Bacterial social interactions in synthetic Bacillus consortia enhance plant growth

Yan Liu , Baolei Jia , Yi Ren , Weibing Xun , Polonca Stefanic , Tianjie Yang , Youzhi Miao , Nan Zhang , Yanlai Yao , Ruifu Zhang , Zhihui Xu , Qirong Shen , Ines Mandic-Mulec

iMeta ›› 2025, Vol. 4 ›› Issue (4) : e70053

PDF
iMeta ›› 2025, Vol. 4 ›› Issue (4) :e70053 DOI: 10.1002/imt2.70053
RESEARCH ARTICLE
Bacterial social interactions in synthetic Bacillus consortia enhance plant growth
Author information +
History +
PDF

Abstract

Plant growth-promoting rhizobacteria (PGPR) represent a sustainable method to improve crop productivity. Synthetic microbial consortia have emerged as a powerful tool for engineering rhizosphere microbiomes. However, designing functionally stable consortia remains challenging due to an insufficient understanding of bacterial social interactions. In this study, we investigated the effects of Bacillus velezensis SQR9 (i.e., a commercially important PGPR) on social interactions within the rhizosphere community, particularly among Bacillus species. SQR9 inoculation significantly enhanced cucumber plant growth and altered the structure of rhizosphere Bacillus and its related bacterial communities. The results of swarm boundary and carbon utilization assays, revealed that phylogenetically closer Bacillus strains exhibited increased social cooperation and increased metabolic niche overlap. Building on these social interactions, we designed 30 consortia comprising both highly related (HR) and moderately related (MR) types across four richness levels (1, 2, 3, and 4 strains), with MR consortia demonstrating superior PGP effects through enhanced plant growth, root colonization, indole-3-acetic acid production, and siderophore production, than the HR consortia. Expanding these findings to 300 consortia across four richness levels (1, 2, 4, and 8 strains) confirmed enhanced PGP effects in MR consortia with increasing richness. These findings highlight the importance of bacterial interactions and phylogenetic relationships in shaping rhizosphere communities and designing synthetic microbial consortia. Specifically, this study provides a framework for assembling Bacillus consortia that enhance cooperation, which would aid in improving their stability and effectiveness in agricultural applications.

Keywords

Bacillus velezensis SQR9 / colonization / gyrA / PGPR / social interaction / swarm encounter assay / synthetic Bacillus consortia

Cite this article

Download citation ▾
Yan Liu, Baolei Jia, Yi Ren, Weibing Xun, Polonca Stefanic, Tianjie Yang, Youzhi Miao, Nan Zhang, Yanlai Yao, Ruifu Zhang, Zhihui Xu, Qirong Shen, Ines Mandic-Mulec. Bacterial social interactions in synthetic Bacillus consortia enhance plant growth. iMeta, 2025, 4(4): e70053 DOI:10.1002/imt2.70053

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Trivedi, Pankaj, Jan E. Leach, Susannah G. Tringe, Tongmin Sa, and Brajesh K. Singh. 2020. “Plant-Microbiome Interactions: From Community Assembly to Plant Health.” Nature Reviews Microbiology 18(11): 607-621. https://doi.org/10.1038/s41579-020-0412-1

[2]

Finkel, Omri M., Isai Salas-González, Gabriel Castrillo, Jonathan M. Conway, Theresa F. Law, Paulo José Pereira Lima Teixeira, Ellie D. Wilson, et al. 2020. “A Single Bacterial Genus Maintains Root Growth in a Complex Microbiome.” Nature 587(7832): 103-108. https://doi.org/10.1038/s41586-020-2778-7

[3]

Cordovez, Viviane, Francisco Dini-Andreote, Víctor J. Carrión, and Jos M. Raaijmakers. 2019. “Ecology and Evolution of Plant Microbiomes.” Annual Review of Microbiology 73(1): 69-88. https://doi.org/10.1146/annurev-micro-090817-062524

[4]

De Vries, Franciska T., Rob I. Griffiths, Christopher G. Knight, Oceane Nicolitch, and Alex Williams. 2020. “Harnessing Rhizosphere Microbiomes for Drought-Resilient Crop Production.” Science 368(6488): 270-274. https://doi.org/10.1126/science.aaz5192

[5]

Finkel, Omri M., Gabriel Castrillo, Sur Herrera Paredes, Isai Salas González, and Jeffery L. Dangl. 2017. “Understanding and Exploiting Plant Beneficial Microbes.” Current Opinion in Plant Biology 38: 155-163. https://doi.org/10.1016/j.pbi.2017.04.018

[6]

Koprivova, Anna, Stefan Schuck, Richard P. Jacoby, Irene Klinkhammer, Bastian Welter, Lisa Leson, Anna Martyn, et al. 2019. “Root-Specific Camalexin Biosynthesis Controls the Plant Growth-Promoting Effects of Multiple Bacterial Strains.” Proceedings of the National Academy of Sciences 116(31): 15735-15744. https://doi.org/10.1073/pnas.1818604116

[7]

Kwak, Min-Jung, Hyun Gi Kong, Kihyuck Choi, Soon-Kyeong Kwon, Ju Yeon Song, Jidam Lee, Pyeong An Lee, et al. 2018. “Rhizosphere Microbiome Structure Alters to Enable Wilt Resistance in Tomato.” Nature Biotechnology 36(11): 1100-1109. https://doi.org/10.1038/nbt.4232

[8]

Berg, Gabriele, Peter Kusstatscher, Ahmed Abdelfattah, Tomislav Cernava, and Kornelia Smalla. 2021. “Microbiome Modulation-Toward a Better Understanding of Plant Microbiome Response to Microbial Inoculants.” Frontiers in Microbiology 12: 650610. https://doi.org/10.3389/fmicb.2021.650610

[9]

Erlacher, Armin, Massimiliano Cardinale, Rita Grosch, Martin Grube, and Gabriele Berg. 2014. “The Impact of the Pathogen Rhizoctonia solani and Its Beneficial Counterpart Bacillus amyloliquefaciens on the Indigenous Lettuce Microbiome.” Frontiers in Microbiology 5: 175. https://doi.org/10.3389/fmicb.2014.00175

[10]

Johns, Nathan I., Tomasz Blazejewski, Antonio L. C. Gomes, and Harris H. Wang. 2016. “Principles for Designing Synthetic Microbial Communities.” Current Opinion in Microbiology 31: 146-153. https://doi.org/10.1016/j.mib.2016.03.010

[11]

Stenuit, Ben, and Spiros N. Agathos. 2015. “Deciphering Microbial Community Robustness Through Synthetic Ecology and Molecular Systems Synecology.” Current Opinion in Biotechnology 33(1): 305-317. https://doi.org/10.1016/j.copbio.2015.03.012

[12]

Hu, Jie, Zhong Wei, Ville Petri Friman, Shao Hua Gu, Xiao Fang Wang, Nico Eisenhauer, Tian Jie Yang, et al. 2016. “Probiotic Diversity Enhances Rhizosphere Microbiome Function and Plant Disease Suppression.” MBio 7(6): 10-1128. https://doi.org/10.1128/mBio.01790-16

[13]

Li, Yanjun, Ruirui Li, Ran Liu, Junhao Shi, Xiaofan Qiu, Jianfeng Lei, Xu Zhao, et al. 2025. “A Simplified SynCom Based on Core-Helper Strain Interactions Enhances Symbiotic Nitrogen Fixation in Soybean.” Journal of Integrative Plant Biology 1-17. https://doi.org/10.1111/jipb.13881

[14]

Li, Mei, Jie Hu, Zhong Wei, Alexandre Jousset, Thomas Pommier, Xiangyang Yu, Yangchun Xu, and Qirong Shen. 2024. “Synthetic Microbial Communities: Sandbox and Blueprint for Soil Health Enhancement.” iMeta 3(1): e172. https://doi.org/10.1002/imt2.172

[15]

Sun, Xinli, Zhihui Xu, Jiyu Xie, Viktor Hesselberg-Thomsen, Taimeng Tan, Daoyue Zheng, Mikael L. Strube, et al. 2022. “Bacillus velezensis Stimulates Resident Rhizosphere Pseudomonas stutzeri for Plant Health Through Metabolic Interactions.” The ISME Journal 16(3): 774-787. https://doi.org/10.1038/s41396-021-01125-3

[16]

Wall, Daniel. 2016. “Kin Recognition in Bacteria.” Annual Review of Microbiology 70: 143-160. https://doi.org/10.1146/annurev-micro-102215-095325

[17]

Strassmann, Joan E., Owen M. Gilbert, and David C. Queller. 2011. “Kin Discrimination and Cooperation in Microbes.” Annual Review of Microbiology 65(1): 349-367. https://doi.org/10.1146/annurev.micro.112408.134109

[18]

Hibbing, Michael E., Clay Fuqua, Matthew R. Parsek, and S. Brook Peterson. 2010. “Bacterial Competition: Surviving and Thriving in the Microbial Jungle.” Nature Reviews Microbiology 8(1): 15-25. https://doi.org/10.1038/nrmicro2259

[19]

Mitri, Sara, and Kevin Richard Foster. 2013. “The Genotypic View of Social Interactions in Microbial Communities.” Annual Review of Genetics 47(1): 247-273. https://doi.org/10.1146/annurev-genet-111212-133307

[20]

Granato, Elisa T., Thomas A. Meiller-Legrand, and Kevin R. Foster. 2019. “The Evolution and Ecology of Bacterial Warfare.” Current Biology 29(11): R521-R537. https://doi.org/10.1016/j.cub.2019.04.024

[21]

Venturelli, Ophelia S., Alex V. Carr, Garth Fisher, Ryan H. Hsu, Rebecca Lau, Benjamin P. Bowen, Susan Hromada, Trent Northen, and Adam P. Arkin. 2018. “Deciphering Microbial Interactions in Synthetic Human Gut Microbiome Communities.” Molecular Systems Biology 14(6), e8157. https://doi.org/10.15252/msb.20178157

[22]

Hutchinson, G. E. 1957. “Concluding Remarks.” Cold Spring Harbor Symposia on Quantitative Biology 22: 415-427. https://doi.org/10.1101/SQB.1957.022.01.039

[23]

Hutchinson, G. E. 1978. An Introduction to Population Biology. Yale University Press.

[24]

Levin, Simon A., and R. Carpenter Stephen. 2009. The Princeton Guide to Ecology. Princeton University Press

[25]

Hardin, Garrett. 1960. “The Competitive Exclusion Principle: An Idea That Took a Century to be Born Has Implications in Ecology, Economics, and Genetics.” Science 131(3409): 1292-1297. https://doi.org/10.1126/science.131.3409.1292

[26]

Oña, Leonardo, Samir Giri, Neele Avermann, Maximilian Kreienbaum, Kai M. Thormann, and Christian Kost. 2020. “Obligate Cross-Feeding Expands the Metabolic Niche of Bacteria.” Nature Ecology & Evolution 5: 1224-1232. https://doi.org/10.1101/2020.11.04.368415

[27]

Bruno, John F., John J. Stachowicz, and Mark D. Bertness. 2003. “Inclusion of Facilitation Into Ecological Theory.” Trends in Ecology & Evolution 18(3): 119-125. https://doi.org/10.1016/S0169-5347(02)00045-9

[28]

Stefanic, Polonca. 2020. “Environment Shapes the Intra-Species Diversity of Bacillus subtilis Isolates.” Microbial Ecology 4(2020): 853-864. https://doi.org/10.1007/s00248-019-01455-y

[29]

Liu, Yang, Qiliang Lai, Juan Du, and Zongze Shao. 2017. “Genetic Diversity and Population Structure of the Bacillus cereus Group Bacteria From Diverse Marine Environments.” Scientific Reports 7(1): 689. https://doi.org/10.1038/s41598-017-00817-1

[30]

Liu, Guo Hong, Ding Qi Liu, Pandeng Wang, Qian Qian Chen, Jian Mei Che, Jie Ping Wang, Wen-Jun Li, and Shun-Gui Zhou. 2022. “Temperature Drives the Assembly of Bacillus Community in Mangrove Ecosystem.” Science of the Total Environment 846: 157496. https://doi.org/10.1016/j.scitotenv.2022.157496

[31]

Qian, Jinyi, Yuzhou Wang, Zijian Hu, Tianqiong Shi, Yuetong Wang, Chao Ye, and He Huang. 2023. “Bacillus sp. as a Microbial Cell Factory: Advancements and Future Prospects.” Biotechnology Advances 69: 108278. https://doi.org/10.1016/j.biotechadv.2023.108278

[32]

Xia, Liming, Youzhi Miao, A'li Cao, Yan Liu, Zihao Liu, Xinli Sun, Yansheng Xue, et al. 2022. “Biosynthetic Gene Cluster Profiling Predicts the Positive Association Between Antagonism and Phylogeny in Bacillus.” Nature Communications 13(1): 1023. https://doi.org/10.1038/s41467-022-28668-z

[33]

Tasaki, Sohei, Madoka Nakayama, and Wataru Shoji. 2017. “Morphologies of Bacillus subtilis Communities Responding to Environmental Variation.” Development, Growth & Differentiation 59(5): 369-378. https://doi.org/10.1111/dgd.12383

[34]

Chen, Xiaoli, Miaoxiao Wang, Laipeng Luo, Xiaonan Liu, Liyun An, Yong Nie, and Xiao Lei Wu. 2024. “The Evolution of Autonomy From Two Cooperative Specialists in Fluctuating Environments.” Proceedings of the National Academy of Sciences of the United States of America 121(35), e2317182121. https://doi.org/10.1073/pnas.2317182121

[35]

Stefanic, Polonca, Barbara Kraigher, Nicholas Anthony Lyons, Roberto Kolter, and Ines Mandic-Mulec. 2015. “Kin Discrimination Between Sympatric Bacillus subtilis Isolates.” Proceedings of the National Academy of Sciences of the United States of America 112(45): 14042-14047. https://doi.org/10.1073/pnas.1512671112

[36]

Arnaouteli, Sofia, Natalie C. Bamford, Nicola R. Stanley-Wall, and Ákos T. Kovács. 2021. “Bacillus subtilis Biofilm Formation and Social Interactions.” Nature Reviews Microbiology 19(9): 600-614. https://doi.org/10.1038/s41579-021-00540-9

[37]

Kalamara, Margarita, Mihael Spacapan, Ines Mandic-Mulec, and Nicola R. Stanley-Wall. 2018. “Social Behaviours by Bacillus subtilis: Quorum Sensing, Kin Discrimination and Beyond.” Molecular Microbiology 110(6): 863-878. https://doi.org/10.1111/mmi.14127

[38]

Lyons, Nicholas A., and Roberto Kolter. 2017. “Bacillus subtilis Protects Public Goods by Extending Kin Discrimination to Closely Related Species.” MBio 8(4): 10-1728. https://doi.org/10.1128/mBio.00723-17

[39]

Kraigher, Barbara, Monika Butolen, Polonca Stefanic, and Ines Mandic Mulec. 2022. “Kin Discrimination Drives Territorial Exclusion During Bacillus subtilis Swarming and Restrains Exploitation of Surfactin.” The ISME Journal 16(3): 833-841. https://doi.org/10.1038/s41396-021-01124-4

[40]

Stefanic, Polonca, Katarina Belcijan, Barbara Kraigher, Rok Kostanjšek, Joseph Nesme, Jonas Stenløkke Madsen, Jasna Kovac, et al. 2021. “Kin Discrimination Promotes Horizontal Gene Transfer Between Unrelated Strains in Bacillus subtilis.” Nature Communications 12(1): 3457. https://doi.org/10.1038/s41467-021-23685-w

[41]

Lyons, Nicholas A., Barbara Kraigher, Polonca Stefanic, Ines Mandic-Mulec, and Roberto Kolter. 2016. “A Combinatorial Kin Discrimination System in Bacillus subtilis.” Current Biology 26(6): 733-742. https://doi.org/10.1016/j.cub.2016.01.032

[42]

Kodera, Sho M., Promi Das, Jack A. Gilbert, and Holly L. Lutz. 2022. “Conceptual Strategies for Characterizing Interactions in Microbial Communities.” iScience 25(2): 103775. https://doi.org/10.1016/j.isci.2022.103775

[43]

Shao, Jiahui, Zhihui Xu, Nan Zhang, Qirong Shen, and Ruifu Zhang. 2015. “Contribution of Indole-3-Acetic Acid in the Plant Growth Promotion by the Rhizospheric Strain Bacillus amyloliquefaciens SQR9.” Biology and Fertility of Soils 51: 321-330. https://doi.org/10.1007/s00374-014-0978-8

[44]

Qiu, Meihua, Ruifu Zhang, Chao Xue, Shusheng Zhang, Shuqing Li, Nan Zhang, and Qirong Shen. 2012. “Application of Bio-Organic Fertilizer Can Control Fusarium Wilt of Cucumber Plants by Regulating Microbial Community of Rhizosphere Soil.” Biology and Fertility of Soils 48: 807-816. https://doi.org/10.1007/s00374-012-0675-4

[45]

Bolješić, Maja, Barbara Kraigher, Iztok Dogsa, Barbara Jerič Kokelj, and Ines Mandic-Mulec. 2022. “Kin Discrimination Modifies Strain Distribution, Spatial Segregation, and Incorporation of Extracellular Matrix Polysaccharide Mutants of Bacillus subtilis Strains Into Mixed Floating Biofilms.” Applied and Environmental Microbiology 88(18): e00871-22. https://doi.org/10.1128/aem.00871-22

[46]

Liu, Yan, Polonca Štefanič, Youzhi Miao, Yansheng Xue, Weibing Xun, Nan Zhang, Qirong Shen, et al. 2022. “Housekeeping Gene gyrA, a Potential Molecular Marker for Bacillus Ecology Study.” AMB Express 12(1): 133. https://doi.org/10.1186/s13568-022-01477-9

[47]

Liu, Yan, Aiqin Shi, Yue Chen, Zhihui Xu, Yongxin Liu, Yanlai Yao, Yiming Wang, and Baolei Jia. 2024. “Beneficial Microorganisms: Regulating Growth and Defense for Plant Welfare.” Plant Biotechnology Journal 23(3): 986-998. https://doi.org/10.1111/pbi.14554

[48]

He, Shidong, Lingli Li, Minghao Lv, Rongxin Wang, Lujun Wang, Shaowei Yu, Zheng Gao, and Xiang Li. 2024. “PGPR: Key to Enhancing Crop Productivity and Achieving Sustainable Agriculture.” Current Microbiology 81(11): 377. https://doi.org/10.1007/s00284-024-03893-5

[49]

Philippot, Laurent, Jos M. Raaijmakers, Philippe Lemanceau, and Wim H. Van Der Putten. 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

[50]

Beauregard, Pascale B., Yunrong Chai, Hera Vlamakis, Richard Losick, and Roberto Kolter. 2013. “Bacillus subtilis Biofilm Induction by Plant Polysaccharides.” Proceedings of the National Academy of Sciences of the United States of America 110(17): E1621-E1630. https://doi.org/10.1073/pnas.1218984110

[51]

Santoyo, Gustavo, Ma. del Carmen Orozco-Mosqueda, and M. Govindappa. 2012. “Mechanisms of Biocontrol and Plant Growth-Promoting Activity in Soil Bacterial Species of Bacillus and Pseudomonas: A Review.” Biocontrol Science and Technology 22(8): 855-872. https://doi.org/10.1080/09583157.2012.694413

[52]

Correa, Olga S., Marcela S. Montecchia, María F. Berti, María C. Fernández Ferrari, Norma L. Pucheu, Norma L. Kerber, and Augusto F. García. 2009. “Bacillus amyloliquefaciens BNM122, a Potential Microbial Biocontrol Agent Applied on Soybean Seeds, Causes a Minor Impact on Rhizosphere and Soil Microbial Communities.” Applied Soil Ecology 41(2): 185-194. https://doi.org/10.1016/j.apsoil.2008.10.007

[53]

Kröber, Magdalena, Daniel Wibberg, Rita Grosch, Felix Eikmeyer, Bart Verwaaijen, Soumitra P. Chowdhury, et al. 2014. “Effect of the Strain Bacillus amyloliquefaciens FZB42 on the Microbial Community in the Rhizosphere of Lettuce Under Field Conditions Analyzed by Whole Metagenome Sequencing.” Frontiers in Microbiology 5(5): 252. https://doi.org/10.3389/fmicb.2014.00252

[54]

Chowdhury, Soumitra Paul, Kristin Dietel, Manuela Rändler, Michael Schmid, Helmut Junge, Rainer Borriss, Anton Hartmann, and Rita Grosch. 2013. “Effects of Bacillus amyloliquefaciens FZB42 on Lettuce Growth and Health under Pathogen Pressure and Its Impact on the Rhizosphere Bacterial Community.” PLoS One 8(7): e68818. https://doi.org/10.1371/journal.pone.0068818

[55]

Chepsergon, Jane, and Lucy N. Moleleki. 2023. “Rhizosphere Bacterial Interactions and Impact on Plant Health.” Current Opinion in Microbiology 73: 102297. https://doi.org/10.1016/j.mib.2023.102297

[56]

Berendsen, Roeland L., Corné M. J. Pieterse, and Peter A. H. M. Bakker. 2012. “The Rhizosphere Microbiome and Plant Health.” Trends in Plant Science 17(8): 478-486. https://doi.org/10.1016/j.tplants.2012.04.001

[57]

Wang, Dandan, Zhihui Xu, Guishan Zhang, Liming Xia, Xiaoyan Dong, Qing Li, Mark R. Liles, et al. 2019. “A Genomic Island in a Plant Beneficial Rhizobacterium Encodes Novel Antimicrobial Fatty Acids and a Self-Protection Shield to Enhance Its Competition.” Environmental Microbiology 21(9): 3455-3471. https://doi.org/10.1111/1462-2920.14683

[58]

Scholz, Romy, Joachim Vater, Anto Budiharjo, Zhiyuan Wang, Yueqiu He, Kristin Dietel, Torsten Schwecke, et al. 2014. “Amylocyclicin, a Novel Circular Bacteriocin Produced by Bacillus amyloliquefaciens FZB42.” Journal of Bacteriology 196(10): 1842-1852. https://doi.org/10.1128/JB.01474-14

[59]

Chen, Xiao Hua, Alexandra Koumoutsi, Romy Scholz, Andreas Eisenreich, Kathrin Schneider, Isabelle Heinemeyer, Burkhard Morgenstern, et al. 2007. “Comparative Analysis of the Complete Genome Sequence of the Plant Growth-Promoting Bacterium Bacillus amyloliquefaciens FZB42.” Nature Biotechnology 25(9): 1007-1014. https://doi.org/10.1038/nbt1325

[60]

Shank, Elizabeth A., Vanja Klepac-Ceraj, Leonardo Collado-Torres, Gordon E. Powers, Richard Losick, and Roberto Kolter. 2011. “Interspecies Interactions That Result in Bacillus subtilis Forming Biofilms Are Mediated Mainly by Members of Its Own Genus.” Proceedings of the National Academy of Sciences of the United States of America 108(48): E1236-E1243. https://doi.org/10.1073/pnas.1103630108

[61]

Hedrick, Philip W., Jürgen Gadau, and Robert E. Page. 2006. “Genetic Sex Determination and Extinction.” Trends in Ecology & Evolution 21(2): 55-57. https://doi.org/10.1016/j.tree.2005.11.014

[62]

Zeng, Xiangyong, Yunman Zou, Jia Zheng, Shuyi Qiu, Lanlan Liu, and Chaoyang Wei. 2023. “Quorum Sensing-Mediated Microbial Interactions: Mechanisms, Applications, Challenges and Perspectives.” Microbiological Research 273: 127414. https://doi.org/10.1016/j.micres.2023.127414

[63]

Kramer, Jos, Özhan Özkaya, and Rolf Kümmerli. 2020. “Bacterial Siderophores in Community and Host Interactions.” Nature Reviews Microbiology 18(3): 152-163. https://doi.org/10.1038/s41579-019-0284-4

[64]

Steinke, Kat, Omkar S. Mohite, Tilmann Weber, and Ákos T. Kovács. 2021. “Phylogenetic Distribution of Secondary Metabolites in the Bacillus subtilis Species Complex.” mSystems 6(2): 10-1128. https://doi.org/10.1128/msystems.00057-21

[65]

Klein, Timothy A., Shehryar Ahmad, and John C. Whitney. 2020. “Contact-Dependent Interbacterial Antagonism Mediated by Protein Secretion Machines.” Trends in Microbiology 28(5): 387-400. https://doi.org/10.1016/j.tim.2020.01.003

[66]

Klein, Timothy A., Dirk W. Grebenc, Prakhar Y. Shah, Owen D. McArthur, Brandon H. Dickson, Michael G. Surette, Youngchang Kim, and John C. Whitney. 2022. “Dual Targeting Factors Are Required for LXG Toxin Export by the Bacterial Type VIIb Secretion System.” MBio 13(5): e0213722. https://doi.org/10.1128/mbio.02137-22

[67]

Toju, Hirokazu, Kabir G. Peay, Masato Yamamichi, Kazuhiko Narisawa, Kei Hiruma, Ken Naito, Shinji Fukuda, et al. 2018. “Core Microbiomes for Sustainable Agroecosystems.” Nature Plants 4(5): 247-257. https://doi.org/10.1038/s41477-018-0139-4

[68]

Kong, Wentao, David R. Meldgin, James J. Collins, and Ting Lu. 2018. “Designing Microbial Consortia With Defined Social Interactions.” Nature Chemical Biology 14(8): 821-829. https://doi.org/10.1038/s41589-018-0091-7

[69]

Eng, Alexander, and Elhanan Borenstein. 2019. “Microbial Community Design: Methods, Applications, and Opportunities.” Current Opinion in Biotechnology 58: 117-128. https://doi.org/10.1016/j.copbio.2019.03.002

[70]

Kehe, Jared, Anthony Kulesa, Anthony Ortiz, Cheri M. Ackerman, Sri Gowtham Thakku, Daniel Sellers, and Seppe Kuehn, et al. 2019. “Massively Parallel Screening of Synthetic Microbial Communities.” Proceedings of the National Academy of Sciences of the United States of America 116(26): 12804-12809. https://doi.org/10.1073/pnas.1900102116

[71]

Bittihn, Philip, M. Omar Din, Lev S. Tsimring, and Jeff Hasty. 2018. “Rational Engineering of Synthetic Microbial Systems: From Single Cells to Consortia.” Current Opinion in Microbiology 45(2018): 92-99. https://doi.org/10.1016/j.mib.2018.02.009

[72]

Berg, Gabriele, Daria Rybakova, Doreen Fischer, Tomislav Cernava, Marie-Christine Champomier Vergès, Trevor Charles, Xiaoyulong Chen, et al. 2020. “Microbiome Definition Re-Visited: Old Concepts and New Challenges.” Microbiome 8(1): 103. https://doi.org/10.1186/s40168-020-00875-0

[73]

Berg, Gabriele, and Tomislav Cernava. 2022. “The Plant Microbiota Signature of the Anthropocene as a Challenge for Microbiome Research.” Microbiome 10(1): 54. https://doi.org/10.1186/s40168-021-01224-5

[74]

Chaparro, Jacqueline M., Dayakar V. Badri, and Jorge M. Vivanco. 2014. “Rhizosphere Microbiome Assemblage Is Affected by Plant Development.” The ISME Journal 8(4): 790-803. https://doi.org/10.1038/ismej.2013.196

[75]

Xun, Weibing, Wei Li, Wu Xiong, Yi Ren, Yunpeng Liu, Youzhi Miao, Zhihui Xu, et al. 2019. “Diversity-Triggered Deterministic Bacterial Assembly Constrains Community Functions.” Nature Communications 10(1): 3833. https://doi.org/10.1038/s41467-019-11787-5

[76]

Edgar, Robert C. 2013. “UPARSE: Highly Accurate OTU Sequences From Microbial Amplicon Reads.” Nature Methods 10(10): 996-998. https://doi.org/10.1038/nmeth.2604

[77]

Zhou, Jizhong, Ye Deng, Feng Luo, Zhili He, and Yunfeng Yang. 2011. “Phylogenetic Molecular Ecological Network of Soil Microbial Communities in Response to Elevated CO2.” MBio 2(4): 10-1128. https://doi.org/10.1128/mBio.00122-11

[78]

Zhou, Jizhong, Ye Deng, Feng Luo, Zhili He, Qichao Tu, and Xiaoyang Zhi. 2010. “Functional Molecular Ecological Networks.” MBio 1(4): 10-1128. https://doi.org/10.1128/mBio.00169-10

[79]

Stefanic, Polonca, and Ines Mandic-Mulec. 2009. “Social Interactions and Distribution of Bacillus subtilis Pherotypes at Microscale.” Journal of Bacteriology 191(6): 1756-1764. https://doi.org/10.1128/JB.01290-08

[80]

Branda, Steven S., José Eduardo González-Pastor, Sigal Ben-Yehuda, Richard Losick, and Roberto Kolter. 2001. “Fruiting Body Formation by Bacillus subtilis.” Proceedings of the National Academy of Sciences 98(20): 11621-11626. https://doi.org/10.1073/pnas.191384198

[81]

Lau, Ee Tiing, Akio Tani, Choy Yuen Khew, Yee Qin Chua, and Siaw San Hwang. 2020. “Plant Growth-Promoting Bacteria as Potential Bio-Inoculants and Biocontrol Agents to Promote Black Pepper Plant Cultivation.” Microbiological Research 240: 126549. https://doi.org/10.1016/j.micres.2020.126549

[82]

Schwyn, Bernhard, and J. B. Neilands. 1987. “Universal Chemical Assay for the Detection and Determination of Siderophores.” Analytical Biochemistry 160(1): 47-56. https://doi.org/10.1016/0003-2697(87)90612-9

[83]

Gu, Shaohua, Zhong Wei, Zhengying Shao, Ville-Petri Friman, Kehao Cao, Tianjie Yang, Jos Kramer, et al. 2020. “Competition for Iron Drives Phytopathogen Control by Natural Rhizosphere Microbiomes.” Nature Microbiology 5(8): 1002-1010. https://doi.org/10.1038/s41564-020-0719-8

[84]

Landy, M., G. H. Warren, S. B. Rosenmanm, and L. G. Colio. 1948. “Bacillomycin: An Antibiotic From Bacillus subtilis Active Against Pathogenic Fungi.” Proceedings of the Society for Experimental Biology and Medicine 67(4): 539-541. https://doi.org/10.3181/00379727-67-16367

[85]

Hu, Jie, Zhong Wei, Simone Weidner, Ville Petri Friman, Yang Chun Xu, Qi-Rong Shen, and Alexandre Jousset. 2017. “Probiotic Pseudomonas Communities Enhance Plant Growth and Nutrient Assimilation via Diversity-Mediated Ecosystem Functioning.” Soil Biology and Biochemistry 113: 122-129. https://doi.org/10.1016/j.soilbio.2017.05.029

[86]

Jari Oksanen, Gavin L. Simpson, F. Guillaume Blanchet, Roeland Kindt, Pierre Legendre, Peter R. Minchin, R. B. O'Hara, et al. 2025. “vegan: Community Ecology Package. R package Version 2.6-10.” https://CRAN.R-project.org/package=vegan

[87]

Wickham, Hadley. 2016. “Ggplot2: Elegant Graphics for Data Analysis (2nd ed.).” Springer International Publishing. https://cran.r-project.org/web/packages/ggplot2/index.html

[88]

Kolde Raivo. 2018. “pheatmap: Pretty Heatmaps. R Package Version 1.0.12.” https://github.com/raivokolde/pheatmap

[89]

Qiu, Meihua, Shuqing Li, Xuan Zhou, Xiaoshuang Cui, Jorge M. Vivanco, Nan Zhang, Qirong Shen, et al. 2013. “De-Coupling of Root-Microbiome Associations Followed by Antagonist Inoculation Improves Rhizosphere Soil Suppressiveness.” Biology and Fertility of Soils 50(50): 217-224. https://doi.org/10.1007/s00374-013-0835-1

[90]

Qiu, Meihua, Zhihui Xu, Xingxing Li, Qing Li, Nan Zhang, Qirong Shen, and Ruifu Zhang. 2014. “Comparative Proteomics Analysis of Bacillus amyloliquefaciens SQR9 Revealed the Key Proteins Involved in In Situ Root Colonization.” Journal of Proteome Research 13(12): 5581-5591. https://doi.org/10.1021/pr500565m

RIGHTS & PERMISSIONS

2025 The Author(s). iMeta published by John Wiley & Sons Australia, Ltd on behalf of iMeta Science.

PDF

0

Accesses

0

Citation

Detail

Sections
Recommended

/