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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Physiol.</journal-id>
<journal-title>Frontiers in Plant Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Physiol.</abbrev-journal-title>
<issn pub-type="epub">2813-821X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fphgy.2023.1308534</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Physiology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Deciphering the biological processes in root hairs required for N-self-fertilizing cereals</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Pree</surname>
<given-names>Simon</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2537651"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<contrib contrib-type="author">
<name>
<surname>Malekian</surname>
<given-names>Babak</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2556267"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sand&#xe9;n</surname>
<given-names>Hans</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/748120"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nicolaisen</surname>
<given-names>Mogens</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/441041"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Weckwerth</surname>
<given-names>Wolfram</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/13413"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vesterg&#xe5;rd</surname>
<given-names>Mette</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/664598"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Retzer</surname>
<given-names>Katarzyna</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Forest and Soil Sciences, Institute of Forest Ecology, University of Natural Resources and Life Sciences (BOKU)</institution>, <addr-line>Vienna</addr-line>, <country>Austria</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Agroecology, Aarhus University</institution>, <addr-line>Slagelse</addr-line>, <country>Denmark</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Functional and Evolutionary Ecology, Faculty of Life Sciences, Molecular Systems Biology (MoSys), University of Vienna</institution>, <addr-line>Wien</addr-line>, <country>Austria</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Vienna Metabolomics Center (VIME), University of Vienna</institution>, <addr-line>Wien</addr-line>, <country>Austria</country>
</aff>    <aff id="aff5">
<sup>5</sup>
<institution>Laboratory of Hormonal Regulations in Plants, Institute of Experimental Botany, Czech Academy of Sciences</institution>, <addr-line>Prague</addr-line>, <country>Czechia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Yasuyuki Kawaharada, Iwate University, Japan</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Kenji Yamada, Jagiellonian University, Poland</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Katarzyna Retzer, <email xlink:href="mailto:retzer@ueb.cas.cz">retzer@ueb.cas.cz</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>12</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>1</volume>
<elocation-id>1308534</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>10</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>12</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Pree, Malekian, Sand&#xe9;n, Nicolaisen, Weckwerth, Vesterg&#xe5;rd and Retzer</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Pree, Malekian, Sand&#xe9;n, Nicolaisen, Weckwerth, Vesterg&#xe5;rd and Retzer</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 need for increasing for crop productivity leads to a higher usage of synthetic fertilizers, which has tremendous effects on the environment. Nitrogen (N) is a crucial plant macronutrient, but the production of synthetic N fertilizer and its leakage into aquatic systems represent sources of environmental damage. To reduce the usage of synthetic fertilizers, current studies addressed innovative approaches to develop &#x201c;N-self-fertilizing&#x201d; crops that can utilize atmospheric nitrogen through enhanced interaction with the root microbiome. In this review we discuss recently obtained knowledge about the role of root hairs and their functions in root exudate secretion for plant-microbiome interactions. Recent studies have shown the beneficial impact of root hairs and exudate secretion on the recruitment of N<sub>2</sub> fixing bacteria. Root hair plays a crucial role in shaping the rhizosphere, and first insights into the biological processes that underpin root hair formation and function in relation to microbiome interaction were gained. We summarize to which extent this knowledge can be applied to develop cereals with an enhanced ability to benefit from N<sub>2</sub> fixing bacteria. Finally, we describe non-destructive methods and their limitations to study root hair growth directly in the field under natural growth conditions.</p>
</abstract>
<kwd-group>
<kwd>root hair</kwd>
<kwd>root hair phenotyping</kwd>
<kwd>in-field phenotyping</kwd>
<kwd>minirhizotron</kwd>
<kwd>root-microbiome interactions</kwd>
</kwd-group>
<contract-num rid="cn001">101060057</contract-num>
<contract-sponsor id="cn001">HORIZON EUROPE Framework Programme<named-content content-type="fundref-id">10.13039/100018693</named-content>
</contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="89"/>
<page-count count="8"/>
<word-count count="3590"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Environmental Interactions</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The increasing population and the loss of fertile soil requires holistic approaches to enhance sustainable agriculture (<xref ref-type="bibr" rid="B59">Retzer and Weckwerth, 2023</xref>). Studies have shown that cereal crops deficient in root hair outgrowth exhibit reduced fitness (<xref ref-type="bibr" rid="B24">Giehl and von Wir&#xe9;n, 2014</xref>; <xref ref-type="bibr" rid="B46">Lopez et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B81">Xu et&#xa0;al., 2023</xref>). Root hair formation is a highly conserved process among plant species (<xref ref-type="bibr" rid="B13">Cui et&#xa0;al., 2018</xref>). The fate of root epidermal cells, which differentiate into either root hair or non-hair cells, is determined by a complex interplay of intrinsic and extrinsic cues that results in a predictable but highly plastic pattern of epidermal cells that can vary in shape, size, and function (<xref ref-type="bibr" rid="B15">Datta et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B27">Grierson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B47">Mangano et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B58">Retzer and Weckwerth, 2021</xref>). Environmental information, which also includes the nutrient status of the soil, can be integrated at multiple points in the root hair morphogenetic pathway and affects multifaceted processes at the chromatin, transcriptional, and post-transcriptional levels (<xref ref-type="bibr" rid="B15">Datta et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B24">Giehl and von Wir&#xe9;n, 2014</xref>; <xref ref-type="bibr" rid="B80">Wu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B58">Retzer and Weckwerth, 2021</xref>; <xref ref-type="bibr" rid="B33">Jia et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B81">Xu et&#xa0;al., 2023</xref>). Root hair outgrowth enlarges the root surface area in an energy and resource efficient way, facilitating efficient nutrient and water uptake, while root exudate secretion via root hairs may regulate the associate microbiome and enhance the prevalence of beneficial microorganisms that protect plants from pathogens and that provide additional nutrients (<xref ref-type="bibr" rid="B53">Pang et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B54">Pe&#x10d;enkov&#xe1; et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Holz et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B38">Kohli et&#xa0;al., 2022</xref>). The rhizosphere, which is the region of soil affected by the roots, is home to a diverse microbial community that can influence plant growth, fitness, and productivity (<xref ref-type="bibr" rid="B8">Canarini et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B7">Cadot et&#xa0;al., 2021</xref>). In addition, the presence of root hairs can affect the composition and function of the rhizosphere microbiome by providing a physical substrate for microbial attachment and colonization (<xref ref-type="bibr" rid="B8">Canarini et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B38">Kohli et&#xa0;al., 2022</xref>). The role of root hairs in exudate secretion and its importance particularly in attracting nitrogen-fixing bacteria, and the putative role of symbiotic cooperation for plant N-self-fertilization is intensively discussed (<xref ref-type="bibr" rid="B62">Rodriguez et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B74">Trivedi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B87">Zhang et&#xa0;al., 2023</xref>). Recent research has shown that symbiotic bacteria may be key to producing better crops and reduce the application of synthetic fertilizers (<xref ref-type="bibr" rid="B65">Saleem et&#xa0;al., 2018</xref>).</p>
<p>Efficient nitrogen (N) acquisition is vital for plant fitness, as it is one of the most important macronutrients alongside phosphorus (<xref ref-type="bibr" rid="B79">Weckwerth et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B6">Burgess et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B66">Sepp et&#xa0;al., 2023</xref>). Synthetic N fertilizers have played a significant role in modern agriculture, however, they have negative effects on the environment due to their impact on greenhouse gas emissions and pollution (<xref ref-type="bibr" rid="B63">Rosenblueth et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B6">Burgess et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>). Overuse of synthetic fertilizers has resulted in a significant environmental crisis, including reduced biodiversity in aquatic environments, among others caused by increased algae growth (<xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2020</xref>). The production of synthetic nitrogen fertilizer is an energy-intensive process that requires the use large amounts of energy, resulting in significant carbon dioxide emissions into the atmosphere (<xref ref-type="bibr" rid="B10">Chai et&#xa0;al., 2019</xref>) along with nitrogen gas emissions, which can exacerbate climate change even more compared to carbon dioxide (<xref ref-type="bibr" rid="B10">Chai et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B52">Pan et&#xa0;al., 2022</xref>).</p>
<p>In this review we summarize the recent progress in understanding how root hairs contribute to microbiome assembly and the potential of cereals to interact with N<sub>2</sub> fixing bacteria. Improved cereal and root-microbiome interactions have the potential to substantially enhance biological N fixation (BNF), which would reduce pollution (<xref ref-type="bibr" rid="B28">Guo et&#xa0;al., 2023</xref>).</p>
</sec>
<sec id="s2">
<label>2</label>
<title>The potential of cereals to benefit from N<sub>2</sub> fixing bacteria</title>
<p>Diazotrophic bacteria are capable of fixing atmospheric nitrogen into e.g. ammonia and providing it to plants in exchange for carbon resources (<xref ref-type="bibr" rid="B63">Rosenblueth et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B28">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B87">Zhang et&#xa0;al., 2023</xref>). Especially, the symbiosis between legumes and nitrogen-fixing bacteria is well studied, because it contributes to efficient N-self-fertilization, which can also be beneficial for other crops grown at the same field (<xref ref-type="bibr" rid="B63">Rosenblueth et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B28">Guo et&#xa0;al., 2023</xref>). Also cereals possess the potential to interact with N2 fixing bacteria, although these interactions do not reach the N fixing potential of legumes (<xref ref-type="bibr" rid="B63">Rosenblueth et&#xa0;al., 2018</xref>). Monocots were shown to interact with both associative and endophytic diazotrophs (<xref ref-type="bibr" rid="B9">Carvalho et&#xa0;al., 2014</xref>). Associative diazotrophic bacteria colonize the rhizosphere or root surface without forming an endosymbiotic relationship with them, whereas endophytic diazotrophic bacteria reside within plant tissues without causing any apparent harm to their hosts (<xref ref-type="bibr" rid="B9">Carvalho et&#xa0;al., 2014</xref>). The term self-fertilizing crops is recently frequently used to describe crops that form relationships with nitrogen-fixing microbes and the goal of recent research is to develop cereals that draw gaseous nitrogen directly from the soil, reducing the need for fertilizer and lowering farmer costs while mitigating environmental impacts.</p>
<p>In the past decade, several studies have shown that engineering plants to more efficiently harness microbiome interactions to enhance nitrogen availability and N use efficiency (NUE) is a promising approach to improve cereal fitness (<xref ref-type="bibr" rid="B29">Haskett et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B83">Yang et&#xa0;al., 2023</xref>). Modifications of cereals were divided into three categories, from first to third generation of N-self-fertilizing cereals, depending on the biological process targeted to improve N allocation (<xref ref-type="bibr" rid="B28">Guo et&#xa0;al., 2023</xref>). In the first generation, directly interaction with N<sub>2</sub> fixing microbial communities is enhanced, whereby especially barley showed a high potential to attract N<sub>2</sub> fixing bacteria with subsequent plant uptake of the fixed ammonia from the surrounding soil (<xref ref-type="bibr" rid="B39">Kozhemyakov, 1989</xref>; <xref ref-type="bibr" rid="B29">Haskett et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B19">Escudero-Martinez and Bulgarelli, 2023</xref>). The second-generation targets to transfer N fixation into the root, similar to the nodulation process of legumes, whereas third generation includes autonomous N fixation in plant organelles (<xref ref-type="bibr" rid="B11">Chakraborty et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B28">Guo et&#xa0;al., 2023</xref>). Other approaches for NUE enhancement in cereals are related to biological nitrification inhibition by root exudates and were discussed recently for more information see <xref ref-type="bibr" rid="B23">Ghatak et al. (2023)</xref>.</p>
<p>All approaches to enhance NUE are still under investigation but have the potential to reduce the problems caused by the overuse of synthetic nitrogen fertilizer. Different strategies can be followed here. Genome editing of involved processes and screening of natural genetic variation for marker-assisted breeding (<xref ref-type="bibr" rid="B79">Weckwerth et&#xa0;al., 2020</xref>). The laws governing the usage and commercialization of genetically modified crops (GMO) for agricultural purposes vary across the globe (<xref ref-type="bibr" rid="B75">Turnbull et&#xa0;al., 2021</xref>). Some countries have banned GMOs altogether, while others have strict regulations in place (<xref ref-type="bibr" rid="B79">Weckwerth et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B75">Turnbull et&#xa0;al., 2021</xref>). In countries that banned in-field studies of GMOs the screening of large cereal germplasm to breed cereal cultivars with genetically enhanced NUE is still one of the most promising strategies (<xref ref-type="bibr" rid="B79">Weckwerth et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>). In countries that don&#x2019;t banned GMOs on the other hand it is highly promising to genetically engineer cereals to secrete enhanced amounts of certain root exudates that are tailored for specific diazotrophs (<xref ref-type="bibr" rid="B11">Chakraborty et&#xa0;al., 2023</xref>). Rhizopines are compounds that serve as C and N source for rhizobia, and recently engineered barley plants secreting rhizopines managed to attract diazotrophs (<xref ref-type="bibr" rid="B29">Haskett et&#xa0;al., 2022</xref>). Also here, the systematic analysis of large germplasm collections and natural variation of their root exudate metabolomes is a highly promising approach (<xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>).</p>
<p>Selection of more efficient varieties or engineered plants could facilitate field symbiosis with N-fixing microorganisms. Moreover, the enrichment of N<sub>2</sub> fixing microorganisms could also attract other beneficial bacteria. Plant interactions with non-diazotrophic bacteria can steer root growth plasticity. As an example, auxin-producing bacteria in barley rhizosheath have been shown to promote root hair outgrowth, which enhances barley yield by increasing spike number during drought (<xref ref-type="bibr" rid="B81">Xu et&#xa0;al., 2023</xref>). Furthermore, root hair function was already linked to efficient microbiome attraction in barley, as root hairless barley mutants showed reduced secretion and rhizosheath accumulation (<xref ref-type="bibr" rid="B61">Robertson-Albertyn et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B21">Galloway et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s3">
<label>3</label>
<title>Root exudates govern root microbiome assembly</title>
<p>Plants can allocate as much as 50% of their carbon-based metabolites belowground in root biomass and root exudates (<xref ref-type="bibr" rid="B43">Kuzyakov and Domanski, 2000</xref>). Root exudates play an important role in the recruitment of mycorrhizal fungi and plant growth-promoting rhizobacteria (PGPR) (<xref ref-type="bibr" rid="B77">Vives-Peris et&#xa0;al., 2020</xref>). Exudates are composed of varying mixtures of primary and secondary metabolites, depending on available resources and the sum of environmental stimuli (<xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>). Carbon and nitrogen are key elements that build up and keep a plant body efficiently growing, and at the end determine biomass and yield production (<xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>). C is fixed by plants in the leaves through photosynthesis as carbohydrates, which are transported through the plant body and are further metabolized to contribute as signaling molecules, energy source or cellular building blocks (<xref ref-type="bibr" rid="B80">Wu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B58">Retzer and Weckwerth, 2021</xref>; <xref ref-type="bibr" rid="B21">Galloway et&#xa0;al., 2022</xref>). Root exudates include carbohydrates, amino acids, flavonoids and other primary and secondary metabolites, that supply microorganisms with carbon, and beneficial microbes secrete ammonia and other compounds that are on the other hand beneficial for the host (<xref ref-type="bibr" rid="B77">Vives-Peris et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>). So far, it is not fully understood if composition and secretion rate is actively modulated depending on external stimuli of the root. However, there is ample of evidence that e.g. drought stress changes subsequently root exudation and its impact on the soil microbiome (<xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>). To heterotrophic microorganisms, the primary metabolites exuded by roots are a source of easily available carbon for growth and energy. The rhizosphere is therefore a zone of high microbial activity, and the enhanced availability of easily accessible organic substrates typically favors the growth of selected microbial taxa characterized by high growth rates under conditions of ample nutrient supply (<xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>). In addition, the composition of root microbiomes is governed by root secondary metabolites. Comparisons of microbiomes of wildtype <italic>Arabidopsis thaliana</italic> and accessions carrying mutations in secondary metabolic pathways revealed that root production of various glucosinolates, flavonoids, camalexins, coumarins and defense hormones modulate the composition and diversity of bacterial and fungal root communities (<xref ref-type="bibr" rid="B70">Stringlis et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B41">Kudjordjie et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B67">Sikder et&#xa0;al., 2022</xref>). Similarly, the production of benzoxazinoids in <italic>Zea mays</italic> plays a significant role for the selection of root microbiomes (<xref ref-type="bibr" rid="B42">Kudjordjie et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B7">Cadot et&#xa0;al., 2021</xref>).</p>
<p>Interestingly, flavonoids in root exudates of non-leguminous plants appear to play a role in the enrichment of diazotrophs in the root microbiome. Exogenous addition of the flavonoids naringenin and daidzein enhanced root colonization of the N<sub>2</sub> fixing bacteria <italic>Azorhizobium caulinodans</italic> and <italic>Herbaspirillum seropedicae</italic> in <italic>A. thaliana</italic> and wheat (<xref ref-type="bibr" rid="B25">Gough et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B78">Webster et&#xa0;al., 1998</xref>). Likewise, in wheat, exogenous addition of naringenin, daidzein, genisten, myricetin and apigenin promoted N<sub>2</sub> fixing <italic>A. brasiliense</italic> (<xref ref-type="bibr" rid="B78">Webster et&#xa0;al., 1998</xref>). Whereas the above studies demonstrated that experimental supplementation of flavonoid compounds stimulate diazotroph colonization, a recent study demonstrated that excess flavonoid production by <italic>A. thaliana</italic> plants resulted in an enrichment of N<sub>2</sub> fixing <italic>Azospirillum</italic> in the root microbiome (<xref ref-type="bibr" rid="B41">Kudjordjie et&#xa0;al., 2021</xref>). Further, root microbiomes of rice mutants with excess apigenin contents in roots and root exudates were enriched with diazotrophic bacteria, probably coupled to apigenin-enhanced diazoptrophic biofilm formation and root colonization (<xref ref-type="bibr" rid="B82">Yan et&#xa0;al., 2022</xref>). Hence, these studies suggest that flavonoids may not only regulate the establishment of N<sub>2 </sub>fixing Rhizobia symbionts in legumes, but play a similar role for the establishment of non-symbiotic diazotrophs in the root microbiome of non-legumes. The identification of several naringenin-regulated genes in the diazotroph <italic>H. seropedicae</italic> which are predicted to be involved in root colonization (<xref ref-type="bibr" rid="B72">Tadra-Sfeir et&#xa0;al., 2011</xref>) further lends support to the significance of flavonoids in non-leguminous root recruitment of N<sub>2 </sub>fixing bacteria.</p>
<p>Root exudates also modify soil properties, which includes alteration of soil pH to solubilize nutrients into assimilable forms. Modulation of pH also defines which microbiomes accumulate in the rhizosphere (<xref ref-type="bibr" rid="B81">Xu et&#xa0;al., 2023</xref>). The open research questions are therefore a, how exudates are released into the soil and b, how the release is regulated at cellular and molecular level, and c, how are exudates regulating microbes and stress resilience. Although crucial for plant productivity and studied in different model and crop plants, details about molecular mechanisms that underpin root exudate secretion are still elusive.</p>
</sec>
<sec id="s4">
<label>4</label>
<title>Root hairs are important for plant-microbe interactions</title>
<p>Plants evolved a fine-tuned network of intracellular processes to adapt to environmental changes leading to fast adaptation responses. Among other root growth responses, root hair outgrowth and exudate release belong to the so-called fast responses (<xref ref-type="bibr" rid="B58">Retzer and Weckwerth, 2021</xref>; <xref ref-type="bibr" rid="B59">Retzer and Weckwerth, 2023</xref>). Root hairs are extensions of the epidermal cells of roots that increase the surface area of the root and facilitate nutrient and water uptake from the soil (<xref ref-type="bibr" rid="B27">Grierson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B80">Wu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B58">Retzer and Weckwerth, 2021</xref>). Root hair outgrowth is a spatially and temporally highly regulated process and continuously further regulatory molecular players are identified and characterized (<xref ref-type="bibr" rid="B64">Rounds and Bezanilla, 2013</xref>; <xref ref-type="bibr" rid="B27">Grierson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B45">Leyser, 2018</xref>; <xref ref-type="bibr" rid="B88">Zhu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B18">Eljebbawi et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B22">Garc&#xed;a-Gonz&#xe1;lez et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B40">Kub&#x11b;nov&#xe1; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B69">Starodubtseva et&#xa0;al., 2022</xref>). Xu et&#xa0;al. (2023) identified beneficial microbes that secrete indole-3-acetic acid (IAA), also known as auxin, a phytohormone that regulates root hair outgrowth in plants (<xref ref-type="bibr" rid="B81">Xu et&#xa0;al., 2023</xref>). This correlates with studies that show that root hair less barley plants interact less with microbes (<xref ref-type="bibr" rid="B61">Robertson-Albertyn et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B81">Xu et&#xa0;al., 2023</xref>).</p>
<p>Plant produced auxin is actively transported to different areas of the root to orchestrate root hair outgrowth (<xref ref-type="bibr" rid="B34">Jones et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B27">Grierson et&#xa0;al., 2014</xref>). In <italic>Arabidopsis thaliana</italic> auxin signaling pathways are activated to induce root hair formation to enhance nitrogen uptake under low nitrogen growth conditions (<xref ref-type="bibr" rid="B33">Jia et&#xa0;al., 2023</xref>). Evolutionary conserved auxin transporters, including AUXIN RESISTANT1 (AUX1) and PIN-FORMED2 (PIN2), canalize auxin from the root apex towards the root elongation zone to orchestrate root hair spacing, abundance, elongation rate and function (<xref ref-type="bibr" rid="B60">Rigas et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B27">Grierson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B16">Dindas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B57">Retzer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B44">Lacek et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B76">Villa&#xe9;cija-Aguilar et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B33">Jia et&#xa0;al., 2023</xref>). Overall, exact spatial and temporal modulation of auxin synthesis, transport and signaling defines from early developmental stages every aspect of growth adaptation and cellular function (<xref ref-type="bibr" rid="B55">Pitts et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B17">Dolan, 2001</xref>; <xref ref-type="bibr" rid="B26">Grebe, 2004</xref>; <xref ref-type="bibr" rid="B35">Kiefer et&#xa0;al., 2015</xref>). Changing growth conditions require the adjustment of auxin homeostasis modulation to ensure efficient plant growth and fitness (<xref ref-type="bibr" rid="B5">Barrada et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B89">Zwiewka et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B50">Mroue et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B22">Garc&#xed;a-Gonz&#xe1;lez et&#xa0;al., 2021</xref>). Plasticity of the root metabolome, and therefore the pool of available exudates, is also tightly coupled to auxin regulated signaling pathways (<xref ref-type="bibr" rid="B31">Hildreth et&#xa0;al., 2020</xref>). The photo assimilates and their metabolic products are transported through the plant body or directly produced in the root or even root hair and depending on their properties actively or passively secreted into the soil (<xref ref-type="bibr" rid="B8">Canarini et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B58">Retzer and Weckwerth, 2021</xref>; <xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>).</p>
<p>Root hair outgrowth and function were extensively studied in the model plant <italic>A. thaliana</italic> to understand the molecular mechanisms underlying root hair development, that form a multi-layered gene regulatory network that enables the plant to respond flexibly and adequately to multiple signals (<xref ref-type="bibr" rid="B22">Garc&#xed;a-Gonz&#xe1;lez et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B58">Retzer and Weckwerth, 2021</xref>). Cereals, including barley, share conserved molecular mechanisms with <italic>A. thaliana</italic> in regulating root hair growth (<xref ref-type="bibr" rid="B30">He et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B1">Alexander et&#xa0;al., 2019</xref>). Rice auxin-resistant mutants show the same root growth defects known from <italic>A. thaliana</italic>, including strongly reduced potential of auxin regulated root hair outgrowth (<xref ref-type="bibr" rid="B49">Meng et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B48">Meng et&#xa0;al., 2019</xref>). The continuously growing genetic and molecular tool box of mutants and reporter lines to study auxin homeostasis in barley shows that molecular processes that underpin auxin regulated root growth processes are conserved between cereals and <italic>A. thaliana</italic> (<xref ref-type="bibr" rid="B37">Kirschner et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B36">Kirschner et&#xa0;al., 2018</xref>). Also other molecular key players that are associated with efficient root hair formation and elongation were found to be crucial in barley for root hair development. Hence, homologues of &#x3b2;-expansin HvEXPB7 that steer efficient root hair elongation were also described in other plant species (<xref ref-type="bibr" rid="B30">He et&#xa0;al., 2015</xref>). HvEXB7 is furthermore a positive regulator of barley drought tolerance, which makes it further interesting to investigate the interplay of root hairs, exudate secretion and influence of PGPRs under extreme environmental conditions in cereals (<xref ref-type="bibr" rid="B30">He et&#xa0;al., 2015</xref>). The obtained knowledge can be transferred also to other crop species.</p>
</sec>
<sec id="s5">
<label>5</label>
<title>Ongoing development of research tools to dissect the role of root hair in field experiments</title>
<p>Phenotyping root hair growth plasticity is a crucial aspect of plant research (<xref ref-type="bibr" rid="B51">M&#xfc;ller and Schmidt, 2004</xref>; <xref ref-type="bibr" rid="B80">Wu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B58">Retzer and Weckwerth, 2021</xref>). Recently, new phenotyping approaches have been developed to track root growth, including root hairs, in the field (<xref ref-type="bibr" rid="B84">York, 2019</xref>; <xref ref-type="bibr" rid="B68">Song et&#xa0;al., 2021</xref>). Root phenotyping techniques have seen significant improvements in terms of reduced destructiveness, image resolution and processing time (<xref ref-type="bibr" rid="B4">Atkinson et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B68">Song et&#xa0;al., 2021</xref>), and have enabled researchers to study root systems in greater detail, which is essential for crop selection and adaptation to emerging environmental challenges. Among advanced high-throughput root phenotyping approaches is the development of so-called minirhizotrons, devices that allow researchers to observe and study root systems in situ, allows tracking of dynamic root growth directly in the soil and are the least destructive method in the field (<xref ref-type="bibr" rid="B2">Arnaud et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B56">Rajurkar et&#xa0;al., 2022</xref>). Minirhizotrons are transparent tubes that are inserted into the soil, and root images are taken with cameras that are moved along the tube, and new imaging and detection systems are continuously developed to enhance resolution of the images (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) (<xref ref-type="bibr" rid="B71">Svane et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B86">Yu et&#xa0;al., 2020</xref>). In combination with high-resolution cameras, the application of minirhizotrons can support evaluation of root hair outgrowth deep in the soil over longer time periods. Together with further root sampling and phenotyping methods, such as shovelomics and soil coring, which are destructive because the roots are separated from the soil, the usage of minirhizotrons enables to depict dynamic root growth processes under natural conditions directly in the field (<xref ref-type="bibr" rid="B2">Arnaud et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B20">Freschet et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B85">York et&#xa0;al., 2022</xref>). Tracking root hair outgrowth directly in the soil will result in a better understanding of how plants interact with their environment and how they respond to individual stimuli.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The minirhizotron system is a powerful tool for studying root growth and development in plants. Its non-destructive nature allows researchers to observe living roots in soil from season to season, while its high-resolution imaging capabilities enable tracking of root growth and hair outgrowth under natural growth conditions. The minirhizotron system has been used in many studies to investigate the effects of various environmental factors on root growth and development.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fphgy-01-1308534-g001.tif"/>
</fig>
<p>Functional root phenotyping can be linked with high-throughput OMICS analysis of samples taken from the plants and soil in the field (<xref ref-type="bibr" rid="B84">York, 2019</xref>; <xref ref-type="bibr" rid="B23">Ghatak et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B59">Retzer and Weckwerth, 2023</xref>). The high-throughput approaches result in a large amount of collected molecular and image data, which nowadays often becomes the bottleneck in phenomics (<xref ref-type="bibr" rid="B68">Song et&#xa0;al., 2021</xref>). New deep learning software tools are constantly being developed and possess the potential to increase data processing speed and accuracy (<xref ref-type="bibr" rid="B14">Danilevicz et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B3">Arya et&#xa0;al., 2022</xref>). Root hairs are often hard to distinguish from the soil, which can make it challenging to study them in image analysis tools. High-quality images of roots that show a good contrast between the root hairs and the soil are required for efficient image analysis, therefore usage of good cameras is beneficial for further processing, which includes enhancing of image quality by pre-processing, segmentation of the root and root hairs from the soil, feature extraction and finally the classification of obtained data (<xref ref-type="bibr" rid="B73">Taylor et&#xa0;al., 1990</xref>).</p>
</sec>
<sec id="s6" sec-type="conclusions">
<label>6</label>
<title>Conclusions</title>
<p>To cope with energy-demanding and harmful growth conditions, plants adjust their growth pattern and cell functions. Modulation of root growth allows the plant to grow towards resources, whereby especially root hair outgrowth enlarges the surface area to enhance uptake of nutrients and water. Furthermore, root hairs play a crucial role for plant-microbiome interaction, among others by secreting root exudates to enhance the recruitment of beneficial microorganisms. Nitrogen-fixing bacteria are particularly important, because they secure crucial N input that is required for sustainable agriculture.</p>
<p>Further studies are required to better understand the biological processes that positively influence root-microbe interactions and their impact on plant growth. In particular, we need to gain a better understanding of the role of root hairs in the interaction of plants with N<sub>2</sub> fixing microbes. It is also essential to improve undisruptive, high-throughput phenotyping of roots to study root hair growth directly in the field. Combining the data obtained from phenotyping under natural conditions with studies of the dynamic adaptation in exudate secretion will provide valuable insights into the complex mechanisms that underpin plant-microbiome interactions.</p>
<p>In addition, future applications of enhanced symbiosis of cereals with nitrogen-fixing bacteria will help mitigate climate change by reducing the need for synthetic fertilizers and promoting sustainable agricultural practices.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>SP: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. BM: Writing &#x2013; review &amp; editing. HS: Writing &#x2013; review &amp; editing. MN:&#xa0;Writing &#x2013; review &amp; editing. WW: Writing &#x2013; original draft. MV: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. KR: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. SP, BM, MN, MV and KR are financially supported by the BarleyMicroBreed project, that has received funding from the European Union&#xb4;s Horizon Europe research and innovation program under Grant Agreement No. 101060057.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The 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 id="s10" sec-type="disclaimer">
<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>
<sec id="s11" sec-type="disclaimer">
<title>Author disclaimer</title>
<p>Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Research Executive Agency (REA). Neither the European Union nor the granting authority can be held responsible for them.</p>
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