Diversity and interactions of rhizobacteria determine multinutrient traits in tomato host plants under nitrogen and water disturbances

Wen-Xuan Shi , Jun-Jie Guo , Xin-Xuan Yu , Zhi-Xing Li , Bo-Yang Weng , Dan-Xia Wang , Shi-Hao Su , Yu-Fei Sun , Jin-Fang Tan , Ruo-Han Xie

Horticulture Research ›› 2025, Vol. 12 ›› Issue (2) : 290

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Horticulture Research ›› 2025, Vol. 12 ›› Issue (2) :290 DOI: 10.1093/hr/uhae290
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Diversity and interactions of rhizobacteria determine multinutrient traits in tomato host plants under nitrogen and water disturbances
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Abstract

Coevolution within the plant holobiont extends the capacity of host plants for nutrient acquisition and stress resistance. However, the role of the rhizospheric microbiota in maintaining multinutrient utilization (i.e. multinutrient traits) in the host remains to be elucidated. Multinutrient cycling index (MNC), analogous to the widely used multifunctionality index, provides a straightforward and interpretable measure of the multinutrient traits in host plants. Using tomato as a model plant, we characterized MNC (based on multiple aboveground nutrient contents) in host plants under different nitrogen and water supply regimes and explored the associations between rhizospheric bacterial community assemblages and host plant multinutrient profiles. Rhizosphere bacterial community diversity, quantitative abundance, predicted function, and key topological features of the co-occurrence network were more sensitive to water supply than to nitrogen supply. A core bacteriome comprising 61 genera, such as Candidatus Koribacter and Streptomyces, persisted across different habitats and served as a key predictor of host plant nutrient uptake. The MNC index increased with greater diversity and higher core taxon abundance in the rhizobacterial community, while decreasing with higher average degree and graph density of rhizobacterial co-occurrence network. Multinutrient absorption by host plants was primarily regulated by community diversity and rhizobacterial network complexity under the interaction of nitrogen and water. The high biodiversity and complex species interactions of the rhizospheric bacteriome play crucial roles in host plant performance. This study supports the development of rhizosphere microbiome engineering, facilitating effective manipulation of the microbiome for enhanced plant benefits, which supports sustainable agricultural practices and plant health.

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Wen-Xuan Shi, Jun-Jie Guo, Xin-Xuan Yu, Zhi-Xing Li, Bo-Yang Weng, Dan-Xia Wang, Shi-Hao Su, Yu-Fei Sun, Jin-Fang Tan, Ruo-Han Xie. Diversity and interactions of rhizobacteria determine multinutrient traits in tomato host plants under nitrogen and water disturbances. Horticulture Research, 2025, 12(2): 290 DOI:10.1093/hr/uhae290

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Acknowledgements

This work was supported by the National Natural Science Foundation of China (32202468, 32372808), the Basic and Applied Basic Research Foundation of Guangdong Province (2021A1515110126, 2023A1515012213), the Shenzhen Science and Technology Program (202206193000001, 20220816113416001, JCYJ20230807111217035) and the Young Elite Scientists Sponsorship Program by CAST (2019QNRC001). We thank Editage for English language editing.

Author contributions

R.X. and J.G. designed the study. W.S. and X.Y. carried out the experiment. X.Y., Z.L., B.W., and D.W. collected data and samples. W.S. wrote the initial draft of the manuscript. J.G., R.X., S.S., Y.S., and J.T. made valuable comments on the manuscript.

Data availability

All the raw sequence data were submitted to the NCBI Sequence Read Archive (SRA) database under accession no. PRJNA1042797.

Conflict of interest statement

The authors declare no competing interests.

Supplementary Data

Supplementary data is available at Horticulture Research online.

References

[1]

Vandenkoornhuyse P, Quaiser A, Duhamel M. et al. The impor-tance of the microbiome of the plant holobiont. New Phytol. 2015;206:1196-206

[2]

Guo J, Ling N, Li Y. et al. Seed-borne, endospheric and rhizo-spheric core microbiota as predictors of plant functional traits across rice cultivars are dominated by deterministic processes. New Phytol. 2021;230:2047-60

[3]

Ling N, Wang T, Kuzyakov Y. Rhizosphere bacteriome structure and functions. Nat Commun. 2022;13:836

[4]

Fitzpatrick CR, Copeland J, Wang PW. et al. Assembly and eco-logical function of the root microbiome across angiosperm plant species. Proc Natl Acad Sci USA. 2018;115:1157-65

[5]

Berendsen RL, Pieterse CM, Bakker PA. The rhizosphere micro-biome and plant health. Trends Plant Sci. 2012;17:478-86

[6]

Feng H, Fu R, Luo J. et al. Listening to plant’s Esperanto via root exudates: reprogramming the functional expression of plant growth-promoting rhizobacteria. New Phytol. 2023;239:2307-19

[7]

Trivedi P, Leach JE, Tringe SG. et al. Plant-microbiome inter-actions: from community assembly to plant health. Nat Rev Microbiol. 2020;18:607-21

[8]

Furey GN, Tilman D. Plant chemical traits define functional and phylogenetic axes of plant biodiversity. Ecol Lett. 2023;26:1394-406

[9]

Gonin M, Salas-González I, Gopaulchan D. et al. Plant microbiota controls an alternative root branching regulatory mechanism in plants. Proc Natl Acad Sci USA. 2023;120:e2301054120

[10]

Khan W, Zhu Y, Khan A. et al. Above-and below-ground feedback loop of maize is jointly enhanced by plant growth-promoting rhizobacteria and arbuscular mycorrhizal fungi in drier soil. Sci Total Environ. 2024;917:170417

[11]

Abrar M, Zhu Y, Maqsood Ur Rehman M. et al. Functionality of arbuscular mycorrhizal fungi varies across different growth stages of maize under drought conditions. Plant Physiol Biochem. 2024;213:108839

[12]

Rehman MMU, Zhu Y, Abrar M. et al. Moisture- and period-dependent interactive effects of plant growth-promoting rhi-zobacteria and AM fungus on water use and yield formation in dryland wheat. Plant Soil. 2022;502:1-17

[13]

Cao T, Luo Y, Shi M. et al. Microbial interactions for nutrient acquisition in soil: miners, scavengers, and carriers. Soil Biol Biochem. 2024;188:109215

[14]

Zheng W, Zhao Z, Gong Q. et al. Effects of cover crop in an apple orchard on microbial community composition, networks, and potential genes involved with degradation of crop residues in soil. Biol Fertil Soils. 2018;54:743-59

[15]

Ribbons RR, Levy-Booth DJ, Masse J. et al. Linking microbial com-munities, functional genes and nitrogen-cycling processes in forest floors under four tree species. Soil Biol Biochem. 2016;103:181-91

[16]

Castellano-Hinojosa A, Albrecht U, Strauss SL. Interactions between rootstocks and compost influence the active rhizo-sphere bacterial communities in citrus. Microbiome. 2023;11:79

[17]

Raza S, Miao N, Wang P. et al. Dramatic loss of inorganic carbon by nitrogen-induced soil acidification in Chinese croplands. Glob Chang Biol. 2020;26:3738-51

[18]

Luo Y, Cadotte MW, Liu J. et al. Multitrophic diversity and biotic associations influence subalpine forest ecosystem multifunc-tionality. Ecology. 2022;103:e3745

[19]

Jiao S, Xu Y, Zhang J. et al. Core microbiota in agricultural soils and their potential associations with nutrient cycling. mSystems. 2019;4:e00313-8

[20]

Schuldt A, Assmann T, Brezzi M. et al. Biodiversity across trophic levels drives multifunctionality in highly diverse forests. Nat Commun. 2018;9:2989

[21]

Yu P, He X, Baer M. et al. Plant flavones enrich rhizosphere Oxalobacteraceae to improve maize performance under nitro-gen deprivation. Nat Plants. 2021;7:481-99

[22]

Jiao S, Lu Y, Wei G. Soil multitrophic network complexity enhances the link between biodiversity and multifunctionality in agricultural systems. Glob Chang Biol. 2022;28:140-53

[23]

Yang Y, Chai Y, Xie H. et al. Responses of soil microbial diversity, network complexity and multifunctionality to three land-use changes. Sci Total Envir. 2023;859:160255

[24]

Feng J, Ma H, Wang C. et al. Water rather than nitrogen availabil-ity predominantly modulates soil microbial beta-diversity and co-occurrence networks in a secondary forest. Sci Total Environ. 2024;907:167996

[25]

Sun Y, Guo J, Alejandro Jose Mur L. et al. Nitrogen star-vation modulates the sensitivity of rhizobacterial commu-nity to drought stress in Stevia rebaudiana. J Environ Manag. 2024;354:120486

[26]

Li Y, Ma J, Yu Y. et al. Effects of multiple global change factors on soil microbial richness, diversity and functional gene abun-dances: a meta-analysis. Sci Total Environ. 2022;815:152737

[27]

Zhou Z, Wang C, Luo Y. Meta-analysis of the impacts of global change factors on soil microbial diversity and functionality. Nat Commun. 2020;11:3072

[28]

Hewins DB, Broadbent T, Carlyle CN. et al.Extracellular enzyme activity response to defoliation and water addition in two ecosites of the mixed grass prairie. Agric Ecosyst Environ. 2016;230:79-86

[29]

RenC, ChenJ, LuX. et al. Responses of soil total microbial biomass and community compositions to rainfall reductions. Soil Biol Biochem. 2018;116:4-10

[30]

Möhl P, Vorkauf M, Kahmen A. et al. Recurrent summer drought affects biomass production and community composition inde-pendently of snowmelt manipulation in alpine grassland. JEcol. 2023;111:2357-75

[31]

Yu, Cheng L, Liu Q. et al. Effects of waterlogging on soybean rhizosphere bacterial community using V4, LoopSeq and PacBio 16S rRNA sequence. Microbiol Spectr. 2022;10:e02011-21

[32]

Kuypers MMM, Marchant HK, Kartal B. The microbial nitrogen-cycling network. Nat Rev Microbiol. 2018;16:263-76

[33]

Chen J, Cordero I, Moorhead DL. et al. Trade-off between micro-bial carbon use efficiency and specific nutrient-acquiring extra-cellular enzyme activities under reduced oxygen. Soil Ecol Lett. 2022;5:220157

[34]

Nguyen LTT, Osanai Y, Lai K. et al. Responses of the soil microbial community to nitrogen fertilizer regimes and historical expo-sure to extreme weather events: flooding or prolonged-drought. Soil Biol Biochem. 2018;118:227-36

[35]

Liu Y, Delgado-Baquerizo M, Wang JT. et al. New insights into the role of microbial community composition in driving soil respiration rates. Soil Biol Biochem. 2018;118:35-41

[36]

SunM LiM, ZhouY. et al. Nitrogen deposition enhances the deterministic process of the prokaryotic community and increases the complexity of the microbial co-network in coastal wetlands. Sci Total Environ. 2023;856:158939

[37]

Yang Y, Li T, Wang Y. et al. Negative effects of multiple global change factors on soil microbial diversity. Soil Biol Biochem. 2021;156:108229

[38]

Lundberg DS, Teixeira P. Root-exuded coumarin shapes the root microbiome. Proc Natl Acad Sci USA. 2018;115:5629-31

[39]

Li Z, Tian D, Wang B. et al. Microbes drive global soil nitro-gen mineralization and availability. Glob Chang Biol. 2019;25:1078-88

[40]

WangJ, XueC, SongY. et al. Wheat and rice growth stages and fertilization regimes alter soil bacterial community structure, but not diversity. Front Microbiol. 2016;7:1207

[41]

Li H, Wang H, Jia B. et al. Irrigation has a higher impact on soil bacterial abundance, diversity and composition than nitrogen fertilization. Sci Rep. 2021;11:16901

[42]

Williams A, de Vries FT. Plant root exudation under drought: implications for ecosystem functioning. New Phytol. 2020;225:1899-905

[43]

Yeoh YK, Paungfoo-Lonhienne C, Dennis PG. et al. The core root microbiome of sugarcanes cultivated under varying nitrogen fertilizer application. Environ Microbiol. 2016;18:1338-51

[44]

Zancarini A, Mougel C, Voisin AS. et al. Soil nitrogen availability and plant genotype modify the nutrition strategies of M. truncat-ula and the associated rhizosphere microbial communities. PLoS One. 2012;7:e47096

[45]

Zhang Z, Tariq A, Zeng F. et al. Nitrogen and water addition reg-ulate fungal community and microbial co-occurrence network complexity in the rhizosphere of Alhagi sparsifolia seedlings. Appl Soil Ecol. 2021;164:103940

[46]

Berry D, Widder S. Deciphering microbial interactions and detecting keystone species with co-occurrence networks. Front Microbiol. 2014;5:219

[47]

Guo J, Ning H, Li Y. et al. Assemblages of rhizospheric and root endospheric mycobiota and their ecological associations with functional traits of rice. MBio. 2024;15:1-17

[48]

Guo J, Ling N, Chen Z. et al. Soil fungal assemblage complexity is dependent on soil fertility and dominated by deterministic processes. New Phytol. 2020;226:232-43

[49]

Morrien E, Hannula SE, Snoek LB. et al. Soil networks become more connected and take up more carbon as nature restoration progresses. Nat Commun. 2017;8:14349

[50]

Huang R, McGrath SP, Hirsch PR. et al. Plant-microbe networks in soil are weakened by century-long use of inorganic fertilizers. Microb Biotechnol. 2019;12:1464-75

[51]

Wang W, Li MY, Zhu SG. et al. Plant facilitation improves carbon production efficiency while reducing nitrogen input in semiarid agroecosystem. Catena. 2023;230:107247

[52]

Nielsen KE, Irizar A, Nielsen LP. et al. In situ measurements reveal extremely low pH in soil. Soil Biol Biochem. 2017;115:63-5

[53]

Chandran H, Meena M, Swapnil P. Plant growth-promoting rhi-zobacteria as a green alternative for sustainable agriculture. Sustain For. 2021;13:10986

[54]

Kalam S, Basu A, Ahmad I. et al. Recent understanding of soil acidobacteria and their ecological significance: a critical review. Front Microbiol. 2020;11:580024

[55]

Poudel R, Jumpponen A, Schlatter DC. et al. Microbiome net-works: a systems framework for identifying candidate microbial assemblages for disease management. Phytopathology. 2016;106:1083-96

[56]

Tilman D, Isbell F, Cowles JM. Biodiversity and ecosystem func-tioning. Annu Rev Ecol Evol Syst. 2014;45:471-93

[57]

Thompson AA, Williams MA, Peck GM. Compost and Geneva® series rootstocks increase young ‘Gala’ apple tree growth and change root-zone microbial communities. Sci Hortic. 2019;256:108573

[58]

Maynard DS, Crowther TW, Bradford MA. Competitive network determines the direction of the diversity-function relationship. Proc Natl Acad Sci USA. 2017;114:11464-9

[59]

de Menezes AB, Richardson AE, Thrall PH. Linking fungal-bacterial co-occurrences to soil ecosystem function. Curr Opin Microbiol. 2017;37:135-41

[60]

Tu Q, Yan Q, Deng Y. et al. Biogeographic patterns of microbial co-occurrence ecological networks in six American forests. Soil Biol Biochem. 2020;148:107897

[61]

Xue P, Minasny B, McBratney AB. Land-use affects soil microbial co-occurrence networks and their putative functions. Appl Soil Ecol. 2022;169:104184

[62]

Yuan MM, Guo X, Wu L. et al. Climate warming enhances micro-bial network complexity and stability. Nat Clim Chang. 2021;11:343-8

[63]

Delgado-Baquerizo M, Reich PB, Trivedi C. et al. Multiple ele-ments of soil biodiversity drive ecosystem functions across biomes. Nat Ecol Evol. 2020;4:210-20

[64]

Li J, Huang X, Li S. et al. Microbial network complexity and diversity together drive the soil ecosystem multifunctionality of forests during different woodland use intensity in dry and wet season. For Ecol Manag. 2023;542:121086

[65]

Li S, Huang X, Lang X. et al. Cumulative effects of multiple biodiversity attributes and abiotic factors on ecosystem multi-functionality in the Jinsha River valley of southwestern China. For Ecol Manag. 2020;472:118281

[66]

Zheng Q, Hu Y, Zhang S. et al. Soil multifunctionality is affected by the soil environment and by microbial community composi-tion and diversity. Soil Biol Biochem. 2019;136:107521

[67]

Zhai C, Han L, Xiong C. et al. Soil microbial diversity and network complexity drive the ecosystem multifunctionality of temper-ate grasslands under changing precipitation. Sci Total Environ. 2024;906:167217

[68]

Jiang P, Zhou Y, Yang K. et al. Biodiversity and network complex-ity of rhizosphere soil microbiomes regulate the differentiation of Capsicum growth strategies. Plant Soil. 2024;23:1-19

[69]

Yu X, Polz MF, Alm EJ. Interactions in self-assembled microbial communities saturate with diversity. ISME J. 2019;13:1602-17

[70]

Wagg C, Schlaeppi K, Banerjee S. et al. Fungal-bacterial diversity and microbiome complexity predict ecosystem functioning. Nat Commun. 2019;10:4841

[71]

Deveau A, Bonito G, Uehling J. et al. Bacterial-fungal interac-tions: ecology, mechanisms and challenges. FEMS Microbiol Rev. 2018;42:335-52

[72]

Qiu L, Zhang Q, Zhu H. et al. Erosion reduces soil microbial diversity, network complexity and multifunctionality. ISME J. 2021;15:2474-89

[73]

Rodriguez PA, Rothballer M, Chowdhury SP. et al. Systems biology of plant-microbiome interactions. Mol Plant. 2019;12:804-21

[74]

Hernandez DJ, David AS, Menges ES. et al. Environmental stress destabilizes microbial networks. ISME J. 2021;15:1722-34

[75]

Nishida H, Suzaki T. Nitrate-mediated control of root nodule symbiosis. Curr Opin Plant Biol. 2018;44:129-36

[76]

Zgadzaj, Garrido-Oter R, Jensen DB. et al.Root nodule symbiosis in Lotus japonicus drives the establishment of distinctive rhizo-sphere, root, and nodule bacterial communities. Proc Natl Acad Sci USA. 2016;113:7996-8005

[77]

Zhang Y, Yu S, Li Z. et al. Effects of excessive nitrogen fertilizer and soil moisture deficiency on antioxidant enzyme system and osmotic adjustment in tomato seedlings. Int J Agric Biol Eng. 2022;15:127-34

[78]

Santos-Medellin C, Edwards J, Liechty Z. et al. Drought stress results in a compartment-specific restructuring of the rice root-associated microbiomes. MBio. 2017;8:e00764-17

[79]

Edwards J, Johnson C, Santos-Medellín C. et al. Structure, varia-tion, and assembly of the root-associated microbiomes of rice. Proc Natl Acad Sci USA. 2015;112:911-20

[80]

Cai F, Pang G, Li RX. et al. Bioorganic fertilizer maintains a more stable soil microbiome than chemical fertilizer for monocrop-ping. Biol Fertil Soils. 2017;53:861-72

[81]

Sun Y, Guo J, Ruan Y. et al. The recruitment of specific rhizospheric bacteria facilitates Stevia rebaudiana salvation under nitrogen and/or water deficit stresses. Ind Crop Prod. 2022;187:115434

[82]

Callahan BJ, McMurdie PJ, Rosen MJ. et al. DADA2: high-resolution sample inference from Illumina amplicon data. Nat Methods. 2016;13:581-3

[83]

Cole JR, Wang Q, Fish JA. et al. Ribosomal Database Project: data and tools for high throughput rRNA analysis. Nucleic Acids Res. 2014;42:D633-42

[84]

Sansupa C, Wahdan SFM, Hossen S. et al. Can we use functional annotation of prokaryotic taxa (FAPROTAX) to assign the ecolog-ical functions of soil bacteria? Appl Sci. 2021;11:688

[85]

Langfelder P, Horvath S. Fast R functions for robust correlations and hierarchical clustering. J Stat Softw. 2012;46:1-17

[86]

Ma B, Wang H, Dsouza M. et al. Geographic patterns of co-occurrence network topological features for soil microbiota at continental scale in eastern China. ISME J. 2016;10:1891-901

[87]

Wu H, Gao T, Hu A. et al. Network complexity and stability of microbes enhanced by microplastic diversity. Environ Sci Technol. 2024;58:4334-45

[88]

Jiao S, Qi J, Jin C. et al. Core phylotypes enhance the resis-tance of soil microbiome to environmental changes to maintain multifunctionality in agricultural ecosystems. Glob Chang Biol. 2022;28:6653-64

[89]

Jiao S, Chen W, Wang J. et al. Soil microbiomes with distinct assemblies through vertical soil profiles drive the cycling of mul-tiple nutrients in reforested ecosystems. Microbiome. 2018;6:146

[90]

Jiao S, Yang Y, Xu Y. et al. Balance between community assem-bly processes mediates species coexistence in agricultural soil microbiomes across eastern China. ISME J. 2020;14:202-16

[91]

Lefcheck JS. PIECEWISESEM: piecewise structural equation mod-elling in R for ecology, evolution, and systematics. Methods Ecol Evol. 2016;7:573-9

[92]

Tian P, Liu S, Zhao X. et al. Past climate conditions predict the influence of nitrogen enrichment on the temperature sensitivity of soil respiration. Commun Earth Environ. 2021;2:251

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