<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2025.1638130</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Rhizosphere domestication enhances root colonization and plant growth promotion performance of <italic>Bacillus velezensis</italic> SQR9</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Wang</surname> <given-names>Zhengqi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Zhao</surname> <given-names>Yike</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Shao</surname> <given-names>Jiahui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Jingjing</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Xun</surname> <given-names>Weibing</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1810361/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sun</surname> <given-names>Xinli</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Xu</surname> <given-names>Zhihui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1878218/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Miao</surname> <given-names>Youzhi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2370036/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Huang</surname> <given-names>Guidong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1986030/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Derui</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Ruifu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Shen</surname> <given-names>Qirong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1459156/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Nan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/180587/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Key Lab of Organic-Based Fertilizers of China, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-Saving Fertilizers, Nanjing Agricultural University, Jiangsu Provincial Key Laboratory of Coastal Saline Soil Resources Utilization and Ecological Conservation</institution>, <addr-line>Nanjing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Food Science, Foshan University</institution>, <addr-line>Foshan</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Hubei Yishizhuang Agricultural Technology Co., Ltd.</institution>, <addr-line>Yichang</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Hubei Jiamachi Ecological Agriculture Co., Ltd.</institution>, <addr-line>Yichang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Chunqiao Xiao, Wuhan Institute of Technology, China</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Jun Zhao, Nanjing Normal University, China</p>
<p>Tengxiang Lian, South China Agricultural University, China</p>
<p>Chao Ji, Tianjin Normal University, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Nan Zhang, <email>nanzhang@njau.edu.cn</email></corresp>
<fn fn-type="equal" id="fn0001"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1638130</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Wang, Zhao, Shao, Wang, Xun, Sun, Xu, Miao, Huang, Liu, Zhang, Shen and Zhang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Wang, Zhao, Shao, Wang, Xun, Sun, Xu, Miao, Huang, Liu, Zhang, Shen and Zhang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The overuse of chemical fertilizers has caused severe soil degradation and environmental pollution, necessitating sustainable alternatives such as microbial fertilizers containing plant growth-promoting rhizobacteria (PGPR). However, application of laboratory-developed microbial inoculants usually reveals impaired performance, attributing to complicated field conditions including plant genotype, soil property, and interaction with indigenous microbiota. Currently, traditional microbial breeding methods such as random mutagenesis and genetic engineering, could not be so appropriate for screening agents with comprehensive phenotypes (e.g., root colonization and plant growth-promotion effects). In the present study, we developed a rhizosphere domestication strategy for PGPR strain <italic>Bacillus velezensis</italic> SQR9, involving 20&#x202F;cycles (approximately 160 generations in total) of <italic>in situ</italic> transfer and evolution in pepper rhizosphere. Evolved strains achieved 1.5&#x202F;~&#x202F;2.9-fold greater root colonization than the ancestral strain. A three-step phenotypic screening of 45 evolved strains firstly identified 29 candidates showing enhanced indole-3-acetic acid (IAA) production, biofilm formation, or siderophore production compared to the ancestor. Subsequent screening picked 6 strains with superior plant growth-promoting effects than the ancestor in hydroponic system. Final pot experiment confirmed the evolved strain 9P41 as the optimal performer, of which the inoculated pepper plants exhibiting 11.4% greater height, 28.7% longer roots, 21.0% higher aboveground biomass, and 29.1% increased underground biomass compared to plants treated with the ancestor. Genomic resequencing identified adaptive mutations in <italic>mlnD</italic>, <italic>smc</italic>, and <italic>fhuC</italic> genes are potentially associated with phenotypic improvements of strain 9P41. This rhizosphere adapted domestication strategy successfully breed evolved strains with improved plant growth-promoting efficacy, providing a novel solution for developing microbial inoculants and biofertilizers needed in sustainable agriculture.</p>
</abstract>
<kwd-group>
<kwd>rhizosphere domestication</kwd>
<kwd>experimental evolution</kwd>
<kwd>PGPR</kwd>
<kwd>microbial fertilizers</kwd>
<kwd>sustainable agriculture</kwd>
</kwd-group>
<contract-num rid="cn1">2022YFD1901304</contract-num>
<contract-num rid="cn2">BZ2022052</contract-num>
<contract-num rid="cn3">CX(23)1038</contract-num>
<contract-num rid="cn4">2023WPY00002</contract-num>
<contract-sponsor id="cn1">National Key Research and Development Program<named-content content-type="fundref-id">10.13039/501100012166</named-content></contract-sponsor>
<contract-sponsor id="cn2">Jiangsu Province Science and Technology Program Special Fund</contract-sponsor>
<contract-sponsor id="cn3">Jiangsu Agriculture Science and Technology Innovation Fund (JASTIF)</contract-sponsor>
<contract-sponsor id="cn4">Rural Revitalization Strategy Project Seed Industry Vitalization Action Project of Guangdong Province</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="43"/>
<page-count count="9"/>
<word-count count="6601"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microbial Symbioses</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Despite the important contribution of chemical fertilizers to global food production, their long-term excessive application, especially in intensive agriculture areas, has caused critical issues. These include soil degradation, ecological disruption, and nitrogen-phosphorus pollution (<xref ref-type="bibr" rid="ref10">Fitter, 2011</xref>). Under the global demand of agricultural sustainable development, microbial fertilizers are receiving attention for their dual capacity of reducing chemical inputs while restoring soil health (<xref ref-type="bibr" rid="ref9">Elizabeth et al., 2021</xref>). These products usually employ plant growth-promoting rhizobacteria (PGPR) to improve nutrient cycling, produce phytohormones that enhance crop fitness, and inhibit plant pathogens (<xref ref-type="bibr" rid="ref3">Ashok et al., 2024</xref>; <xref ref-type="bibr" rid="ref21">Laura et al., 2019</xref>; <xref ref-type="bibr" rid="ref6">Chandra et al., 2021</xref>; <xref ref-type="bibr" rid="ref28">Nan et al., 2023</xref>). Unfortunately, the inconsistent performance of microbial fertilizers under complex field conditions has become a major bottleneck of this industry (<xref ref-type="bibr" rid="ref17">Imran et al., 2019</xref>; <xref ref-type="bibr" rid="ref5">Batstone et al., 2020</xref>; <xref ref-type="bibr" rid="ref41">Vittorio and Cristina, 2021</xref>). For example, bacterial strains demonstrate significant growth-promoting and antimicrobial properties <italic>in vitro</italic>, yet their efficacy varies markedly in field conditions, which depends on host plant compatibility, fluctuating soil pH, temperature shifts, and competition with native microbial communities (<xref ref-type="bibr" rid="ref11">Gurska et al., 2009</xref>; <xref ref-type="bibr" rid="ref18">Jiakang et al., 2022</xref>). Therefore, it is of great demand to breed microbial strains that can effectively and consistently promote plant growth and suppress soil-borne diseases in complex agricultural environments.</p>
<p>Microbial breeding involves human-guided optimization of genetic traits to enhance their application potential in industrial, agricultural, and pharmaceutical areas. Common strategies mainly include random mutagenesis, genetic engineering, and directed domestication (<xref ref-type="bibr" rid="ref20">Kang Lan and Tuck Seng, 2013</xref>; <xref ref-type="bibr" rid="ref27">Mike et al., 2021</xref>; <xref ref-type="bibr" rid="ref30">Neha and George, 2021</xref>). Random mutagenesis relies on physical (e.g., UV or X-rays), chemical (e.g., nitrosoguanidine, ethyl methanesulfonate), or biological (e.g., transposon insertion) methods to induce random mutations. Despite the effective application of mutagenesis in industrial microbe improvement, the randomness of mutation and high-cost of evaluating target phenotypes limits its efficiency in breeding microbial agents used in complex environment, such as excellent root-colonizer or plant growth-promoter that applied in field conditions (<xref ref-type="bibr" rid="ref15">Ho Joung et al., 2020</xref>). Genetic engineering employs tools like CRISPR/Cas9 to introduce specific gene mutations, enabling precise modifications for pharmaceutical protein synthesis (<xref ref-type="bibr" rid="ref35">Shen et al., 2020</xref>; <xref ref-type="bibr" rid="ref46">Zhang et al., 2022</xref>; <xref ref-type="bibr" rid="ref32">Reisenbauer et al., 2024</xref>). However, construction of these engineered agents requires a thorough understanding of the molecular mechanisms involved, also their release in agriculture still faces potential biosafety risks and legal restriction. Comparatively, directed domestication (also known as evolutionary experiment) enables evolution of microorganisms under conditions simulating actual environments (such as rhizosphere, gut, and fermenter conditions; <xref ref-type="bibr" rid="ref31">Poltak and Cooper, 2011</xref>; <xref ref-type="bibr" rid="ref5">Batstone et al., 2020</xref>). Through serial transfer under specific selective pressure, a part of microbial individuals can acquire advantageous mutations that enable them to adapt to given environments, eventually becoming dominant within the population (<xref ref-type="bibr" rid="ref42">Walker et al., 2010</xref>; <xref ref-type="bibr" rid="ref8">Cooper and Gales, 2018</xref>; <xref ref-type="bibr" rid="ref23">Lenski, 2023</xref>). This method employs natural selection for driving microbial adaption to specific conditions, which is independence of genetic background or molecular regulation mechanisms, offering an appropriate strategy for breeding microbes applied in complex scene such as agricultural production.</p>
<p>Directed domestication have been widely applied in the fields of enzymatic and metabolic engineering; however, relevant research on rhizosphere microorganisms primarily focused on documenting adaptive phenotypic and genetic changes, rarely translating into practical application in agricultural production systems (<xref ref-type="bibr" rid="ref42">Walker et al., 2010</xref>; <xref ref-type="bibr" rid="ref24">Li et al., 2021</xref>; <xref ref-type="bibr" rid="ref37">Tan et al., 2021</xref>; <xref ref-type="bibr" rid="ref16">Hu et al., 2023</xref>). In the present study, we designed an <italic>in situ</italic> evolutionary experiment in the rhizosphere using the widely applied PGPR strain <italic>Bacillus velezensis</italic> SQR9, to identify evolved strains that exhibit superior growth-promoting effects compared to the ancestral strain. The developed strategy effectively enhances host compatibility and the functionality of existing plant-beneficial microbes, providing new insights for superior microbial fertilizer strains and optimizing agro-product effectiveness.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Bacterial strains and culture conditions</title>
<p>The evolutionary experiment employed <italic>Bacillus velezensis</italic> SQR9, a well-characterized plant growth-promoting rhizobacterium from our laboratory collection. For reliable strain tracking and contamination control, we chromosomally integrated a GFP-chloramphenicol resistance plasmid prior to experimental procedures, according to the chemogenetic transformation method described by <xref ref-type="bibr" rid="ref7">Chen et al. (2016)</xref>. Initial cultures were prepared by streaking the bacterium onto LLB agar (10&#x202F;g&#x202F;L<sup>&#x2212;1</sup> tryptone, 5&#x202F;g&#x202F;L<sup>&#x2212;1</sup> yeast extract, 3&#x202F;g&#x202F;L<sup>&#x2212;1</sup> NaCl, 20&#x202F;g&#x202F;L<sup>&#x2212;1</sup> agar) containing 5&#x202F;&#x03BC;g&#x202F;ml<sup>&#x2212;1</sup> chloramphenicol, followed by 30&#x00B0;C incubation for 16&#x202F;h. Randomly selected colonies were propagated in chloramphenicol-supplemented LLB broth at 30&#x00B0;C with 200&#x202F;rpm shaking for 12&#x202F;h. Cells were pelleted, washed thrice with 10&#x202F;mM MgSO<sub>4</sub> to eliminate medium residues, and standardized to 10<sup>5</sup>&#x202F;CFU&#x202F;ml<sup>&#x2212;1</sup> in sterile MgSO<sub>4</sub> for evolutionary cultivation.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Host plant and growth conditions</title>
<p>Pepper (<italic>Capsicum annuum</italic> var. <italic>conoides</italic>) was used as the host plant. Seeds were soaked in deionized water for 12&#x202F;h, then sterilized in 70% ethanol for 1&#x202F;min and 6% sodium hypochlorite for 6&#x202F;min. After sterilization, the seeds were rinsed three times with sterile water. Germination occurred on 0.25&#x202F;&#x00D7;&#x202F;MS agar medium (pH 7.0) in square petri dishes under controlled conditions (22&#x00B0;C, 16/8-h photoperiod, 200&#x202F;&#x03BC;mol&#x00B7;m<sup>&#x2212;2</sup>&#x00B7;s<sup>&#x2212;1</sup> PAR) for 7&#x202F;days. Seedlings were then transferred to sterile 750&#x202F;ml vessels containing 100&#x202F;g autoclaved vermiculite and 90&#x202F;ml 0.25&#x202F;&#x00D7;&#x202F;MS solution, with two plants per vessel to establish rhizosphere colonization system.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Design of the evolutionary experiment</title>
<p>Two seven-day-old sterile pepper seedlings were transplanted into sterilized vermiculite containers and inoculated with an initial bacterial suspension (10<sup>5</sup> cells ml<sup>&#x2212;1</sup>) in the rhizosphere, using a volume of 1 ml for the inoculum. After 1&#x202F;week of cultivation, plant roots were transferred to centrifuge tubes containing 5&#x202F;ml of 6&#x202F;g&#x202F;L<sup>&#x2212;1</sup> NaCl solution with two sterilized 2-mm glass beads. Root-associated bacteria were dislodged by vortex mixing (1,500&#x202F;rpm, 10&#x202F;min). One milliliter of the resulting suspension was transferred to new seedling rhizosphere, and the residue underwent serial dilution for colony quantification. The transfer totally repeated for 20&#x202F;cycles and maintained five independent replicate lineages throughout the experiment.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Root colonization assessment</title>
<p>After overnight activation on LLB agar, the single colonies of different evolved strains were inoculated into LLB broth supplemented with chloramphenicol. The cultures were incubated at 30&#x00B0;C on a shaking platform at 200&#x202F;rpm for 12&#x202F;h. The cells were washed three times with 10&#x202F;mM sterile MgSO<sub>4</sub> to remove residual culture medium. The final concentration was standardized to 10<sup>5</sup>&#x202F;CFU/ml in sterile MgSO<sub>4</sub>.</p>
<p>Seven-day-old sterile pepper seedlings were transplanted into sterile vermiculite containers. One milliliter of the initial bacterial suspension was inoculated at the root zone. After 1&#x202F;week of cultivation, plant roots were rinsed with sterile water. They were then transferred to 5 ml of 6&#x202F;g/L NaCl solution and vortexed at 1,500&#x202F;rpm for 10&#x202F;min to recover root-attached bacteria. The resulting bacterial suspension was serially diluted and plated on LLB agar for colony counting.</p>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Measurement of plant-associated traits by different evolved strains</title>
<p>At the end of the final cultivation cycle, nine colonies were randomly selected from each evolutionary lineage to evaluate the following functions:</p>
<p><italic>IAA production</italic> Two &#x03BC;l overnight bacterial culture was inoculated into a 96-well plate containing 1&#x202F;g&#x202F;L<sup>&#x2212;1</sup> tryptophan in the Landy medium, and incubate at 25&#x00B0;C, 100&#x202F;rpm for 72&#x202F;h. The culture was centrifuged at 3,000&#x202F;rpm for 30&#x202F;min, and the cell-free supernatant was obtained by filtering through a 0.22&#x202F;&#x03BC;m membrane. The supernatant was reacted with R1 reagent (FeCl&#x2083; 312&#x202F;g&#x202F;L<sup>&#x2212;1</sup>, H&#x2082;SO&#x2084; 7.9&#x202F;M) in the dark for 30&#x202F;min, and the absorbance was measured at 530&#x202F;nm (n&#x202F;=&#x202F;6).</p>
<p><italic>Siderophore production</italic> Two &#x03BC;l overnight culture was inoculated into a 96-well plate containing 190 &#x03BC;l of iron-limited MKB liquid medium. The plate was incubated at 30&#x00B0;C with shaking at 170&#x202F;rpm for 48&#x202F;h. After incubation, the cultures were centrifuged at 3,000&#x202F;rpm for 30&#x202F;min, and the supernatant was filtered through a 0.22&#x202F;&#x03BC;m membrane. The sterile supernatant was mixed with an equal volume of CAS detection reagent and incubated for 2&#x202F;h. The absorbance (A) of the samples was then measured at 630&#x202F;nm, while the A<sub>630</sub> (Ar) of the control group was prepared following the same method with un-inoculated medium. The iron carrier units (SU) were calculated using the given formula: SU&#x202F;=&#x202F;1&#x202F;&#x2212;&#x202F;(A/Ar; <xref ref-type="bibr" rid="ref34">Schwyn and Neilands, 1987</xref>).</p>
<p><italic>Biofilm Formation</italic> Two &#x03BC;l overnight culture was inoculated into a 96-well plate containing 198&#x202F;&#x03BC;l of MSgg medium and incubated at 30&#x00B0;C for 48&#x202F;h. When sampling, the medium beneath the biofilm was carefully aspirated using a micropipette, and the biofilm was then washed twice with 150&#x202F;&#x03BC;l of phosphate buffer. Next, 0.1% (w/v) crystal violet solution was added and allowed to stain for 30&#x202F;min. After discarding the staining solution, the biofilm was rinsed twice with deionized water. Finally, 150&#x202F;&#x03BC;l of an ethanol/acetone solution (80:20, v/v) was added to dissolve the dye attached to the biofilm, and the absorbance was measured at 570&#x202F;nm to quantify the biofilm formation.</p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Evaluation of the pepper growth-promotion effects by evolved bacteria</title>
<p>The ancestral strain or evolved strains were inoculated into LLB liquid medium. After shaking at 30&#x00B0;C and 170&#x202F;rpm for 24&#x202F;h, the cells were collected by centrifugation at 6,000&#x202F;rpm for 10&#x202F;min. The cells were then resuspended in 0.25&#x202F;&#x00D7;&#x202F;MS culture medium to adjust the concentration to about 5.0&#x202F;&#x00D7;&#x202F;10<sup>8</sup>&#x202F;CFU&#x202F;ml<sup>&#x2212;1</sup> for inoculation.</p>
<p><italic>Hydroponic Experiment</italic> Roots of the 7-day-old pepper seedlings (cultivated as described above) were gently rinsed with sterile water to remove residual agar medium, then the seedlings were transferred to 50&#x202F;ml Erlenmeyer flasks containing 24&#x202F;ml 0.25&#x202F;&#x00D7;&#x202F;MS solution pre-inoculated with 1&#x202F;ml bacterial suspension (ancestral or evolved strains). Flasks were maintained in greenhouse under 25&#x00B0;C with 16/8-h photoperiod for 7&#x202F;days. Plant growth parameters including shoot fresh weight, root fresh weight, and lateral root count were subsequently quantified.</p>
<p><italic>Pot experiment</italic> 25-day-old pepper seedlings were transplanted into sterilized pots. Each pot contained one plant and 3&#x202F;kg of unsterilized natural soil. Bacterial suspensions with a final concentration of &#x2265;1.0&#x202F;&#x00D7;&#x202F;10<sup>9</sup>&#x202F;CFU were evenly applied around the seedling roots, using a volume of 10&#x202F;ml for the inoculum. The soil had the following properties: pH 7.83, organic matter content of 12.08&#x202F;g/kg, total nitrogen of 71.12&#x202F;mg/kg, total phosphorus of 0.85&#x202F;g/kg, total potassium of 16.83&#x202F;g/kg, available phosphorus of 55.55&#x202F;mg/kg, and available potassium of 137.33&#x202F;mg/kg. Plants were maintained at 25&#x00B0;C with a 16/8-h light/dark cycle. The experiment included eight treatments as sterile water irrigation (CK), ancestral strain inoculation (WT), and inoculations with different evolved strains (9P15, 9P16, 9P19, 9P27, 9P38, 9P41); and six biological replicates were included in each treatment. After 25&#x202F;days of cultivation, samples were collected to measure plant height, root length, shoot fresh weight, root fresh weight, and chlorophyll SPAD values.</p>
</sec>
<sec id="sec9">
<label>2.7</label>
<title>Re-sequence analysis of evolved strain</title>
<p>The evolved strain 9P41 that showed the best plant growth-promotion performance, was selected for genome resequencing. The frozen bacterial solution was taken out from the refrigerator and spread on LLB plate containing antibiotics. After extracting the genomic DNA of the evolutionary strain and the ancestral strain, resequencing was performed following the processes as: (1) DNA quality assessment; (2) fragmentation of DNA using ultrasonic methods to achieve sizes between 300&#x2013;500 bp; (3) end repair of DNA fragments using T4 DNA polymerase, adding an A base at the 3&#x2032; end to create sticky ends; (4) ligation of DNA adapters containing index sequences to the sticky ends, following the base pairing principle, for Illumina sequencing; (5) selection of specific length fragment sequences using magnetic beads; (6) PCR amplification of the target fragments, adding index sequences at both ends for downstream library preparation and sequencing; (7) fixation of the sequencing library onto a sequencing chip via bridge PCR; (8) paired-end sequencing on the Illumina NovaSeq platform, executed as 2&#x202F;&#x00D7;&#x202F;150&#x202F;bp. The mutation screening criteria are as follows: the total coverage of mutation site detection is at least 2 times (i.e., covered by at least 2 reads). The minimum frequency of the gene mutation in the population is &#x2265;5%. The gene locus mutation is a non-synonymous mutation.</p>
</sec>
<sec id="sec10">
<label>2.8</label>
<title>Data analysis</title>
<p>Data analysis and visualization were performed using R (v4.1.3) and GraphPad Prism 9. Statistical significance was set at <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05. Multiple group comparisons employed two-way ANOVA with Tukey&#x2019;s <italic>post hoc</italic> tests for pairwise comparisons.</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<sec id="sec12">
<label>3.1</label>
<title><italic>In situ</italic> transfer in rhizosphere enhances host affinity of PGPR agent <italic>B. velezensis</italic> SQR9</title>
<p>In order to improve the rhizosphere adaptation and probiotic function of a model PGPR strain <italic>B. velezensis</italic> SQR9, we designed an <italic>in situ</italic> rhizosphere experimental evolution by continuous domestication of the bacteria in pepper rhizosphere (see Materials and Methods, <xref ref-type="fig" rid="fig1">Figure 1A</xref>), resulting in approximately 160 generations of cumulative evolution. Five parallel evolutionary lineages (designated as P1-P5) were established, and the bacterial root colonization capacity was quantified after each transfer via dilution plating. The ancestral strain initially colonized plant roots at approximately 1.7&#x202F;&#x00D7;&#x202F;10<sup>7</sup>&#x202F;CFU&#x202F;g<sup>&#x2212;1</sup> root (<xref ref-type="fig" rid="fig1">Figure 1B</xref>), and the average colonization level significantly evolved during the transfer process: colonization slowly increased in the early stage before the fifth transfer (pre-T5), experienced fluctuations during the mid-stage (T10 to T14), and had significant growth in the later stage (T14 to T17). By T18 and T20, bacterial colonization stabilized across all lineages, ranging from 2.6&#x202F;&#x00D7;&#x202F;10<sup>7</sup> to 5.0&#x202F;&#x00D7;&#x202F;10<sup>7</sup>&#x202F;CFU&#x202F;g<sup>&#x2212;1</sup> root. This change marked an improvement of 1.5 to 2.9 times compared to the ancestral strain.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Directed evolution of PGPR <italic>Bacillus velezensis</italic> SQR9 in pepper rhizosphere. <bold>(A)</bold> Schematic diagram of the directed evolution of strain SQR9 in pepper rhizosphere. <bold>(B)</bold> Evolutionary dynamics of <italic>B. velezensis</italic> SQR9. The horizontal coordinate is the number of transfers, and the vertical coordinate is the colonization amount of the bacteria in rhizosphere. Five parallel evolutionary lineages were designed in the experiment. &#x201C;Average&#x201D; represents the mean value of the colonization amounts across all lineages.</p>
</caption>
<graphic xlink:href="fmicb-16-1638130-g001.tif">
<alt-text content-type="machine-generated">Diagram illustrating rhizosphere evolution and a graph showing rhizosphere evolution curves. Diagram (A) depicts a cycle of colonization, detachment, and reinoculation occurring over 7 days for 20 cycles involving roots and bacteria. Graph (B) plots root-attached bacteria population over 20 transfers, with different lines representing populations P1 to P5, average, and sterile control. The y-axis measures population in units of 10^7 CFU per gram of root, and the x-axis lists transfer numbers T1 to T20.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec13">
<label>3.2</label>
<title>Preliminary screening of evolved strains with improved plant-associated traits</title>
<p>Based on the five evolved <italic>B. velezensis</italic> SQR9 lineages cultured on LLB agar, nine colonies were randomly selected from each lineage (totaling 45 evolved strains, labeled as 9P1&#x202F;~&#x202F;9P45). These strains were assessed for three plant-associated traits as indole-3-acetic acid (IAA) production, siderophore production, and biofilm formation (<xref ref-type="fig" rid="fig2">Figure 2A</xref>). The ancestral strain SQR9 displayed baseline values of IAA secretion by 12.03&#x202F;mg&#x202F;L<sup>&#x2212;1</sup>, siderophore production of 0.399&#x202F;units (SU), and biofilm formation ability of OD<sub>570</sub> as 1.779. Among the picked 45 evolved strains, 22 exhibited enhanced IAA production than the ancestor (6.1%&#x202F;~&#x202F;54.1% increase, maximum production of 18.54&#x202F;mg&#x202F;L<sup>&#x2212;1</sup> by 9P12), nine showed improved siderophore secretion (6.2%&#x202F;~&#x202F;12.3% increase, peak SU of 0.448 by 9P45), and 26 demonstrated superior biofilm formation (8.2%&#x202F;~&#x202F;53.5% increase, highest OD<sub>570</sub> as 2.731 by 9P6). As a result, 29 strains showing improvements in at least one trait (with an increase of &#x2265;5%) were selected for further evaluating the plant growth promotion effects in hydroponic experiment.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Multi-stage screening of rhizosphere evolved strains of pepper according to plant-associated traits and growth-promoting performance. <bold>(A)</bold> Screening of plant-associated traits of bacteria evolved in pepper rhizosphere. The horizontal labels represent ancestral strains and evolved strains (9 strains were selected from each lineage, totaling 45 strains, labeled as 9Pn). The vertical labels represent plant-associated traits, including IAA production, siderophore production, and biofilm formation. <bold>(B)</bold> Screening of rhizosphere-evolving strains based on plant growth promotion effects in hydroponic system. Horizontal labels indicate ancestral and evolved strains (labeled as 9Pn), while vertical labels represent plant growth promotion. The values in the heat map represent the relative ratio of the given index between the evolved strain and the ancestor; the yellow means that an evolved strain exhibits at least one superior phenotype over the ancestral strain. This phenotype shows an improvement with an increase of &#x2265;5%. These difference is statistically significant (<italic>p</italic> &#x003C;&#x202F;0.05).</p>
</caption>
<graphic xlink:href="fmicb-16-1638130-g002.tif">
<alt-text content-type="machine-generated">Table A displays the performance values of different bacterial strains (9P01 to 9P45) relative to an ancestor for IAA production, siderophore production, and biofilm formation. The data is color-coded from blue (lower performance) to red (higher performance). Table B shows the fresh weight of aboveground and underground parts and the number of lateral roots for the same strains, with similar color coding indicating relative performance. Both tables include a color gradient legend from 0.1 to 2.0.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec14">
<label>3.3</label>
<title>Secondary screening of evolved strains based on plant growth-promotion efficacy in hydroponic system</title>
<p>The selected 29 evolved strains were further evaluated for their plant growth-promotion efficacy using a hydroponic system. Pepper plants inoculated with ancestral strain SQR9 revealed baseline performance with an aboveground biomass of 0.175&#x202F;g, a root biomass of 0.079&#x202F;g, and an average of 34 lateral roots per plant. Among the evolved strains, 3 demonstrated improved the plant aboveground biomass compared to the ancestral strain (8.0%&#x202F;~&#x202F;14.9% increase, maximum 0.201&#x202F;g by 9P41); five strains announced enhanced root biomass (8.3%&#x202F;~&#x202F;29.1% increase, maximum 0.102&#x202F;g by 9P41), and 24 strains exhibited an increase in lateral root formation (5.8%&#x202F;~&#x202F;79.4% increase, maximum 61 roots per plant by 9P41; <xref ref-type="fig" rid="fig2">Figure 2B</xref>). As a result, six evolved strains (9P15, 9P16, 9P19, 9P27, 9P38, and 9P41) each showing an advantage in at least one plant growth parameter than the ancestor (with an increase of &#x2265;5%), were selected for assessing their plant growth-promoting capacity in the following pot experiment.</p>
</sec>
<sec id="sec15">
<label>3.4</label>
<title>Pot experiment elected strain 9P41 as a significant evolved plant growth-promoter</title>
<p>To better simulate the field production condition, finally we inoculated the 6 selected evolved strains into 25-day-old pepper plants in pots for growth promotion assessment. After 25&#x202F;days, all treatments with evolved strains outperformed the ancestral strain in at least one trait (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Specifically, evolved strain 9P41 pronounced the best plant growth-promotion performance, with an 11.4% increase in plant height than the ancestor-inoculated plants (24.5 vs. 22.0&#x202F;cm), a 28.7% increase in root length (18.4 vs. 14.3&#x202F;cm), a 21.0% increase in aboveground biomass (11.31 vs. 9.35&#x202F;g), a 29.1% increase of underground biomass (1.23 vs. 0.92&#x202F;g), and a 5.8% increase in chlorophyll SPAD value (38.6 vs. 36.5). Other evolved strains also displayed specific improvements, such as 9P38-inoculated plants showed an increase of 28.7% in root length than the ancestor, while 9P15 demonstrated a 4.3% increase in underground biomass. These results indicate that rhizosphere domestication selects strains with evolved plant-associated functions, with 9P41 emerging as the most effective plant growth promoter.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The evolved strains exhibit a stronger growth-promoting effect in pot experiment. <bold>(A)</bold> The plant height of potted peppers. <bold>(B)</bold> The root length of potted peppers. <bold>(C)</bold> The fresh weight of the underground parts of potted peppers. <bold>(D)</bold> The fresh weight of the above-ground parts of potted peppers. <bold>(E)</bold> The chlorophyll content of potted peppers. The horizontal axis represents different treatments, including no inoculation (CK), inoculation with ancestral strain (anc.), and inoculation with evolved strain (9Pn). Different letters indicate significant differences based on the one-way ANOVA and Tukey&#x2019;s test. n&#x202F;=&#x202F;6. <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05.</p>
</caption>
<graphic xlink:href="fmicb-16-1638130-g003.tif">
<alt-text content-type="machine-generated">Bar charts labeled a to e show measurements for different plant characteristics across several treatments. Chart a depicts plant height, showing 9P41 with the highest value. Chart b shows root length, with similar high values for several treatments. Chart c indicates fresh weight of the underground part, with 9P41 highest. Chart d represents fresh weight of the aboveground part, again with 9P41 leading. Chart e details chlorophyll content, where 9P41 also ranks highest. Different letters indicate significant differences among treatments.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec16">
<label>3.5</label>
<title>Genome resequencing analysis revealed gene mutations may affect enhanced traits</title>
<p>Given the outstanding plant growth-promotion performance by the evolved strain 9P41, we aimed to identify the genetic determinants of its enhanced traits through whole-genome resequencing. Comparative genomic analysis with its ancestor revealed three mutations in coding regions as <italic>mlnD</italic>, <italic>smc</italic>, and <italic>fhuC</italic> (<xref ref-type="table" rid="tab1">Table 1</xref>). In detail, the <italic>mlnD</italic> gene encodes a type I polyketide synthase that catalyzes the biosynthesis of polyketides through sequential condensation of carboxylic acid precursors (<xref ref-type="bibr" rid="ref25">Liang et al., 2019</xref>). In the <italic>Bacillus</italic> genus, these polyketide derivatives, such as macrolides, exhibit broad-spectrum antibacterial activity against both Gram-positive and Gram-negative pathogens by interfering with cell division and cell wall synthesis (<xref ref-type="bibr" rid="ref19">Jun et al., 2012</xref>). The product of the <italic>smc</italic> gene forms a conserved ATP-dependent protein complex essential for chromosome organization, mediating ATP-driven DNA loop extrusion to maintain genomic integrity during replication (<xref ref-type="bibr" rid="ref19">Jun et al., 2012</xref>). The <italic>fhuC</italic> gene encodes a key ATPase subunit of an ABC transporter that is crucial for the uptake of iron&#x2013;siderophore complexes, where ATP hydrolysis provides the energy necessary for transmembrane transport (<xref ref-type="bibr" rid="ref4">Athanasios and Wolfgang, 1998</xref>; <xref ref-type="bibr" rid="ref43">Wenxin and Hongjin, 2021</xref>). Collectively, three genes (<italic>mlnD</italic>, <italic>smc</italic>, and <italic>fhuC</italic>) with potential links to plant-microbe interactions, are identified to be mutated during the evolution process by strain 9P41.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Mutated genes of the evolutionary strain 9P41.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Mutant gene</th>
<th align="left" valign="top">Mutation location</th>
<th align="left" valign="top">Description</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top"><italic>mlnD</italic></td>
<td align="left" valign="top">G70A: E24K</td>
<td align="left" valign="top">type I polyketide synthase</td>
</tr>
<tr>
<td align="left" valign="top"><italic>smc</italic></td>
<td align="left" valign="top">C1715T: A572V</td>
<td align="left" valign="top">chromosome segregation protein SMC</td>
</tr>
<tr>
<td align="left" valign="top"><italic>fhuC</italic></td>
<td align="left" valign="top">G730T: V244L</td>
<td align="left" valign="top">ferrichrome ABC transporter</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Genome resequencing and comparative analysis with the ancestral strain identified three mutations of 9P41. The &#x201C;Mutant gene&#x201D; column is the name of the mutated gene; the &#x201C;Mutation location&#x201D; column is the specific mutation site, including the changed base and amino acid; the &#x201C;Description&#x201D; column is the functional description of the mutated gene.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec17">
<label>4</label>
<title>Discussion</title>
<p>The present domestication framework provides an alternative strategy for enhancing field performance of laboratory-selected PGPR strains. Through rhizosphere adaptation and a multi-stage screening of plant-associated parameters, we successfully identified a couple of bacterial variants with improved root colonization ability and multi-trait enhancements, including beneficial functions such as plant hormone synthesis and biofilm formation. Importantly, strain 9P41 demonstrates significant improvements in ecological adaptability and functional stability&#x2014;two critical factors often compromised in traditional microbial fertilizer applications. This evolution-driven strategy extends the application of adaptive microbial domestication beyond industrial enzyme optimization, effectively relieving the issue of &#x201C;laboratory-field efficacy disconnect&#x201D; that affects the performance of agricultural microbial inoculant (<xref ref-type="bibr" rid="ref24">Li et al., 2021</xref>; <xref ref-type="bibr" rid="ref37">Tan et al., 2021</xref>).</p>
<p>Under specific host selection pressure during continuous <italic>in situ</italic> transfer, the colonization of <italic>B. velezensis</italic> SQR9 among five evolved lineages became stable in the later evolutionary stages (T18&#x202F;~&#x202F;T20), indicating that the domestication period was sufficient and validate the feasibility of the overall framework (<xref ref-type="bibr" rid="ref22">Lenski, 2017</xref>). It seems that the increase in bacterial colonization (from 1.7&#x202F;&#x00D7;&#x202F;10<sup>7</sup>&#x202F;CFU&#x202F;g-1 root to 5.0&#x202F;&#x00D7;&#x202F;10<sup>7</sup>&#x202F;CFU&#x202F;g<sup>&#x2212;1</sup> root; 2.9-fold) still has considerable potential. Evolution experiments in other studies similarly involved inoculating strains into the rhizosphere of healthy plants without additional stress, and the final improvement in root adaptability was comparative with our study (<xref ref-type="bibr" rid="ref24">Li et al., 2021</xref>; <xref ref-type="bibr" rid="ref16">Hu et al., 2023</xref>). In contrast, evolution experiments designed under strong/specific selective pressure bred microbes with significant enhanced adaptation. The increase in microbial population abundance allows for greater resource acquisition in the rhizosphere and helps maintain dominance within the microbial community (<xref ref-type="bibr" rid="ref14">Helen et al., 2010</xref>; <xref ref-type="bibr" rid="ref12">Guttman et al., 2012</xref>; <xref ref-type="bibr" rid="ref1">Alice et al., 2014</xref>). Future domestication design can improve by introducing additional selective stresses such as pathogen infection or salt stress, compelling the target strains to be more intimate with plants, especially with enhanced beneficial functions that their host expect (<xref ref-type="bibr" rid="ref12">Guttman et al., 2012</xref>; <xref ref-type="bibr" rid="ref28">Nan et al., 2023</xref>; <xref ref-type="bibr" rid="ref26">Megan et al., 2024</xref>).</p>
<p>We propose that the enhanced root colonization of evolved strains may result from the enhancement of plant-associated functions by microorganisms. Therefore, we select three plant-associated traits for preliminary screening of the evolved communities, as synthesis of IAA (enhanced in 48.9% of evolved strains) that regulates root growth, production of siderophores (20.0%) that enhance iron absorption in deficient soils, and biofilm formation (57.8%) that facilitate bacterial colonization (<xref ref-type="bibr" rid="ref45">Xu et al., 2019</xref>; <xref ref-type="bibr" rid="ref13">Hassan and Bernard, 2024</xref>; <xref ref-type="bibr" rid="ref29">Nanqi et al., 2024</xref>). Interestingly, bacterial colonization triggers immune responses and ROS, which enhance bacterial IAA production. IAA improves bacterial survival and colonization, enabling plant health promotion (Wein, et al., 2019; <xref ref-type="bibr" rid="ref39">Tzipilevich et al., 2019</xref>). It should be noticed that that only a portion of evolved strains with improved traits consistently promoted plant growth in hydroponic and pot experiments. This indicates that many other factors may influence the growth-promoting performance of the strains, possibly including synergistic improvements in multifunctionality or other traits that we have not detected (<xref ref-type="bibr" rid="ref26">Megan et al., 2024</xref>). Specifically, strain 9P41, which enhances all three plant-related traits, performed better than other evolved strains, while strains with only a single trait improvement, such as 9P45 with siderophore advantage, may lack the multifunctionality required to thrive in the rhizosphere. In conclusion, an increase in population abundance or an enhancement of plant-related functions can improve the overall growth-promoting performance of the evolved populations.</p>
<p>Whole-genome resequencing revealed nonsynonymous mutations in <italic>mlnD</italic>, <italic>smc</italic>, and <italic>fhuC</italic> linked to rhizosphere adaptation of the evolved strain 9P41. The <italic>mlnD</italic> mutation, located in the polyketide synthesis domain, requires further validation to determine if it enhances or reduces antibiotic production; Because no other strains were added in our evolution experiment, it is deduced that this mutation may save costs in antibiotic production, allowing more resources to enhance other physiological activities such as biofilm formation (<xref ref-type="bibr" rid="ref19">Jun et al., 2012</xref>). The <italic>smc</italic> mutation may influence chromosome organization and plays an important role in facilitating DNA replication and maintaining genomic stability (<xref ref-type="bibr" rid="ref2">Anna et al., 2021</xref>; <xref ref-type="bibr" rid="ref40">V&#x00E1;zquez et al., 2021</xref>). The <italic>fhuC</italic> mutation was reported to be correlated with increased yield of siderophore, therefore releasing more available iron into the soil (<xref ref-type="bibr" rid="ref38">Teresa et al., 2000</xref>; <xref ref-type="bibr" rid="ref43">Wenxin and Hongjin, 2021</xref>), not only directly supports bacterial growth and adaptation, but also regulates root development to enhance exudate production and thereby boost their colonization (<xref ref-type="bibr" rid="ref29">Nanqi et al., 2024</xref>). Further validation is needed for confirming the detailed roles of these mutations in the enhanced bacterial phenotypes, providing potential target sites for genetic modification.</p>
</sec>
<sec sec-type="conclusions" id="sec18">
<label>5</label>
<title>Conclusion</title>
<p>In summary, this study proposes a rhizosphere domestication strategy to breed PGPR strain with improved rhizosphere colonization and plant growth-promotion ability, which can serve the development of microbial fertilizers and relevant industry. Future research can develop novel bio-organic fertilizers with the evolved 9P41, and also upgrade the domestication route for improving breeding efficiency and accuracy. We also propose this framework has potential for developing functional microbial communities through targeted environmental adaptation.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec19">
<title>Data availability statement</title>
<p>The original contributions presented in the study are publicly available. This data can be found here: <ext-link xlink:href="https://www.ncbi.nlm.nih.gov/" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/</ext-link>, accession number PRJNA1293123.</p>
</sec>
<sec sec-type="author-contributions" id="sec20">
<title>Author contributions</title>
<p>ZW: Validation, Visualization, Project administration, Methodology, Data curation, Formal analysis, Software, Writing &#x2013; original draft, Investigation. YZ: Validation, Formal analysis, Data curation, Investigation, Software, Project administration, Writing &#x2013; original draft, Visualization. JS: Formal analysis, Writing &#x2013; review &#x0026; editing, Project administration, Software. JW: Writing &#x2013; original draft, Validation, Project administration. WX: Writing &#x2013; review &#x0026; editing, Data curation, Formal analysis. XS: Data curation, Project administration, Writing &#x2013; review &#x0026; editing. ZX: Supervision, Writing &#x2013; review &#x0026; editing, Software, Validation. YM: Validation, Supervision, Software, Writing &#x2013; review &#x0026; editing. GH: Resources, Supervision, Writing &#x2013; review &#x0026; editing, Software. DL: Investigation, Resources, Writing &#x2013; review &#x0026; editing, Project administration. RZ: Writing &#x2013; review &#x0026; editing, Funding acquisition, Conceptualization, Supervision. QS: Supervision, Conceptualization, Resources, Writing &#x2013; review &#x0026; editing. NZ: Funding acquisition, Writing &#x2013; review &#x0026; editing, Supervision, Resources, Methodology, Conceptualization.</p>
</sec>
<sec sec-type="funding-information" id="sec21">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was financially supported by the National Key Research and Development Program (2022YFD1901304), This research was financially supported by the National Natural Science Foundation of China (42277293). Jiangsu Province Science and Technology Program Special Fund (Hong Kong, Macao and Taiwan Science and Technology Cooperation) (BZ2022052), Jiangsu Agriculture Science and Technology Innovation Fund (JASTIF) [CX(23)1038], and Rural Revitalization Strategy Project Seed Industry Vitalization Action Project of Guangdong Province (2023WPY00002).</p>
</sec>
<sec sec-type="COI-statement" id="sec22">
<title>Conflict of interest</title>
<p>DL was employed by Hubei Yishizhuang Agricultural Technology Co., Ltd. and Hubei Jiamachi Ecological Agriculture Co., Ltd.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="ai-statement" id="sec23">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec24">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alice</surname> <given-names>G.</given-names></name> <name><surname>Wei</surname> <given-names>J.</given-names></name> <name><surname>Jean-Baptiste</surname> <given-names>F.</given-names></name> <name><surname>Christophe</surname> <given-names>T.</given-names></name> <name><surname>Patrick</surname> <given-names>B.</given-names></name> <name><surname>J&#x00E9;r&#x00F4;me</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Multihost experimental evolution of the pathogen <italic>Ralstonia solanacearum</italic> unveils genes involved in adaptation to plants</article-title>. <source>Mol. Biol. Evol.</source> <volume>31</volume>, <fpage>2913</fpage>&#x2013;<lpage>2928</lpage>. doi: <pub-id pub-id-type="doi">10.1093/molbev/msu229</pub-id>, PMID: <pub-id pub-id-type="pmid">25086002</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anna</surname> <given-names>A.</given-names></name> <name><surname>Virginia</surname> <given-names>S. L.</given-names></name> <name><surname>Florian Patrick</surname> <given-names>B.</given-names></name> <name><surname>Anita</surname> <given-names>M.</given-names></name> <name><surname>Fr&#x00E9;d&#x00E9;ric</surname> <given-names>B.</given-names></name> <name><surname>Stephan</surname> <given-names>G.</given-names></name></person-group> (<year>2021</year>). <article-title>A low Smc flux avoids collisions and facilitates chromosome organization in <italic>Bacillus subtilis</italic></article-title>. <source>eLife</source> <volume>10</volume>:<fpage>e65467</fpage>. doi: <pub-id pub-id-type="doi">10.7554/elife.65467</pub-id>, PMID: <pub-id pub-id-type="pmid">34346312</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ashok</surname> <given-names>K.</given-names></name> <name><surname>Sai Prakash</surname> <given-names>N.</given-names></name> <name><surname>Neha</surname> <given-names>K.</given-names></name> <name><surname>Shivani</surname> <given-names>A.</given-names></name> <name><surname>Deepak</surname> <given-names>K.</given-names></name> <name><surname>Dilasha Fulchand</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>The role of drought response genes and plant growth promoting bacteria on plant growth promotion under sustainable agriculture: a review</article-title>. <source>Microbiol. Res.</source> <volume>286</volume>:<fpage>127827</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.micres.2024.127827</pub-id>, PMID: <pub-id pub-id-type="pmid">39002396</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Athanasios</surname> <given-names>M.</given-names></name> <name><surname>Wolfgang</surname> <given-names>K.</given-names></name></person-group> (<year>1998</year>). <article-title>Transport activity of FhuA, FhuC, FhuD, and FhuB derivatives in a system free of polar effects, and stoichiometry of components involved in ferrichrome uptake</article-title>. <source>Mol. Gen. Genet.</source> <volume>258</volume>, <fpage>156</fpage>&#x2013;<lpage>165</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s004380050718</pub-id>, PMID: <pub-id pub-id-type="pmid">9613584</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Batstone</surname> <given-names>R. T.</given-names></name> <name><surname>O&#x2019;Brien</surname> <given-names>A. M.</given-names></name> <name><surname>Harrison</surname> <given-names>T. L.</given-names></name> <name><surname>Frederickson</surname> <given-names>M. E.</given-names></name></person-group> (<year>2020</year>). <article-title>Experimental evolution makes microbes more cooperative with their local host genotype</article-title>. <source>Science</source> <volume>370</volume>, <fpage>476</fpage>&#x2013;<lpage>478</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.abb7222</pub-id>, PMID: <pub-id pub-id-type="pmid">33093112</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chandra</surname> <given-names>N. J.</given-names></name> <name><surname>Renee</surname> <given-names>H. P.</given-names></name> <name><surname>Tanya</surname> <given-names>E. C.</given-names></name> <name><surname>Jennifer</surname> <given-names>L. R.</given-names></name> <name><surname>Maren</surname> <given-names>F.</given-names></name></person-group> (<year>2021</year>). <article-title>Microbial inoculants: silver bullet or microbial jurassic park?</article-title> <source>Trends Microbiol.</source> <volume>29</volume>, <fpage>299</fpage>&#x2013;<lpage>308</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tim.2020.11.006</pub-id>, PMID: <pub-id pub-id-type="pmid">33309525</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>X. T.</given-names></name> <name><surname>Ji</surname> <given-names>J. B.</given-names></name> <name><surname>Liu</surname> <given-names>Y. C.</given-names></name> <name><surname>Ye</surname> <given-names>B.</given-names></name> <name><surname>Zhou</surname> <given-names>C. Y.</given-names></name> <name><surname>Yan</surname> <given-names>X.</given-names></name></person-group> (<year>2016</year>). <article-title>Artificial induction of genetic competence in <italic>Bacillus amyloliquefaciens</italic> isolates</article-title>. <source>Biotechnol. Lett.</source> <volume>38</volume>, <fpage>2109</fpage>&#x2013;<lpage>2117</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10529-016-2194-0</pub-id>, PMID: <pub-id pub-id-type="pmid">27578391</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cooper</surname> <given-names>V. S.</given-names></name> <name><surname>Gales</surname> <given-names>A. C.</given-names></name></person-group> (<year>2018</year>). <article-title>Experimental evolution as a high-throughput screen for genetic adaptations</article-title>. <source>mSphere</source> <volume>3</volume>, <fpage>121</fpage>&#x2013;<lpage>118</lpage>. doi: <pub-id pub-id-type="doi">10.1128/mSphere.00121-18</pub-id>, PMID: <pub-id pub-id-type="pmid">29743200</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Elizabeth</surname> <given-names>K. M.</given-names></name> <name><surname>Franziska</surname> <given-names>G.</given-names></name> <name><surname>Lal</surname> <given-names>R.</given-names></name> <name><surname>Helena</surname> <given-names>H.</given-names></name> <name><surname>Tang</surname> <given-names>T.</given-names></name> <name><surname>Abhishek</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>An optimal diet for planet and people</article-title>. <source>One Earth.</source> <volume>4</volume>, <fpage>1189</fpage>&#x2013;<lpage>1192</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.oneear.2021.08.017</pub-id>, PMID: <pub-id pub-id-type="pmid">40664863</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fitter</surname> <given-names>A. H.</given-names></name></person-group> (<year>2011</year>). <article-title>Why plant science matters</article-title>. <source>New Phytol.</source> <volume>193</volume>, <fpage>1</fpage>&#x2013;<lpage>2</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1469-8137.2011.03995.x</pub-id>, PMID: <pub-id pub-id-type="pmid">22136496</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gurska</surname> <given-names>J.</given-names></name> <name><surname>Wang</surname> <given-names>W.</given-names></name> <name><surname>Gerhardt</surname> <given-names>K. E.</given-names></name> <name><surname>Khalid</surname> <given-names>A. M.</given-names></name> <name><surname>Isherwood</surname> <given-names>D. M.</given-names></name> <name><surname>Huang</surname> <given-names>X. D.</given-names></name> <etal/></person-group>. (<year>2009</year>). <article-title>Three year field test of a plant growth promoting rhizobacteria enhanced phytoremediation system at a land farm for treatment of hydrocarbon waste</article-title>. <source>Environ. Sci. Technol.</source> <volume>43</volume>, <fpage>4472</fpage>&#x2013;<lpage>4479</lpage>. doi: <pub-id pub-id-type="doi">10.1021/es801540h</pub-id>, PMID: <pub-id pub-id-type="pmid">19603664</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guttman</surname> <given-names>D. S.</given-names></name> <name><surname>Wong</surname> <given-names>A.</given-names></name> <name><surname>Rodrigue</surname> <given-names>N.</given-names></name> <name><surname>Kassen</surname> <given-names>R.</given-names></name></person-group> (<year>2012</year>). <article-title>Genomics of adaptation during experimental evolution of the opportunistic pathogen <italic>Pseudomonas aeruginosa</italic></article-title>. <source>PLoS Genet.</source> <volume>8</volume>:<fpage>e1002928</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pgen.1002928</pub-id>, PMID: <pub-id pub-id-type="pmid">23028345</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hassan</surname> <given-names>E.</given-names></name> <name><surname>Bernard</surname> <given-names>R. G.</given-names></name></person-group> (<year>2024</year>). <article-title>Bacterial indole-3-acetic acid: a key regulator for plant growth, plant-microbe interactions, and agricultural adaptive resilience</article-title>. <source>Microbiol. Res.</source> 281:127602. doi: <pub-id pub-id-type="doi">10.1016/j.micres.2024.127602</pub-id>, PMID: <pub-id pub-id-type="pmid">38228017</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Helen</surname> <given-names>C. L.</given-names></name> <name><surname>Robert</surname> <given-names>W. J.</given-names></name> <name><surname>John</surname> <given-names>W. M.</given-names></name> <name><surname>Scott</surname> <given-names>A. C. G.</given-names></name> <name><surname>John</surname> <given-names>T. H.</given-names></name> <name><surname>Radhika</surname> <given-names>D.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>In planta conditions induce genomic changes in <italic>Pseudomonas syringae pv. phaseolicola</italic></article-title>. <source>Mol. Plant Pathol.</source> <volume>12</volume>, <fpage>167</fpage>&#x2013;<lpage>176</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1364-3703.2010.00658.x</pub-id>, PMID: <pub-id pub-id-type="pmid">21199566</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ho Joung</surname> <given-names>L.</given-names></name> <name><surname>Hyun Ju</surname> <given-names>K.</given-names></name> <name><surname>Sang Jun</surname> <given-names>L.</given-names></name></person-group> (<year>2020</year>). <article-title>CRISPR-Cas9-mediated pinpoint microbial genome editing aided by target-mismatched sgRNAs</article-title>. <source>Genome Res.</source> 30, 768&#x2013;775. doi: <pub-id pub-id-type="doi">10.1101/gr.257493.119</pub-id>, PMID: <pub-id pub-id-type="pmid">32327447</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hu</surname> <given-names>G.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Blake</surname> <given-names>C.</given-names></name> <name><surname>Nordgaard</surname> <given-names>M.</given-names></name> <name><surname>Liu</surname> <given-names>X.</given-names></name> <name><surname>Wang</surname> <given-names>B.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Parallel genetic adaptation of <italic>Bacillus subtilis</italic> to different plant species</article-title>. <source>Microb Genom.</source> <volume>9</volume>:<fpage>1064</fpage>. doi: <pub-id pub-id-type="doi">10.1099/mgen.0.001064</pub-id>, PMID: <pub-id pub-id-type="pmid">37466402</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Imran</surname> <given-names>A.</given-names></name> <name><surname>Zabta Khan</surname> <given-names>S.</given-names></name> <name><surname>Shomaila</surname> <given-names>S.</given-names></name> <name><surname>Shaheen</surname> <given-names>S.</given-names></name></person-group> (<year>2019</year>). <article-title>Plant beneficial endophytic bacteria: mechanisms, diversity, host range and genetic determinants</article-title>. <source>Microbiol. Res.</source> <volume>221</volume>, <fpage>36</fpage>&#x2013;<lpage>49</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.micres.2019.02.001</pub-id>, PMID: <pub-id pub-id-type="pmid">30825940</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jiakang</surname> <given-names>Y.</given-names></name> <name><surname>Ziliang</surname> <given-names>Z.</given-names></name> <name><surname>Chengcheng</surname> <given-names>Z.</given-names></name> <name><surname>Taotao</surname> <given-names>W.</given-names></name> <name><surname>Ruihong</surname> <given-names>W.</given-names></name> <name><surname>Lifang</surname> <given-names>R.</given-names></name></person-group> (<year>2022</year>). <article-title>Heritability of tomato rhizobacteria resistant to <italic>Ralstonia solanacearum</italic></article-title>. <source>Microbiome</source>. 10:227. doi: <pub-id pub-id-type="doi">10.1186/s40168-022-01413-w</pub-id>, PMID: <pub-id pub-id-type="pmid">36517876</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jun</surname> <given-names>Y.</given-names></name> <name><surname>Bing</surname> <given-names>L.</given-names></name> <name><surname>Nan</surname> <given-names>Z.</given-names></name> <name><surname>Waseem</surname> <given-names>R.</given-names></name> <name><surname>Qirong</surname> <given-names>S.</given-names></name> <name><surname>Qiwei</surname> <given-names>H.</given-names></name></person-group> (<year>2012</year>). <article-title>Production of bacillomycin- and macrolactin-type antibiotics by <italic>Bacillus amyloliquefaciens</italic> NJN-6 for suppressing soilborne plant pathogens</article-title>. <source>J. Agric. Food Chem.</source> 60, 2976&#x2013;81. doi: <pub-id pub-id-type="doi">10.1021/jf204868z</pub-id>, PMID: <pub-id pub-id-type="pmid">22385216</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kang Lan</surname> <given-names>T.</given-names></name> <name><surname>Tuck Seng</surname> <given-names>W.</given-names></name></person-group> (<year>2013</year>). <article-title>Polishing the craft of genetic diversity creation in directed evolution</article-title>. <source>Biotechnol. Adv.</source> 31, 1707&#x2013;21. doi: <pub-id pub-id-type="doi">10.1016/j.biotechadv.2013.08.021</pub-id>, PMID: <pub-id pub-id-type="pmid">24012599</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Laura</surname> <given-names>M. K.</given-names></name> <name><surname>Ryan</surname> <given-names>V. T.</given-names></name> <name><surname>Rondy</surname> <given-names>J. M.</given-names></name> <name><surname>Kevin</surname> <given-names>L. H.</given-names></name> <name><surname>Terrence</surname> <given-names>H. B.</given-names></name></person-group> (<year>2019</year>). <article-title>The inherent conflicts in developing soil microbial inoculants</article-title>. <source>Trends Biotechnol.</source> 37, 140&#x2013;151. doi: <pub-id pub-id-type="doi">10.1016/j.tibtech.2018.11.011</pub-id>, PMID: <pub-id pub-id-type="pmid">30587413</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lenski</surname> <given-names>R. E.</given-names></name></person-group> (<year>2017</year>). <article-title>Experimental evolution and the dynamics of adaptation and genome evolution in microbial populations</article-title>. <source>ISME J.</source> <volume>11</volume>, <fpage>2181</fpage>&#x2013;<lpage>2194</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ismej.2017.69</pub-id>, PMID: <pub-id pub-id-type="pmid">28509909</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lenski</surname> <given-names>R. E.</given-names></name></person-group> (<year>2023</year>). <article-title>Revisiting the design of the long-term evolution experiment with <italic>Escherichia coli</italic></article-title>. <source>J. Mol. Evol.</source> <volume>91</volume>, <fpage>241</fpage>&#x2013;<lpage>253</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00239-023-10095-3</pub-id>, PMID: <pub-id pub-id-type="pmid">36790511</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>E.</given-names></name> <name><surname>de Jonge</surname> <given-names>R.</given-names></name> <name><surname>Liu</surname> <given-names>C.</given-names></name> <name><surname>Jiang</surname> <given-names>H.</given-names></name> <name><surname>Friman</surname> <given-names>V.-P.</given-names></name> <name><surname>Pieterse</surname> <given-names>C. M. J.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Rapid evolution of bacterial mutualism in the plant rhizosphere</article-title>. <source>Nat. Commun.</source> <volume>12</volume>:<fpage>3829</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-021-24005-y</pub-id>, PMID: <pub-id pub-id-type="pmid">34158504</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liang</surname> <given-names>C.</given-names></name> <name><surname>Haoran</surname> <given-names>S.</given-names></name> <name><surname>Junying</surname> <given-names>H.</given-names></name> <name><surname>Dianxuan</surname> <given-names>W.</given-names></name> <name><surname>Ke</surname> <given-names>B.</given-names></name></person-group> (<year>2019</year>). <article-title>Antimicrobial, plant growth-promoting and genomic properties of the peanut endophyte <italic>Bacillus velezensis</italic> LDO2</article-title>. <source>Microbiol. Res.</source> 218, 41&#x2013;48. doi: <pub-id pub-id-type="doi">10.1016/j.micres.2018.10.002</pub-id>, PMID: <pub-id pub-id-type="pmid">30454657</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Megan</surname> <given-names>G. B.</given-names></name> <name><surname>Wei-Chin</surname> <given-names>H.</given-names></name> <name><surname>Samuel</surname> <given-names>F. M.</given-names></name> <name><surname>Sarah</surname> <given-names>B. W.</given-names></name> <name><surname>Zhong</surname> <given-names>C.</given-names></name> <name><surname>Ryan</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Trade-offs, trade-ups, and high mutational parallelism underlie microbial adaptation during extreme cycles of feast and famine</article-title>. <source>Curr. Biol.</source> 34, 1403&#x2013;1413.e5. doi: <pub-id pub-id-type="doi">10.1016/j.cub.2024.02.040</pub-id>, PMID: <pub-id pub-id-type="pmid">38460514</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mike</surname> <given-names>L. A.</given-names></name> <name><surname>Stark</surname> <given-names>A. J.</given-names></name> <name><surname>Forsyth</surname> <given-names>V. S.</given-names></name> <name><surname>Vornhagen</surname> <given-names>J.</given-names></name> <name><surname>Smith</surname> <given-names>S. N.</given-names></name> <name><surname>Bachman</surname> <given-names>M. A.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>A systematic analysis of hypermucoviscosity and capsule reveals distinct and overlapping genes that impact <italic>Klebsiella pneumoniae</italic> fitness</article-title>. <source>PLoS Pathog.</source> <volume>17</volume>:<fpage>e1009376</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.ppat.1009376</pub-id>, PMID: <pub-id pub-id-type="pmid">33720976</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nan</surname> <given-names>Z.</given-names></name> <name><surname>Zhengqi</surname> <given-names>W.</given-names></name> <name><surname>Jiahui</surname> <given-names>S.</given-names></name> <name><surname>Zhihui</surname> <given-names>X.</given-names></name> <name><surname>Yunpeng</surname> <given-names>L.</given-names></name> <name><surname>Weibing</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Biocontrol mechanisms of <italic>Bacillus</italic>: improving the efficiency of green agriculture</article-title>. <source>Microb. Biotechnol.</source> 16, 2250&#x2013;2263. doi: <pub-id pub-id-type="doi">10.1111/1751-7915.14348</pub-id>, PMID: <pub-id pub-id-type="pmid">37837627</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nanqi</surname> <given-names>W.</given-names></name> <name><surname>Tianqi</surname> <given-names>W.</given-names></name> <name><surname>Chang Yeon</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>M.</given-names></name> <name><surname>Qiaofang</surname> <given-names>L.</given-names></name> <name><surname>Kunguang</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Microbiome convergence enables siderophore-secreting-rhizobacteria to improve iron nutrition and yield of peanut intercropped with maize</article-title>. <source>Nat. Commun.</source> 15:839. doi: <pub-id pub-id-type="doi">10.1038/s41467-024-45207-0</pub-id>, PMID: <pub-id pub-id-type="pmid">38287073</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Neha</surname> <given-names>A.</given-names></name> <name><surname>George</surname> <given-names>P. P.</given-names></name></person-group> (<year>2021</year>). <article-title>Microalgae strain improvement strategies: random mutagenesis and adaptive laboratory evolution</article-title>. <source>Trends Plant Sci.</source> 26, 1199&#x2013;1200. doi: <pub-id pub-id-type="doi">10.1016/j.tplants.2021.06.005</pub-id>, PMID: <pub-id pub-id-type="pmid">34226108</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Poltak</surname> <given-names>S. R.</given-names></name> <name><surname>Cooper</surname> <given-names>V. S.</given-names></name></person-group> (<year>2011</year>). <article-title>Ecological succession in long-term experimentally evolved biofilms produces synergistic communities</article-title>. <source>ISME J.</source> <volume>5</volume>, <fpage>369</fpage>&#x2013;<lpage>378</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ismej.2010.136</pub-id>, PMID: <pub-id pub-id-type="pmid">20811470</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reisenbauer</surname> <given-names>J. C.</given-names></name> <name><surname>Sicinski</surname> <given-names>K. M.</given-names></name> <name><surname>Arnold</surname> <given-names>F. H.</given-names></name></person-group> (<year>2024</year>). <article-title>Catalyzing the future: recent advances in chemical synthesis using enzymes</article-title>. <source>Curr. Opin. Chem. Biol.</source> <volume>83</volume>:<fpage>102536</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cbpa.2024.102536</pub-id>, PMID: <pub-id pub-id-type="pmid">39369557</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schwyn</surname> <given-names>B.</given-names></name> <name><surname>Neilands</surname> <given-names>J. B.</given-names></name></person-group> (<year>1987</year>). <article-title>Universal chemical assay for the detection and determination of siderophores</article-title>. <source>Anal. Biochem.</source> <volume>160</volume>, <fpage>47</fpage>&#x2013;<lpage>56</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0003-2697(87)90612-9</pub-id>, PMID: <pub-id pub-id-type="pmid">2952030</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shen</surname> <given-names>B.</given-names></name> <name><surname>Zhou</surname> <given-names>P.</given-names></name> <name><surname>Jiao</surname> <given-names>X.</given-names></name> <name><surname>Yao</surname> <given-names>Z.</given-names></name> <name><surname>Ye</surname> <given-names>L.</given-names></name> <name><surname>Yu</surname> <given-names>H.</given-names></name></person-group> (<year>2020</year>). <article-title>Fermentative production of vitamin E tocotrienols in <italic>Saccharomyces cerevisiae</italic> under cold-shock-triggered temperature control</article-title>. <source>Nat. Commun.</source> <volume>11</volume>:<fpage>5155</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-020-18958-9</pub-id>, PMID: <pub-id pub-id-type="pmid">33056995</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tan</surname> <given-names>J.</given-names></name> <name><surname>Kerstetter</surname> <given-names>J. E.</given-names></name> <name><surname>Turcotte</surname> <given-names>M. M.</given-names></name></person-group> (<year>2021</year>). <article-title>Eco-evolutionary interaction between microbiome presence and rapid biofilm evolution determines plant host fitness</article-title>. <source>Nat. Ecol. Evol.</source> <volume>5</volume>:<fpage>670</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41559-021-01406-2</pub-id>, PMID: <pub-id pub-id-type="pmid">33707690</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Teresa</surname> <given-names>E. C.</given-names></name> <name><surname>Shao-Yang</surname> <given-names>K.</given-names></name> <name><surname>Dougan</surname> <given-names>D. R.</given-names></name> <name><surname>Hans</surname> <given-names>J. V.</given-names></name> <name><surname>Leslie</surname> <given-names>W. T.</given-names></name></person-group> (<year>2000</year>). <article-title>The structure of the ferric siderophore binding protein FhuD complexed with gallichrome</article-title>. <source>Nat. Struct. Biol.</source> <volume>7</volume>, <fpage>287</fpage>&#x2013;<lpage>291</lpage>. doi: <pub-id pub-id-type="doi">10.1038/74048</pub-id>, PMID: <pub-id pub-id-type="pmid">10742172</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tzipilevich</surname> <given-names>E.</given-names></name> <name><surname>Russ</surname> <given-names>D.</given-names></name> <name><surname>Dangl</surname> <given-names>J. L.</given-names></name> <name><surname>Benfey</surname> <given-names>P. N.</given-names></name></person-group> (<year>2019</year>). <article-title>Plant immune system activation is necessary for efficient root colonization by auxin-secreting beneficial bacteria</article-title>. <source>Cell Host Microbe</source> <volume>29</volume>, <fpage>1507</fpage>&#x2013;<lpage>1520.e4</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2021.09.005</pub-id>, PMID: <pub-id pub-id-type="pmid">34610294</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>V&#x00E1;zquez</surname> <given-names>R.</given-names></name> <name><surname>Yevhen</surname> <given-names>P.</given-names></name> <name><surname>Young-Min</surname> <given-names>S.</given-names></name> <name><surname>Gunnar</surname> <given-names>J.</given-names></name> <name><surname>Stephan</surname> <given-names>G.</given-names></name></person-group> (<year>2021</year>). <article-title>Gradual opening of Smc arms in prokaryotic condensin</article-title>. <source>Cell Rep.</source> doi: <pub-id pub-id-type="doi">10.1016/j.celrep.2021.109051</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vittorio</surname> <given-names>V.</given-names></name> <name><surname>Cristina</surname> <given-names>B.</given-names></name></person-group> (<year>2021</year>). <article-title>A call to arms for cell&#x2013;cell interactions between bacteria in the plant microbiome</article-title>. <source>Trends Plant Sci.</source> <volume>26</volume>, <fpage>1126</fpage>&#x2013;<lpage>1132</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tplants.2021.07.007</pub-id>, PMID: <pub-id pub-id-type="pmid">34334316</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Walker</surname> <given-names>G. C.</given-names></name> <name><surname>Marchetti</surname> <given-names>M.</given-names></name> <name><surname>Capela</surname> <given-names>D.</given-names></name> <name><surname>Glew</surname> <given-names>M.</given-names></name> <name><surname>Cruveiller</surname> <given-names>S.</given-names></name> <name><surname>Chane-Woon-Ming</surname> <given-names>B.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Experimental evolution of a plant pathogen into a legume symbiont</article-title>. <source>PLoS Biol.</source> <volume>8</volume>:<fpage>e1000280</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pbio.1000280</pub-id>, PMID: <pub-id pub-id-type="pmid">20084095</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wenxin</surname> <given-names>H.</given-names></name> <name><surname>Hongjin</surname> <given-names>Z.</given-names></name></person-group> (<year>2021</year>). <article-title>Cryo-EM reveals unique structural features of the FhuCDB <italic>Escherichia coli</italic> ferrichrome importer</article-title>. <source>Commun. Biol.</source> 4:1383. doi: <pub-id pub-id-type="doi">10.1038/s42003-021-02916-2</pub-id>, PMID: <pub-id pub-id-type="pmid">34887516</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>Z.</given-names></name> <name><surname>Mandic-Mulec</surname> <given-names>I.</given-names></name> <name><surname>Zhang</surname> <given-names>H.</given-names></name> <name><surname>Liu</surname> <given-names>Y.</given-names></name> <name><surname>Sun</surname> <given-names>X.</given-names></name> <name><surname>Feng</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Antibiotic Bacillomycin D affects iron acquisition and biofilm formation in <italic>Bacillus velezensis</italic> through a Btr-mediated FeuABC-dependent pathway</article-title>. <source>Cell Rep.</source> <volume>29</volume>, <fpage>1192</fpage>&#x2013;<lpage>1202.e5</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.celrep.2019.09.061</pub-id>, PMID: <pub-id pub-id-type="pmid">31665633</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>J.</given-names></name> <name><surname>Hansen</surname> <given-names>L. G.</given-names></name> <name><surname>Gudich</surname> <given-names>O.</given-names></name> <name><surname>Viehrig</surname> <given-names>K.</given-names></name> <name><surname>Lassen</surname> <given-names>L. M. M.</given-names></name> <name><surname>Schr&#x00FC;bbers</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>A microbial supply chain for production of the anti-cancer drug vinblastine</article-title>. <source>Nature</source> <volume>609</volume>, <fpage>341</fpage>&#x2013;<lpage>347</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-022-05157-3</pub-id>, PMID: <pub-id pub-id-type="pmid">36045295</pub-id></citation></ref>
</ref-list>
</back>
</article>