholar 

  35. 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. https://doi.org/10.1038/ismej.2014.17

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. Feinstein LM, Blackwood CB (2012) Taxa-area relationship and neutral dynamics influence the diversity of fungal communities on senesced tree leaves. Environ Microbiol 14:1488–1499. https://doi.org/10.1111/j.1462-2920.2012.02737.x

    Article  CAS  PubMed  Google Scholar 

  37. Moscatiello R, Baldan B, Navazio L (2013) Plant cell suspension cultures. Methods Mol Biol 953:77–93. https://doi.org/10.1007/978-1-62703-152-3_5

    Article  CAS  PubMed  Google Scholar 

  38. Qvit-Raz N, Jurkevitch E, Belkin S (2008) Drop-size soda lakes: transient microbial habitats on a salt-secreting desert tree. Genetics 178:1615–1622. https://doi.org/10.1534/genetics.107.082164

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  39. Edwards JE, Kingston-Smith AH, Jimenez HR, Huws SA, Skot KP, Griffith GW, McEwan NR, Theodorou MK (2008) Dynamics of initial colonization of nonconserved perennial ryegrass by anaerobic fungi in the bovine rumen. FEMS Microbiol Ecol 66:537–545. https://doi.org/10.1111/j.1574-6941.2008.00563.x

    Article  CAS  PubMed  Google Scholar 

  40. Tremblay J, Singh K, Fern A, Kirton ES, He S, Woyke T, Lee J, Chen F, Dangl JL, Tringe SG (2015) Primer and platform effects on 16S rRNA tag sequencing. Front Microbiol 6:771. https://doi.org/10.3389/fmicb.2015.00771

    Article  PubMed  PubMed Central  Google Scholar 

  41. Tremblay J, Yergeau E (2019) Systematic processing of ribosomal RNA gene amplicon sequencing data. GigaScience 8. https://doi.org/10.1093/gigascience/giz146

  42. Magoc T, Salzberg SL (2011) FLASH: fast length adjustment of short reads to improve genome assemblies. Bioinformatics 27:2957–2963. https://doi.org/10.1093/bioinformatics/btr507

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  43. Ghodsi M, Liu B, Pop M (2011) DNACLUST: accurate and efficient clustering of phylogenetic marker genes. BMC Bioinf 12:271. https://doi.org/10.1186/1471-2105-12-271

    Article  Google Scholar 

  44. Rognes T, Flouri T, Nichols B, Quince C, Mahe F (2016) VSEARCH: a versatile open source tool for metagenomics. Peerj 4:e2584. https://doi.org/10.7717/peerj.2584

    Article  PubMed  PubMed Central  Google Scholar 

  45. Edgar RC, Haas BJ, Clemente JC, Quince C, Knight R (2011) UCHIME improves sensitivity and speed of chimera detection. Bioinformatics 27:2194–2200. https://doi.org/10.1093/bioinformatics/btr381

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  46. Wang Q, Garrity GM, Tiedje JM, Cole JR (2007) Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Appl Environ Microbiol 73:5261–5267

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  47. Tremblay J (2019) AmpliconTagger pipeline databases (Version 1)

  48. Quast C, Pruesse E, Yilmaz P, Gerken J, Schweer T, Yarza P, Peplies J, Glockner FO (2013) The SILVA ribosomal RNA gene database project: improved data processing and web-based tools. Nucleic Acids Res 41:D590–D596. https://doi.org/10.1093/nar/gks1219

    Article  CAS  PubMed  Google Scholar 

  49. 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, Turnbaugh PJ, Walters WA, Widmann J, Yatsunenko T, Zaneveld J, Knight R (2010) QIIME allows analysis of high-throughput community sequencing data. Nat Methods 7:335–336. https://doi.org/10.1038/nmeth.f.303

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  50. Kuczynski J, Stombaugh J, Walters WA, González A, Caporaso JG, Knight R (2011) Using QIIME to analyze 16S rRNA gene sequences from microbial communities. Curr Protoc Bioinformatics 36:10.17. 11–10.17. 20

    Article  Google Scholar 

  51. 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 7:335–336. https://doi.org/10.1038/nmeth.f.303

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  52. Oksanen J, Blanchet FG, Kindt R, Legendre P, Minchin PR, O'Hara R, Simpson GL, Solymos P, Stevens MHH, Wagner H (2013) Package ‘vegan’. Community ecology package, version 2

  53. Jabot F, Etienne RS, Chave J (2008) Reconciling neutral community models and environmental filtering: theory and an empirical test. Oikos 117:1308–1320. https://doi.org/10.1111/j.2008.0030-1299.16724.x

    Article  Google Scholar 

  54. Dumbrell AJ, Nelson M, Helgason T, Dytham C, Fitter AH (2010) Relative roles of niche and neutral processes in structuring a soil microbial community. ISME J 4:337–345. https://doi.org/10.1038/ismej.2009.122

    Article  PubMed  Google Scholar 

  55. Anderson D, Burnham K (2004) Model selection and multi-model inference, 2nd ed. Springer-Verlag New, York

  56. Price MN, Dehal PS, Arkin AP (2010) FastTree 2-approximately maximum-likelihood trees for large alignments. PLoS One 5:e9490. https://doi.org/10.1371/journal.pone.0009490

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  57. Kembel SW, Cowan PD, Helmus MR, Cornwell WK, Morlon H, Ackerly DD, Blomberg SP, Webb CO (2010) Picante: R tools for integrating phylogenies and ecology. Bioinformatics 26:1463–1464. https://doi.org/10.1093/bioinformatics/btq166

    Article  CAS  PubMed  Google Scholar 

  58. Stegen JC, Lin X, Fredrickson JK, Konopka AE (2015) Estimating and mapping ecological processes influencing microbial community assembly. Front Microbiol 6:370. https://doi.org/10.3389/fmicb.2015.00370

    Article  PubMed  PubMed Central  Google Scholar 

  59. Moroenyane I, Tremblay J, Yergeau É (2021) Temporal and spatial interactions modulate the soybean microbiome. FEMS Microbiol Ecol 97(1):1–12

  60. Miller ET, Farine DR, Trisos CH (2017) Phylogenetic community structure metrics and null models: a review with new methods and software. Ecography 40:461–477. https://doi.org/10.1111/ecog.02070

    Article  Google Scholar 

  61. Rengel Z, Marschner P (2005) Nutrient availability and management in the rhizosphere: exploiting genotypic differences. New Phytol 168:305–312. https://doi.org/10.1111/j.1469-8137.2005.01558.x

    Article  CAS  PubMed  Google Scholar 

  62. Chase JM (2010) Stochastic community assembly causes higher biodiversity in more productive environments. Science 328:1388–1391. https://doi.org/10.1126/science.1187820

    Article  CAS  PubMed  Google Scholar 

  63. Smalla K, Wieland G, Buchner A, Zock A, Parzy J, Kaiser S, Roskot N, Heuer H, Berg G (2001) Bulk and rhizosphere soil bacterial communities studied by denaturing gradient gel electrophoresis: plant-dependent enrichment and seasonal shifts revealed. Appl Environ Microbiol 67:4742–4751

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  64. Langenheder S, Szekely AJ (2011) Species sorting and neutral processes are both important during the initial assembly of bacterial communities. ISME J 5:1086–1094. https://doi.org/10.1038/ismej.2010.207

    Article  PubMed  PubMed Central  Google Scholar 

  65. Maignien L, DeForce EA, Chafee ME, Eren AM, Simmons SL (2014) Ecological succession and stochastic variation in the assembly of Arabidopsis thaliana phyllosphere communities. mBio 5:e00682–e00613. https://doi.org/10.1128/mBio.00682-13

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  66. Subramanian S, Cho UH, Keyes C, Yu O (2009) Distinct changes in soybean xylem sap proteome in response to pathogenic and symbiotic microbe interactions. BMC Plant Biol 9:119. https://doi.org/10.1186/1471-2229-9-119

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  67. Ikeda S, Okubo T, Kaneko T, Inaba S, Maekawa T, Eda S, Sato S, Tabata S, Mitsui H, Minamisawa K (2010) Community shifts of soybean stem-associated bacteria responding to different nodulation phenotypes and N levels. ISME J 4:315–326

    Article  CAS  PubMed  Google Scholar 

  68. Hara S, Matsuda M, Minamisawa K (2019) Growth stage-dependent bacterial communities in soybean plant tissues: methylorubrum transiently dominated in the flowering stage of the soybean shoot. Microbes Environ 34:446–450. https://doi.org/10.1264/jsme2.ME19067

    Article  PubMed  PubMed Central  Google Scholar 

  69. Copeland JK, Yuan LJ, Layeghifard M, Wang PW, Guttman DS (2015) Seasonal community succession of the phyllosphere microbiome. Mol Plant Microbe Interact 28:274–285. https://doi.org/10.1094/Mpmi-10-14-0331-Fi

    Article  CAS  PubMed  Google Scholar 

  70. Zhang BG, Zhang J, Liu Y, Shi P, Wei GH (2018) Co-occurrence patterns of soybean rhizosphere microbiome at a continental scale. Soil Biol Biochem 118:178–186. https://doi.org/10.1016/j.soilbio.2017.12.011

    Article  CAS  Google Scholar 

  71. Liu F, Hewezi T, Lebeis SL, Pantalone V, Grewal PS, Staton ME (2019) Soil indigenous microbiome and plant genotypes cooperatively modify soybean rhizosphere microbiome assembly. BMC Microbiol 19:201. https://doi.org/10.1186/s12866-019-1572-x

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  72. Chaparro JM, Badri DV, Vivanco JM (2014) Rhizosphere microbiome assemblage is affected by plant development. ISME J 8:790–803. https://doi.org/10.1038/ismej.2013.196

    Article  CAS  PubMed  Google Scholar 

  73. Amend AS, Cobian GM, Laruson AJ, Remple K, Tucker SJ, Poff KE, Antaky C, Boraks A, Jones CA, Kuehu D, Lensing BR, Pejhanmehr M, Richardson DT, Riley PP (2019) Phytobiomes are compositionally nested from the ground up. Peerj 7:e6609. https://doi.org/10.7717/peerj.6609

    Article  PubMed  PubMed Central  Google Scholar 

  74. Zhalnina K, Louie KB, Hao Z, Mansoori N, da Rocha UN, Shi SJ, Cho HJ, Karaoz U, Loque D, Bowen BP, Firestone MK, Northen TR, Brodie EL (2018) Dynamic root exudate chemistry and microbial substrate preferences drive patterns in rhizosphere microbial community assembly. Nat Microbiol 3:470–480. https://doi.org/10.1038/s41564-018-0129-3

    Article  CAS  PubMed  Google Scholar 

  75. Bell CW, Asao S, Calderon F, Wolk B, Wallenstein MD (2015) Plant nitrogen uptake drives rhizosphere bacterial community assembly during plant growth. Soil Biol Biochem 85:170–182. https://doi.org/10.1016/j.soilbio.2015.03.006

    Article  CAS  Google Scholar 

  76. Marasco R, Mosqueira MJ, Fusi M, Ramond JB, Merlino G, Booth JM, Maggs-Kolling G, Cowan DA, Daffonchio D (2018) Rhizosheath microbial community assembly of sympatric desert speargrasses is independent of the plant host. Microbiome 6:215. https://doi.org/10.1186/s40168-018-0597-y

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

The authors would like to thank Benjamin Mimee from Agriculture and Agri-Food Canada for providing the seeds used in the study. We also wish to acknowledge Compute Canada for access to the University of Waterloo’s High-Performance Computing (HPC) infrastructure (Graham system) through a resources allocation granted to EY.

Funding

This work was supported by a Discovery Grant from the Natural Sciences and Engineering Research Council (NSERC) grant RGPIN 2014-05274 to EY. IM was supported by the Innovation and Scarce Skills scholarship from the South African National Research Foundation (NRF), Fonds de Recherche du Québec (FRQNT), and partly by Foundation Armand-Frappier.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to É. Yergeau.

Ethics declarations

Conflict of Interest

The authors declare that they have no conflict of interest.

Supplementary Information

ESM 1

(DOCX 5036 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Moroenyane, I., Mendes, L., Tremblay, J. et al. Plant Compartments and Developmental Stages Modulate the Balance between Niche-Based and Neutral Processes in Soybean Microbiome. Microb Ecol 82, 416–428 (2021). https://doi.org/10.1007/s00248-021-01688-w

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00248-021-01688-w

Keywords

Navigation