Barley Rhizosphere Bacteriome Dynamics under Organic and Mineral Inputs: The importance of intercropping predecessor
Authors/Creators
- 1. Agricultural University-Plovdiv, Plovdiv, Bulgaria
- 2. Index 11 JSC, Plovdiv, Bulgaria
Description
Integrating intercropping with green manure within crop rotation offers a sustainable pathway to enhance soil microbial diversity and overall agroecosystem health. This study evaluated the effects of diverse fertilisation practices on the soil microbiome in a barley (Hordeum vulgare L.) cropping system following the incorporation of an oat-vetch (Avena sativa and Vicia sativa) and green manure incorporation versus single cropping of oats. The field experiment took place at the Agricultural University of Plovdiv, Bulgaria. Using high-throughput metagenomic sequencing, we assessed the structure and functions of the soil microbial community. The fertilisation treatments included mineral fertiliser, vermicompost, a combination of vermicompost and mineral fertiliser, and biochar, along with a non-fertilised control. The investigation compared two preceding cropping systems before barley cultivation: an oat-vetch intercrop used as green manure, incorporated into the soil at the ripening stage, and a conventional approach where barley was sown directly without prior green manuring. All treatments were conducted in triplicate. Sequencing allows for detailed taxonomic and functional profiling. The most abundant bacterial phyla identified were Actinobacteriota, Proteobacteria, and Bacteroidota, with Actinobacteriota showing increased abundance under fertilised conditions. Soils treated with compost and compost-mineral mixtures exhibited notably higher alpha diversity. Beta diversity analyses (PCA, PCoA, UPGMA) revealed clear differences in microbial community structure among the treatments. Certain genera, such as Sphingomonas, Noviherspirillum, and Agromyces, were particularly enriched in soils receiving vermicompost or green manure. Their presence suggests enhanced microbial functionality and nutrient cycling in those plots. Overall, the combination of green manure and organic inputs supported more diverse and functionally active microbial communities, contributing to the resilience and sustainability of barley-based cropping systems. This study focuses on the bacterial component of the soil microbiome; nutrient cycling and soil health are governed by the combined interactions among bacteria, fungi, and protozoa.
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References
- Ai C, Liang G, Sun J, He P, Tang S, Yang S, Zhou W, Wang X (2015) The alleviation of acid soil stress in rice by inorganic or organic ameliorants is associated with changes in soil enzyme activity and microbial community composition. Biology and Fertility of Soils 51(4): 595–620. https://doi.org/10.1007/s00374-015-0994-3
- Anderson MJ (2001) A new method for non-parametric multivariate analysis of variance. Austral Ecology 26(1): 32–46. https://doi.org/10.1111/j.1442-9993.2001.01070.pp.x
- Arancon NQ, Edwards CA, Bierman P (2006) Influences of vermicomposts on field strawberries: Part 2. Effects on soil microbiological and chemical properties. Bioresource Technology 97(6): 831–840. https://doi.org/10.1016/j.biortech.2005.04.016
- Banerjee A (2021) Biochar Production for Green Environment. Clean Coal Technologies: Beneficiation, Utilization, Transport Phenomena and Prospective. Springer International Publishing, Cham, 533–556. https://doi.org/10.1007/978-3-030-68502-7_21
- Berg G, Rybakova D, Fischer D, Cernava T, Vergès MCC, Charles T, Chen X, Cocolin L, Eversole K, Corral GH, Kazou M, Kinkel L, Lange L, Lima N, Loy A, Macklin JA, Maguin E, Mauchline T, McClure R, Mitter B, Ryan MJ, Sarand I, Smidt H, Schelkle B, Roume H, Sessitsch A, Schlüter A, Schleper C (2020) Microbiome definition re-visited: Old concepts and new challenges. Microbiome 8: 103. https://doi.org/10.1186/s40168-020-00875-0
- Bonanomi G, De Filippis F, Cesarano G, La Storia A, Ercolini D, Scala F (2016) Organic farming induces changes in soil microbiota that affect agro-ecosystem functions. Soil Biology & Biochemistry 103: 327–336. https://doi.org/10.1016/j.soilbio.2016.09.005
- Brooker RW, Bennett AE, Cong WF, Daniell TJ, George TS, Hallett PD, Hawes C, Iannetta PPM, Jones HG, Karley AJ, Li L, McKenzie BM, Pakeman RJ, Paterson E, Schöb C, Shen J, Squire G, Watson CA (2015) Improving intercropping: A synthesis of research in agronomy, plant physiology and ecology. The New Phytologist 206(1): 107–117. https://doi.org/10.1111/nph.13132
- Callahan BJ, McMurdie PJ, Rosen MJ, Han AW, Johnson AJA, Holmes SP (2016) DADA2: High-resolution sample inference from Illumina amplicon data. Nature Methods 13(7): 581–583. https://doi.org/10.1038/nmeth.3869
- Chen S, Zhou Y, Chen Y, Gu J (2018a) fastp: An ultra-fast all-in-one FASTQ preprocessor. Bioinformatics (Oxford, England) 34(17): i884–i890. https://doi.org/10.1093/bioinformatics/bty560
- Chen Y, Liu J, Liu S (2018b) Effect of long-term mineral fertilizer application on soil enzyme activities and bacterial community composition. Plant, Soil and Environment 64(12): 571–577. https://doi.org/10.17221/658/2018-PSE
- Congreves KA, Van Eerd LL (2015) Nitrogen cycling and management in intensive horticultural systems. Nutrient Cycling in Agroecosystems 102: 299–318. https://doi.org/10.1007/s10705-015-9704-7
- Domínguez J, Edwards CA (2011) Biology and ecology of earthworm species used for vermicomposting. In: Edwards CA, Arancon NQ, Sherman R (Eds) Vermiculture Technology: Earthworms, Organic Wastes, and Environmental Management. CRC Press, 27–40. https://doi.org/10.1201/b10453-4
- Escudero-Martinez C, Coulter M, Alegria Terrazas R, Foito A, Kapadia R, Pietrangelo L, Bulgarelli D (2022) Identifying plant genes shaping microbiota composition in the barley rhizosphere. Nature Communications 13(1): 3443. https://doi.org/10.1038/s41467-022-31022-y
- Fierer N (2017) Embracing the unknown: Disentangling the complexities of the soil microbiome. Nature Reviews. Microbiology 15(10): 579–590. https://doi.org/10.1038/nrmicro.2017.87
- Fierer N, Bradford MA, Jackson RB (2007) Toward an ecological classification of soil bacteria. Ecology 88(6): 1354–1364. https://doi.org/10.1890/05-1839
- Finney DM, White CM, Kaye JP (2016) Biomass production and carbon/nitrogen ratio influence ecosystem services from cover crop mixtures. Agronomy Journal 108(1): 39–52. https://doi.org/10.2134/agronj15.0182
- Hartmann M, Frey B, Mayer J, Mäder P, Widmer F (2015) Distinct soil microbial diversity under long-term organic and conventional farming. The ISME Journal 9(5): 1177–1194. https://doi.org/10.1038/ismej.2014.210
- Janssen PH (2006) Identifying the dominant soil bacterial taxa in libraries of 16S rRNA and 16S rRNA genes. Applied and Environmental Microbiology 72(3): 1719–1728. https://doi.org/10.1128/AEM.72.3.1719-1728.2006
- Katoh K, Standley DM (2013) MAFFT multiple sequence alignment software version 7: Improvements in performance and usability. Molecular Biology and Evolution 30(4): 772–780. https://doi.org/10.1093/molbev/mst010
- Kielak AM, Barreto CC, Kowalchuk GA, van Veen JA, Kuramae EE (2016) The ecology of Acidobacteria: Moving beyond genes and genomes. Frontiers in Microbiology 7: 744. https://doi.org/10.3389/fmicb.2016.00744
- Kulmatiski A (2020) Amplicon ITS and 16S rRNA sequencing of soil metagenome: quantifying plant-soil feedback effects in classic diversity-productivity experiments. Data Publication.
- Larkin RP (2015) Soil health paradigms and implications for disease management. Annual Review of Phytopathology 53: 199–221. https://doi.org/10.1146/annurev-phyto-080614-120357
- Lazcano C, Gómez-Brandón M, Revilla P, Domínguez J (2013) Short-term effects of organic and inorganic fertilizers on soil microbial community structure and function: A field study with sweet corn. Biology and Fertility of Soils 49(6): 723–733. https://doi.org/10.1007/s00374-012-0761-7
- Lehmann J, Joseph S (2015) Biochar for Environmental Management: Science, Technology and Implementation. 2nd edn. Routledge. https://doi.org/10.4324/9780203762264
- Lehmann J, Rillig MC, Thies J, Masiello CA, Hockaday WC, Crowley D (2011) Biochar effects on soil biota – A review. Soil Biology & Biochemistry 43(9): 1812–1836. https://doi.org/10.1016/j.soilbio.2011.04.022
- Li R, Khafipour E, Krause DO, Entz MH, de Kievit TR, Fernando WGD (2013) Pyrosequencing reveals the influence of organic and conventional farming systems on bacterial communities. PLoS ONE 8(12): e51897. https://doi.org/10.1371/journal.pone.0051897
- Liu P, Liu WJ, Jiang H, Chen JJ, Li WW, Yu HQ (2012) Modification of bio-char derived from fast pyrolysis of biomass and its application in removal of tetracycline from aqueous solution. Bioresource Technology 121: 235–240. https://doi.org/10.1016/j.biortech.2012.06.085
- Lozupone C, Knight R (2011) UniFrac: A new phylogenetic method for comparing microbial communities. Applied and Environmental Microbiology 71(12): 8228–8235. https://doi.org/10.1128/AEM.71.12.8228-8235.2005
- Lozupone C, Hamady M, Knight R (2005) UniFrac-an online tool for comparing microbial community diversity in a phylogenetic context. BMC Bioinformatics 6: 276. https://doi.org/10.1186/1471-2105-6-276
- Magoč T, Salzberg SL (2011) FLASH: Fast length adjustment of short reads to improve genome assemblies. Bioinformatics (Oxford, England) 27(21): 2957–2963. https://doi.org/10.1093/bioinformatics/btr507
- Natalio AI, Back MA, Richards A, Jeffery S (2024) Field-scale heterogeneity overrides management impacts following conversion to no-till within an arable system. Applied Soil Ecology 193: 105104. https://doi.org/10.1016/j.apsoil.2023.105104
- Nissimov J (2017) A communal catalogue reveals Earth's multiscale microbial diversity. Nature 551: 457–463. https://doi.org/10.1038/nature24621
- Pathma J, Sakthivel N (2012) Microbial diversity of vermicompost bacteria that exhibit useful agricultural traits and waste management potential. SpringerPlus 1(1): 26. https://doi.org/10.1186/2193-1801-1-26
- Peoples MB, Brockwell J, Herridge DF, Rochester IJ, Alves BJR, Urquiaga S, Boddey RM, Dakora FD, Bhattarai S, Maskey SL, Sampet C, Rerkasem B, Khan DF, Hauggaard-Nielsen H, Jensen ES (2009) The contributions of nitrogen-fixing crop legumes to the productivity of agricultural systems. Symbiosis 48(1–3): 1–17. https://doi.org/10.1007/BF03179980
- Petkova M, Shilev S, Popova V, Neykova I, Minev N (2025) Intercropping of Oats with Vetch Conducts to Improve Soil Bacteriome Diversity and Structure. Microorganisms 13(5): 977. https://doi.org/10.3390/microorganisms13050977
- Philippot L, Raaijmakers JM, Lemanceau P, van der Putten WH (2013) Going back to the roots: The microbial ecology of the rhizosphere. Nature Reviews. Microbiology 11(11): 789–799. https://doi.org/10.1038/nrmicro3109
- Povilaitis A, Matikienė J, Vismontienė R (2020) Effects of three types of amendments in woodchip-denitrifying bioreactors for tile drainage water treatment. Ecological Engineering 158: 106054. https://doi.org/10.1016/j.ecoleng.2020.106054
- Price MN, Dehal PS, Arkin AP (2010) FastTree: Computing large minimum evolution trees with profiles instead of a distance matrix. Molecular Biology and Evolution 27(7): 1641–1650. https://doi.org/10.1093/molbev/msp077
- Prosser JI (2020) Putting science back into microbial ecology: a question of approach. Philosophical Transactions of the Royal Society B 375(1798): 20190240. https://doi.org/10.1098/rstb.2019.0240
- Quast C, Pruesse E, Yilmaz P, Gerken J, Schweer T, Yarza P, Peplies J, Glöckner FO (2013) The SILVA ribosomal RNA gene database project: Improved data processing and web-based tools. Nucleic Acids Research 41: D590–D596. https://doi.org/10.1093/nar/gks1219
- Quilliam RS, Glanville HC, Wade SC, Jones DL (2013) Life in the 'charosphere'–Does biochar in agricultural soils provide a significant habitat for microorganisms? Soil Biology & Biochemistry 65: 287–293. https://doi.org/10.1016/j.soilbio.2013.06.004
- Quince C, Walker AW, Simpson JT, Loman NJ, Segata N (2017) Shotgun metagenomics, from sampling to analysis. Nature Biotechnology 35(9): 833–844. https://doi.org/10.1038/nbt.3935
- R Core Team (2022) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. https://www.r-project.org/
- Rognes T, Flouri T, Nichols B, Quince C, Mahé F (2016) VSEARCH: A versatile open source tool for metagenomics. PeerJ 4: e2584. https://doi.org/10.7717/peerj.2584
- Schloss PD, Westcott SL, Ryabin T, Hall JR, Hartmann M, Hollister EB, Lesniewski RA, Oakley BB, Parks DH, Robinson CJ, Sahl JW, Stres B, Thallinger GG, Van Horn DJ, Weber CF (2009) Introducing mothur: Open-source, platform-independent, community-supported software for describing and comparing microbial communities. Applied and Environmental Microbiology 75: 7537–7541. https://doi.org/10.1128/AEM.01541-09
- Shakya M, Gottel N, Castro H, Yang ZK, Gunter L, Labbé J, Muchero W, Bonito G, Vilgalys R, Tuskan GA, Schadt CW (2013) A multifactor analysis of fungal and bacterial community structure in the root microbiome of mature Populus deltoides trees. PLoS ONE 8(10): e76382. https://doi.org/10.1371/journal.pone.0076382
- Shilev S, Mitkov A, Popova V, Neykova I, Minev N, Szulc W, Yordanov Y, Yanev M (2024) Fertilization Type Differentially Affects Barley Grain Yield and Nutrient Content, Soil and Microbial Properties. Microorganisms 12: 1447. https://doi.org/10.3390/microorganisms12071447
- Singh BK, Trivedi P, Egidi E, Macdonald CA, Delgado-Baquerizo M (2020) Crop microbiome and sustainable agriculture. Nature Reviews. Microbiology 18(11): 601–602. https://doi.org/10.1038/s41579-020-00459-6
- Van der Heijden MGA, Bardgett RD, Van Straalen NM (2008) The unseen majority: Soil microbes as drivers of plant diversity and productivity in terrestrial ecosystems. Ecology Letters 11(3): 296–310. https://doi.org/10.1111/j.1461-0248.2007.01139.x
- Xiao X, Han L, Chen H, Wang J, Zhang Y, Hu A (2023) Intercropping enhances microbial community diversity and ecosystem functioning in maize fields. Frontiers in Microbiology 13: 1084452. https://doi.org/10.3389/fmicb.2022.1084452
- Zhang Y, Hao X, Alexander TW, Thomas BW, Shi X, Lupwayi NZ (2018) Long-term and legacy effects of manure application on soil microbial community composition. Biology and Fertility of Soils 54(2): 269–283. https://doi.org/10.1007/s00374-017-1257-2
- Zhang M, Liu Y, Wei Q, Liu L, Gu X, Gou J, Wang M (2023) Effects of biochar and vermicompost on growth and economic benefits of continuous cropping pepper at karst yellow soil region in Southwest China. Frontiers in Plant Science 14: 1238663. https://doi.org/10.3389/fpls.2023.1238663
- Zhou Y, Tang Y, Hu C, Zhan T, Zhang S, Cai M, Zhao X (2021) Soil applied Ca, Mg and B altered phyllosphere and rhizosphere bacterial microbiome and reduced Huanglongbing incidence in Gannan Navel Orange. Science of the Total Environment 791: 148046. https://doi.org/10.1016/j.scitotenv.2021.148046