Abstract
Aims
Traditional tillage represents a serious threat to the stability of soil ecosystems. Understanding the response mechanisms of soil microbial community assembly to different tillage practices is a major topic of soil ecological research.
Methods
Here, we investigated the bacterial community structures and assembly in bulk and rhizosphere soils of soybeans grown under traditional tillage (moldboard plow, MP) and two conservation tillage practices, namely, no-tillage (NT) and ridge tillage (RT), using high-throughput sequencing methods.
Results
Compared with MP, NT and RT increased the relative abundances of nitrifying bacteria of Nitrosospira sp. and the nitrogen-fixing bacteria of Mesorhizobium sp., Bradyrhizobium sp. and Burkholderia sp., but decreased the abundance of carbon-degrading bacteria, especially Blastococcus sp., Streptomyces sp. and Sphingomonas sp. The altered functional bacteria were mostly affiliated with biomarkers and keystone taxa in the NT and RT networks. For the results of network properties and assembly processes, we found that NT and RT habited a more stable bacterial network structure and a lower homogenizing dispersal value. Soil pH was the primary factor regulating both the bacterial community structures and assembly processes under the three tillage practices.
Conclusions
The soil bacterial community structures and assembly processes were profoundly altered by tillage practices. The changes in functional bacteria indicated that conservation tillage might contribute to soil carbon sequestration, while stimulating nitrogen fixation and nitrification.






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References
Alvear M, Rosas A, Rouanet JL, Borie F (2005) Effects of three soil tillage systems on some biological activities in an Ultisol from Southern Chile. Soil till Res 82:195–202
Aronesty E (2011) ea-utils: Command-line tools for processing biological sequencing data (version 1.04.807). Durham, NC. http://code.google.com/p/ea-utils
Banerjee S, Schlaeppi K, van der Heijden MGA (2018) Keystone taxa as drivers of microbiome structure and functioning. Nat Rev Microbiol 16:567–576
Banerjee S, Walder F, Buchi L, Meyer M, Held AY, Gattinger A, Keller T, Charles R, van der Heijden MGA (2019) Agricultural intensification reduces microbial network complexity and the abundance of keystone taxa in roots. ISME J 13:1722–1736
Barberan 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
Beeckman F, Motte H, Beeckman T (2018) Nitrification in agricultural soils: impact, actors and mitigation. Curr Opin Biotechnol 50:166–173
Bouizgarne B, Oufdou K, Ouhdouch Y (2014) Actinorhizal and Rhizobial-Legume symbioses for alleviation. In: Plant Microbes Symbiosis: Applied Facets. (New Delhi: Springer)
Busari MA, Kukal SS, Kaur A, Bhatt R, Dulazi AA (2015) Conservation tillage impacts on soil, crop and the environment. Int Soil Water Conse 3:119–129
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
Castrillo G, Teixeira PJPL, Paredes SH, Law TF, de Lorenzo L, Feltcher ME, Finkel OM, Breakfield NW, Mieczkowski P, Jones CD, Paz-Ares J, Dangl JL (2017) Root microbiota drive direct integration of phosphate stress and immunity. Nature 543:513–518
Chen XP, Zhu YG, Xia Y, Shen JP, He JZ (2008) Ammonia-oxidizing archaea: important players in paddy rhizosphere soil? Environ Microbiol 10:1978–1987
Chen RR, Zhong LH, Jing ZW, Guo ZY, Li ZP, Lin XG, Feng YZ (2017) Fertilization decreases compositional variation of paddy bacterial community across geographical gradient. Soil Biol Biochem 114:181–188
Chen H, Dai Z, Veach AM, Zheng J, Xu J, Schadt CW (2020a) Global meta-analyses show that conservation tillage practices promote soil fungal and bacterial biomass. Agr Ecosyst Environ 293:106841
Chen J, Wang P, Wang C, Wang X, Miao L, Liu S, Yuan Q, Sun S (2020b) Fungal community demonstrates stronger dispersal limitation and less network connectivity than bacterial community in sediments along a large river. Environ Microbiol 22:832–849
Chevallier T, Woignier T, Toucet J, Blanchart E (2010) Organic carbon stabilization in the fractal pore structure of Andosols. Geoderma 159:182–188
Cole JR, Chai B, Farris RJ, Wang Q, Kulam SA, McGarrell DM, Garrity GM, Tiedje JM (2005) The Ribosomal Database Project (RDP-II): sequences and tools for high-throughput rRNA analysis. Nucleic Acids Res 33:D294–D296
Dang YP, Seymour NP, Walker SR, Bell MJ, Freebairn DM (2015) Strategic tillage in no-till farming systems in Australia’s northern grains-growing regions: I. Drivers and Implementation. Soil till Res 152:104–114
de Vries M, Scholer A, Ertl J, Xu ZF, Schloter M (2015) Metagenomic analyses reveal no differences in genes involved in cellulose degradation under different tillage treatments. FEMS Microbiol Ecol 91:fiv069
Degrune F, Dufrene M, Colinet G, Massart S, Taminiau B, Bodson B, Hiel MP, Daube G, Nezer C, Vandenbol M (2015) A novel sub-phylum method discriminates better the impact of crop management on soil microbial community. Agron Sustain Dev 35:1157–1166
Deng Y, Jiang YH, Yang YF, He ZL, Luo F, Zhou JZ (2012) Molecular ecological network analyses. BMC Bioinformatics 13:113
Edgar RC (2010) Search and clustering orders of magnitude faster than BLAST. Bioinformatics 26:2460–2461
Edgar RC, Haas BJ, Clemente JC, Quince C, Knight R (2011) UCHIME improves sensitivity and speed of chimera detection. Bioinformatics 27:2194–2200
Falkowski PG, Fenchel T, Delong EF (2008) The microbial engines that drive Earth’s biogeochemical cycles. Science 320:1034–1039
Fan KK, Cardona C, Li YT, Shi Y, Xiang XJ, Shen CC, Wang HF, Gilbert JA, Chu HY (2017) Rhizosphere-associated bacterial network structure and spatial distribution differ significantly from bulk soil in wheat crop fields. Soil Biol Biochem 113:275–284
Fan KK, Delgado-Baquerizo M, Guo XS, Wang DZ, Wu YY, Zhu M, Yu W, Yao HY, Zhu YG, Chu HY (2019) Suppressed N fixation and diazotrophs after four decades of fertilization. Microbiome 7:143
Feng Y, Chen R, Stegen JC, Guo Z, Zhang J, Li Z, Lin X (2018) Two key features influencing community assembly processes at regional scale: initial state and degree of change in environmental conditions. Mol Ecol 27:5238–5251
Fierer N (2017) Embracing the unknown: disentangling the complexities of the soil microbiome. Nat Rev Microbiol 15:579–590
Goberna M, Garcia C, Verdu M (2014) A role for biotic filtering in driving phylogenetic clustering in soil bacterial communities. Glob Ecol Biogeogr 23:1346–1355
Guo LJ, Zheng SX, Cao CG, Li CF (2016) Tillage practices and straw-returning methods affect topsoil bacterial community and organic C under a rice-wheat cropping system in central China. Sci Rep 6:33155
Govaerts B, Mezzalama M, Unno Y, Sayre KD, Luna-Guido M, Vanherck K, Dendooven L, Deckers J (2007) Influence of tillage, residue management, and crop rotation on soil microbial biomass and catabolic diversity. Appl Soil Ecol 37:18–30
Graham EB, Stegen JC (2017) Dispersal-based microbial community assembly decreases biogeochemical function. Processes 5:65
Herren CM, McMahon KD (2018) Keystone taxa predict compositional change in microbial communities. Environ Microbiol 20:2207–2217
Hobbs PR, Sayre K, Gupta R (2008) The role of conservation agriculture in sustainable agriculture. Philos Trans R Soc B-Biol Sci 363:543–555
Hoflich G, Tauschke M, Kuhn G, Werner K, Frielinghaus M, Hohn W (1999) Influence of long-term conservation tillage on soil and rhizosphere microorganisms. Biol Fertil Soils 29:81–86
Holland JM (2004) The environmental consequences of adopting conservation tillage in Europe: reviewing the evidence. Agr Ecosyst Environ 103:1–25
Hu XJ, Liang AZ, Yao Q, Liu ZX, Yu ZH, Wang GH, Liu JJ (2020) Ridge tillage improves soil properties, sustains diazotrophic communities, and enhances extensively cooperative interactions among diazotrophs in a clay loam soil. Front Microbiol 11:1333
Jia X, Dini-Andreote F, Falcao SJ (2018) Community assembly processes of the microbial rare biosphere. Trends Microbiol 26:738–747
Jiang Y, Li S, Li R, Zhang J, Liu Y, Lv L, Zhu H, Wu W, Li W (2017) Plant cultivars imprint the rhizosphere bacterial community composition and association networks. Soil Biol Biochem 109:145–155
Jiao S, Lu Y (2020) Soil pH and temperature regulate assembly processes of abundant and rare bacterial communities in agricultural ecosystems. Environ Microbiol 22:1052–1065
Jiao S, Yang Y, Xu Y, Zhang J, Lu Y (2020) Balance between community assembly processes mediates species coexistence in agricultural soil microbiomes across eastern China. ISME J 14:202–216
Johnson AM, Hoyt GD (1999) Changes to the soil environment under conservation tillage. HortTechnology 9:380–393
Kalita M, Malek W (2020) Root nodules of Genista germanica harbor Bradyrhizobium and Rhizobium bacteria exchanging nodC and nodZ genes. Syst Appl Microbiol 43:126026
Kalyuzhnaya MG, Beck DAC, Vorobev A, Smalley N, Kunkel DD, Lidstrom ME, Chistoserdova L (2012) Novel methylotrophic isolates from lake sediment, description of Methylotenera versatilis sp. nov. and emended description of the genus Methylotenera. Int J Syst Evol Micr 62:106–111
Kitano H (2004) Biological robustness. Nat Rev Genet 5:826–837
Krause AE, Frank KA, Mason DM, Ulanowicz RE, Taylor WW (2003) Compartments revealed in food-web structure. Nature 426:282–285
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 Microb 75:5111–5120
Levy-Booth DJ, Prescott CE, Grayston SJ (2014) Microbial functional genes involved in nitrogen fixation, nitrification and denitrification in forest ecosystems. Soil Biol Biochem 75:11–25
Li M, He P, Guo XL, Zhang X, Li LJ (2021) Fifteen-year no tillage of a Mollisol with residue retention indirectly affects topsoil bacterial community by altering soil properties. Soil Till Res 205:104804
Lin Y, Ye G, Luo J, Di HJ, Liu D, Fan J, Ding W (2018) Nitrosospira cluster 8a plays a predominant role in the nitrification process of a subtropical Ultisol under long-term inorganic and organic fertilization. Appl Environ Microbiol 84:e01031
Liu XB, Jin J, Wang GH, Herbert SJ (2008) Soybean yield physiology and development of high-yielding practices in Northeast China. Field Crop Res 105:157–171
Liu ZX, Liu JJ, Yu ZH, Yao Q, Li YS, Liang AZ, Zhang W, Mi G, Jin J, Liu XB, Wang GH (2020) Long-term continuous cropping of soybean is comparable to crop rotation in mediating microbial abundance, diversity and community composition. Soil Till Res 197:104503
Lopez-Garrido R, Madejon E, Murillo JM, Moreno F (2011) Short and long-term distribution with depth of soil organic carbon and nutrients under traditional and conservation tillage in a Mediterranean environment (southwest Spain). Soil Use Manage 27:177–185
Louca S, Parfrey LW, Doebeli M (2016) Decoupling function and taxonomy in the global ocean microbiome. Science 353:1272–1277
Lu RK (1999) Soil argrochemistry analysis protocoes. China Agriculture Science Press, Beijing
Luan L, Liang C, Chen L, Wang H, Xu Q, Jiang Y, Sun B (2020) Coupling bacterial community assembly to microbial metabolism across soil profiles. mSystems 5:e00298-20
Luo G, Ling N, Xue C, Dippold MA, Firbank LG, Guo S, Kuzyakov Y, Shen Q (2019) Nitrogen-inputs regulate microbial functional and genetic resistance and resilience to drying-rewetting cycles, with implications for crop yields. Plant Soil 441:301–315
Ma B, Wang Y, Ye S, Liu S, Stirling E, Gilbert JA, Faust K, Knight R, Jansson JK, Cardona C, Rottjers L, Xu J (2020) Earth microbial co-occurrence network reveals interconnection pattern across microbiomes. Microbiome 8:82
Macchi M, Martinez M, Neme Tauil RM, Valacco MP, Morelli IS, Coppotell BM (2018) Insights into the genome and proteome of Sphingomonas paucimobilis strain 20006FA involved in the regulation of polycyclic aromatic hydrocarbon degradation. World J Microb Biot 34:7
Madigan M (2012) Brock Biology of Microorganisms. In: thirteenth ed. (Upper Saddle River, New Jersey), pp. 271–282
Mannisto MK, Kurhela E, Tiirola M, Haggblom MM (2013) Acidobacteria dominate the active bacterial communities of Arctic tundra with widely divergent winter-time snow accumulation and soil temperatures. FEMS Microbiol Ecol 84:47–59
Montgomery DR (2007) Soil erosion and agricultural sustainability. Proc Natl Acad Sci USA 104:13268–13272
Moreau D, Bardgett RD, Finlay RD, Jones DL, Philippot L (2019) A plant perspective on nitrogen cycling in the rhizosphere. Funct Ecol 33:540–552
Naqqash T, Imran A, Hameed S, Shahid M, Majeed A, Iqbal J, Hanif MK, Ejaz S, Malik KA (2020) First report of diazotrophic brevundimonas spp. as growth enhancer and root colonizer of potato. Sci Rep 10:12893
Noda S, Miyazaki T, Tanaka T, Ogino C, Kondo A (2012) Production of streptoverticillium cinnamoneum transglutaminase and cinnamic acid by recombinant streptomyces lividans cultured on biomass-derived carbon sources. Bioresource Technol 104:648–651
Ofiteru ID, Lunn M, Curtis TP, Wells GF, Criddle CS, Francis CA, Sloan WT (2010) Combined niche and neutral effects in a microbial wastewater treatment community. Proc Natl Acad Sci USA 107:15345–15350
Olesen JM, Bascompte J, Dupont YL, Jordano P (2007) The modularity of pollination networks. Proc Natl Acad Sci USA 104:19891–19896
Philippot L, Raaijmakers JM, Lemanceau P, van der Putten WH (2013) Going back to the roots: the microbial ecology of the rhizosphere. Nat Rev Microbiol 11:789–799
Puerta VL, Six J, Wittwer R, van der Heijden M, Pereira EIP (2019) Comparable bacterial-mediated nitrogen supply and losses under organic reduced tillage and conventional intensive tillage. Eur J Soil Biol 95:103121
R Development Core Team (2016) A language and environment for statistical computing R (version 3.6.2). Foundation for Statistical Computing, Vienna, Austria. https://www.R-project.org/
Ren L, Fan SH, Wang JH, Ruth N, Qiao C, Jia Y, Yan YC (2017) Complete genome sequence of a phthalic acid esters degrading Mycobacterium sp. YC-RL4. Braz J Microbiol 48:607–609
Rivas R, Martens M, De Lajudie P, Willems A (2009) Multilocus sequence analysis of the genus Bradyrhizobium. Syst Appl Microbiol 32:101–110
Roper WR, Duckworth OW, Grossman JM, Israel DW (2020) Rhizobium leguminosarum strain combination effects on nodulation and biological nitrogen fixation with Vicia villosa. Appl Soil Ecol 156:103703
Powlson DS, Stirling CM, Thierfelder C, White RP, Jat ML (2016) Does conservation agriculture deliver climate change mitigation through soil carbon sequestration in tropical agro-ecosystems? Agric Ecosyst Environ 220:164–174
Sainju UM, Lenssen AW, Caesar-TonThat T, Jabro JD, Lartey RT, Evans RG, Allen BL (2011) Dryland residue and soil organic matter as influenced by tillage, crop rotation, and cultural practice. Plant Soil 338:27–41
Sanjenbam P, Buddidathi R, Venkatesan R, Shivaprasad PV, Agashe D (2020) Phenotypic diversity of Methylobacterium associated with rice landraces in North-East India. PLoS ONE 15:e0228550
Shi Y, Delgado-Baquerizo M, Li Y, Yang Y, Zhu YG, Penuelas J, Chu H (2020) Abundance of kinless hubs within soil microbial networks are associated with high functional potential in agricultural ecosystems. Environ Int 142: 105869
Six J, Paustian K, Elliott ET, Combrink C (2000) Soil structure and organic matter: I. Distribution of aggregate-size classes and aggregate-associated carbon. Soil Sci Soc Am J 64:681–689
Soe KM, Htwe AZ, Moe K, Tomomi A, Yamakawa T (2020) Diversity and effectivity of indigenous Mesorhizobium strains for Chickpea (Cicer arietinum L.) in Myanmar. Agronomy-Basel 10:287
Stegen JC, Lin X, Konopka AE, Fredrickson JK (2012) Stochastic and deterministic assembly processes in subsurface microbial communities. ISME J 6:1653–1664
Stegen JC, Lin X, Fredrickson JK, Chen XY, Kennedy DW, Murray CJ, Rockhold MK, Konopka A (2013) Quantifying community assembly processes and identifying features that impose them. ISME J 7:2069–2079
Stegen JC, Lin X, Fredrickson JK, Konopka AE (2015) Estimating and mapping ecological processes influencing microbial community assembly. Front Microbiol 6:370
Steinkellner S, Langer I (2004) Impact of tillage on the incidence of Fusarium spp. in soil. Plant Soil 267:13–22
Sun M, Ren AX, Gao ZQ, Wang PR, Mo F, Xue LZ, Lei MM (2018) Long-term evaluation of tillage methods in fallow season for soil water storage, wheat yield and water use efficiency in semiarid southeast of the Loess Plateau. Field Crop Res 218:24–32
Tong X, Wang X, He X, Wang Z, Li W (2020) Effects of antibiotics on microbial community structure and microbial functions in constructed wetlands treated with artificial root exudates. Environ Sci- Proc Imp 22:217
Torabian S, Farhangi-Abriz S, Denton MD (2019) Do tillage systems influence nitrogen fixation in legumes? A review. Soil till Res 185:113–121
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
Tyler HL (2019) Bacterial community composition under long-term reduced tillage and no till management. J Appl Microbiol 126:1797–1807
Wang F, Zhou JZ, Sun B (2014) Structure of functional ecological networks of soil microbial communities for nitrogen transformations and their response to cropping in major soils in eastern China. Chin Sci Bull (chin Ver) 59:387–396
Wang ZT, Liu L, Chen Q, Wen XX, Liu Y, Han J, Liao YC (2017) Conservation tillage enhances the stability of the rhizosphere bacterial community responding to plant growth. Agron Sustain Dev 37:44
Wang H, Li X, Li X, Wang J, Li X, Guo Q, Yu Z, Yang T, Zhang H (2020a) Long-term no-tillage and different residue amounts alter soil microbial community composition and increase the risk of maize root rot in northeast China. Soil Till Res 196:104452
Wang ZT, Li T, Li YZ, Zhao DQ, Han J, Liu Y, Liao YC (2020b) Relationship between the microbial community and catabolic diversity in response to conservation tillage. Soil Till Res 196:104431
Wang Y, Liu L, Yang J, Duan Y, Luo Y, Taherzadeh MJ, Li Y, Li H, Awasthi MK, Zhao Z (2020c) The diversity of microbial community and function varied in response to different agricultural residues composting. Sci Total Environ 715:136983
Webb C, Ackerly D, Mcpeek M, Donoghue M (2002) Phylogenies and community ecology. Annu Rev Ecol Syst 33:475–505
Xia X, Zhang P, He L, Gao X, Li W, Zhou Y, Li Z, Li H, Yang L (2019) Effects of tillage managements and maize straw returning on soil microbiome using 16S rDNA sequencing. J Integr Plant Biol 61:765–777
Xiong JB, Wu LY, Tu SX, Van Nostrand JD, He ZL, Zhou JZ, Wang GJ (2010) Microbial communities and functional genes associated with soil arsenic contamination and the rhizosphere of the arsenic-hyperaccumulating plant Pteris vittata L. Appl Environ Microbiol 76:7277–7284
Zaneveld JR, McMinds R, Thurber RV (2017) Stress and stability: applying the Anna Karenina principle to animal microbiomes. Nat Microbiol 2:17121
Zhang B, He H, Ding X, Zhang X, Zhang X, Yang X, Filley TR (2012) Soil microbial community dynamics over a maize (Zea mays) growing season under conventional- and no-tillage practices in a rainfed agroecosystem. Soil till Res 124:153–160
Zhao X, Liu SL, Pu C, Zhang XQ, Xue JF, Ren YX, Zhao XL, Chen F, Lal R, Zhang HL (2017) Crop yields under no-till farming in china: a meta-analysis. Eur J Agron 84:67–75
Zhou JZ, Ning DL (2017) Stochastic community assembly: Does it matter in microbial ecology? Microbiol Mol Biol Rev 81:e00002-17
Zhou JZ, Deng Y, Luo F, He ZL, Yang YF (2011) Phylogenetic molecular ecological network of soil microbial communities in response to elevated CO2. mBio 2:e0012211
Zhou JZ, Deng Y, Zhang P, Xue K, Liang YT, Van Nostrand JD, Yang YF, He ZL, Wu LY, Stahl DA, Hazen TC, Tiedje JM, Arkin AP (2014) Stochasticity, succession, and environmental perturbations in a fluidic ecosystem. Proc Natl Acad Sci USA 111:836–845
Zuber SM, Villamil MB (2016) Meta-analysis approach to assess effect of tillage on microbial biomass and enzyme activities. Soil Boil Biochem 97:176–187
Acknowledgements
This study was financially supported from the Strategic Priority Research Program of the Chinese Academy of Sciences (XDA28080200 and XDA28020201), Key Research Program of Frontier Sciences, Chinese Academy of Sciences (ZDBS-LY DQC017), National Natural Science Foundation of China (42177105), the Grass-field Rotation Scientist Studio of Heilongjiang Province (202004), Innovation Leadership and Team Program in Sciences and Technologies for Young and Middle-aged Scientists of Jilin Province (20200301022RO).
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Supplementary file1 Fig. S1 Mantel test results for the correlation between soil bacterial communities, βNTI and environmental variables in the bulk and rhizosphere soils. The size of the star is proportional to the correlation. TC, TN, TP and TK indicate soil total carbon, total nitrogen, total phosphorus and total potassium, respectively; AP and AK indicate soil available phosphorus and available potassium, respectively; NH4+-N and NO3--N represent ammonium nitrogen and nitrate nitrogen, respectively. Table S1 Effects of different tillage practices on soil chemical properties in the bulk and rhizosphere soils. TC, TN, TP and TK indicate soil total carbon, total nitrogen, total phosphorus and total potassium, respectively; AP and AK indicate soil available phosphorus and available potassium, respectively; NH4+-N and NO3--N represent ammonium nitrogen and nitrate nitrogen, respectively. NT, RT and MP represent no-tillage, ridge tillage and moldboard plow tillage, respectively.Table S2 Relative abundances (%) of the dominant bacterial phyla/classes and genera (mean relative abundance > 0.5% in at least one treatment) in the bulk and rhizosphere soils. Means of 8 replicates are presented (with standard deviation). Different letters indicate significant differences among three tillage treatments at the P < 0.05 level. NT, RT and MP represent no-tillage, ridge tillage and moldboard plow tillage, respectively. Table S3 Results of the NCBI taxonomic classification determined based on the best BLAST hit and its relative abundances (%) of the dominant bacterial OTUs (mean relative abundance > 0.5% in at least one treatment) in the bulk and rhizosphere soils. Means of 8 replicates are presented (with standard deviation). Different letters indicate significant differences among three tillage treatments at the P < 0.05 level. NT, RT and MP represent no-tillage, ridge tillage and moldboard plow tillage, respectively. Table S4 Statistical test of Adonis to analyze the effects of different tillage practices on soil bacterial community composition. Adonis, non-parametric multivariate analysis of variance (MANOVA) with the Adonis function. Values in bold indicate significant correlation (P < 0.05). NT, RT and MP represent no-tillage, ridge tillage and moldboard plow tillage, respectively. Table S5 Envfit table of environmental factors involved in db-RDA in the bulk and rhizosphere soils. TN and TP indicate soil total nitrogen and total phosphorus, respectively; AP and NH4+-N represent soil available phosphorus and ammonium nitrogen, respectively. Values in bold indicate significant correlation (P < 0.05). Table S6 Major topological properties of the network of bacterial communities under different tillage practices in the bulk and rhizosphere soils. NT, RT and MP represent no-tillage, ridge tillage and moldboard plow tillage, respectively. Table S7 Hub nodes of the bacterial network in the bulk and rhizosphere soils under the different tillage practices. The ten hub nodes were selected for each treatment based on the higher degree values. NT, RT and MP represent no-tillage, ridge tillage and moldboard plow tillage, respectively. Table S8 Nodes identified as generalists of the bacterial networks in the bulk and rhizosphere soils under the different tillage practices. The role of individual node was divided into four categories by its within-module connectivity (Zi) and among-module connectivity (Pi), including network hubs (Zi > 2.5, Pi > 0.62), connectors (Zi ≤ 2.5, Pi > 0.62), module hubs (Zi >2.5, Pi ≤ 0.62) and peripherals (Zi ≤ 2.5, Pi ≤ 0.62). The peripheral nodes represent specialists, while the other three represent generalists. NT, RT and MP represent no-tillage, ridge tillage and moldboard plow tillage, respectively (RAR 884 KB)
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Liu, Z., Gu, H., Liang, A. et al. Conservation tillage regulates the assembly, network structure and ecological function of the soil bacterial community in black soils. Plant Soil 472, 207–223 (2022). https://doi.org/10.1007/s11104-021-05219-x
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DOI: https://doi.org/10.1007/s11104-021-05219-x


