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. 2022 Feb 3;24(8):3264–3272. doi: 10.1111/1462-2920.15926

Back to our roots: exploring the role of root morphology as a mediator of beneficial plant–microbe interactions

Courtney Horn Herms 1, Rosanna Catherine Hennessy 1,, Frederik Bak 1, Dorte Bodin Dresbøll 2, Mette Haubjerg Nicolaisen 1
PMCID: PMC9543362  PMID: 35106901

Summary

Plant breeding for belowground traits that have a positive impact on the rhizosphere microbiome is a promising strategy to sustainably improve crop yields. Root architecture and morphology are understudied plant breeding targets despite their potential to significantly shape microbial community structure and function in the rhizosphere. In this review, we explore the relationship between various root architectural and morphological traits and rhizosphere interactions, focusing on the potential of root diameter to impact the rhizosphere microbiome structure and function while discussing the potential biological and ecological mechanisms underpinning this process. In addition, we propose three future research avenues to drive this research area in an effort to unravel the effect of belowground traits on rhizosphere microbiology. This knowledge will pave the way for new plant breeding strategies that can be exploited for sustainable and high‐yielding crop cultivars.

Introduction

By the year 2050, the global agricultural output will need to increase in order to feed 10 billion people, but without increasing the amount of land used for cultivation (Tian et al., 2021). Traditional strategies, namely, fertilizer and pesticide applications, are not long‐term solutions to increased crop productivity due to their harmful effects on the environment. Plant breeding technologies have been successfully used to breed for high yielding crops (Yu et al., 2021). However, despite the progress made in plant breeding, high‐performing cultivars still struggle in the face of challenging climatic and stress scenarios (Shew et al., 2020). This may be attributed to the negative belowground effects of crop domestication and breeding for, i.e. aboveground traits on the plant root microbiome and plant–microbe interactions in the rhizosphere (Szoboszlay et al., 2015; Pérez‐Jaramillo et al., 2018; Kavamura et al., 2020). The rhizosphere is a dynamic environment governed by a highly complex network of interactions between plants and diverse soil organisms. Each organism inhabiting the rhizosphere plays a role in ecological processes, e.g. nutrient cycling, competition, symbiosis and even microscopic predation. The microorganisms in the soil, notably bacteria and fungi, are also capable of providing benefits to the plant host such as preventing fungal and bacterial infections (Cheng et al., 2019), increasing drought and salinity tolerance (Etesami and Beattie, 2018; De Vries et al., 2020), and improving plant nutrient acquisition (Pii et al., 2015). These beneficial effects of belowground plant‐associated rhizobacteria on crop health and productivity have been well‐documented since the 1970s (Vessey, 2003).

Hence, harnessing the rhizosphere microbiome through the promotion of its beneficial effects on crop health and productivity is a promising strategy to fortify our future food supply without damaging the environment (Bakker et al., 2012). While the use of microbial inoculants has been substantially researched and recently reviewed in Basu et al. (2021), the approach of engineering the microbiome by plant breeding is only just now coming into focus. Specifically, microbiome‐based approaches for sustainable agriculture should bolster plant‐beneficial rhizosphere microbiome traits through plant breeding strategies that take into account the effect on the rhizosphere, not just yield (Fig. 1). Breeding for pathogen resistance in bean was shown to improve antifungal functions in the root microbiome (Mendes et al., 2018, 2019), highlighting that breeding for increased crop health and productivity via the rhizosphere microbiome is a propitious avenue for sustainable agriculture.

Fig. 1.

Fig. 1

A. Traditional plant breeding strategies focus on above ground (most common) or below ground (rarely) traits with no concern for effect on plant microbiome. This may result in negative impacts on holobiont functioning through off‐target effects on the root microbiome and reduces overall plant performance despite the intended breeding outcome.

B. A bottom‐up plant breeding approach should be used in combination with breeding for yield. The proposed strategy first identifies the root traits showing an effect on the rhizosphere. It then breeds for the root traits, which promote a healthy rhizosphere function (diversity, antagonism, abiotic stress fortification, etc.). This has a positive impact on the holobiont and holistically improves plant performance with long‐term success. ISR, induced systemic resistance (Created with Biorender.com).

Only recently has work been done to link specific plant genes to the rhizosphere microbiome through genome‐wide association studies (Bergelson et al., 2019; Deng et al., 2021). As this work continues, plant breeding can target these plant genes for improved rhizobacterial function for enhanced plant performance. However, many of these genes have wide‐ranging functions such as cell‐wall integrity and systemic immunity (Bergelson et al., 2019), and thus may not be good targets for plant breeding due to off‐target effects. Alternatively, since the genetic loci for root phenotypic traits continue to be unravelled with higher resolution (Rufo et al., 2020), plant breeding can shift towards manipulating root traits that improve microbial colonization and functioning in the rhizosphere.

Root architecture and morphology are essential for plant resource acquisition, and different root ideotypes have been suggested as breeding targets for climate‐resilient genotypes (Ober et al., 2021). However, lacking attention is the untapped potential of root architecture and morphology as a plant breeding target for an improved rhizosphere microbiome. Root architecture describes the spatial configuration of the entire root system, and includes traits such as root system length, root density, root branching and branching intensity, root angle, and biomass (Bardgett et al., 2014). Root morphology describes the physical traits of the individual root such as diameter, surface area, cell wall structure, root hairs and specific root length (Bardgett et al., 2014). The focus of this review is therefore to draw attention to the overlooked importance of root architecture and morphology, especially root diameter, in mediating beneficial rhizosphere interactions, thereby proposing a paradigm shift in plant breeding towards below ground root traits to improve rhizosphere microbiome functioning. We also propose root diameter in particular as an important plant breeding target for a robust rhizosphere microbiome, and hypothesize the potential mechanisms by which root diameter can mediate beneficial rhizosphere interactions.

Root‐driven bacterial assembly and function on the root

One of the most important drivers of rhizosphere development is the plant itself (Bulgarelli et al., 2013). Plant species identity is a strong determinant of bacterial community structure in the rhizosphere (Schmid et al., 2019), and plant roots in particular are capable of selecting and filtering soil bacteria to uniquely shape the microbiome in each section of the root (i.e. rhizosphere, rhizoplane and endosphere; Edwards et al., 2015). This is due to the many plant root traits which impact bacterial colonization and function, namely, root exudation as well as root architecture and morphology.

Currently, the most well‐studied trait in rhizosphere microbiome development is root exudation. Root exudates are molecules, e.g. sugars, amino acids and organic acids, secreted by the plant, responsible for attracting bacteria from the soil to the root system. They create a hospitable environment for microorganisms by serving as a carbon source and providing necessary nutrients. The unique fingerprint of the root exudation profile of a plant contributes heavily to the recruitment, colonization and function of specific rhizobacteria (Sasse et al., 2018). For example, the content of the exudates is reflected in the presence of rhizobacterial genes that degrade those specific exudates (Song et al., 2020). Similarly, rhizobacteria that flourish on plant roots have higher metabolic potential in regards to root exudates. e.g. organic acids compared to bulk soil microorganisms (Zhalnina et al., 2018). Specific root exudates can even be linked to the recruitment of certain bacterial taxa (Neal et al., 2012; Vieira et al., 2020). The production of bacterial secondary metabolites such as siderophores, cyclic lipopeptides and antibiotics is an important indicator of overall rhizosphere microbiome functioning and can also be dictated by plant root exudates. For example, the regulation of cyclic lipopeptide synthesis is influenced by various plant exudates, e.g. arbutin and phenyl‐β‐d‐glucopyranoside (Christiansen et al., 2020). Thus, the plant is capable of shaping its rhizosphere by attracting bacteria that are well‐suited to grow in the presence of its root exudates. Yet, the balance between an established plant microbiome and one that the plant continuously builds in response to various stressors, i.e. the cry‐for‐help theory (Liu et al., 2021), is still under debate.

Root architecture and root morphology are root traits that also impact rhizosphere microbiome assembly and function, yet have not been as thoroughly studied in connection to microbial assembly and function as root exudation. Thus, we are emphasizing the overlooked importance of root architecture and morphology in mediating beneficial plant–microbe interactions.

Root architecture traits have the potential to affect the rhizosphere microbiome through its impact on the root system as a whole. Microbial diversity in the rhizosphere can be linked to various root architecture traits such as root system length, biomass and branching intensity (Eisenhauer et al., 2017; Wang et al., 2017; Iannucci et al., 2021; King et al., 2021). Many root architecture traits are related to root system size, and thus, a positive correlation between rhizobacterial colonization levels and root architecture traits are not unexpected.

Root morphological traits impact the rhizosphere microbiome by altering specifically the interface of the plant–microbe interactions. At a cellular level, bacterial colonization is favoured near root cell borders due to grooves that offer accumulation of nutrients and physical protection from predation (Schmidt et al., 2018). Molecularly, the root cell surface contains many important components for bacterial cell attachment, biofilm formation and growth (Wheatley and Poole, 2018). For example, lipids in the plant plasma membrane are increasingly recognized for their importance as signalling molecules in plant–microbe interactions (Macabuhay et al., 2021). On a larger scale, the presence of root hairs is important in stimulating rhizosphere microbiome diversity and complexity (Robertson‐Albertyn et al., 2017) as well as selecting for plant‐beneficial genes, e.g. ACC deaminase (Gebauer et al., 2021). Root morphology is also capable of shaping the rhizosphere by affecting soil organic matter and nutrient availability, either by increasing or decreasing resource availability. For example, high specific root length reduces the amount of available nitrogen in the rhizosphere and subsequently decreases microbial biomass (Pérez‐Jaramillo et al., 2017; Wan et al., 2021).

On the other hand, the reciprocal relationship also exists. Data from single‐strain inoculation studies have highlighted the capability of rhizosphere bacteria to modify root architecture and morphology through the secretion of various phytohormones, notably auxins and cytokinins (Grover et al., 2021). Two recent experiments have demonstrated the ability of Bacillus inoculations to increase root length, volume and branching of wheat and soybean (Cataldi et al., 2020; Araujo et al., 2021), and this effect is not limited to only Bacillus (Verma et al., 2018). Indeed, over 70 bacterial strains encompassing a wide range of phyla have been identified as capable of altering plant root growth (Grover et al., 2021). However, the effect of bacterial inoculations on certain root morphological traits is less clear, as inoculation of various strains in rice, wheat, or soybean increased, decreased, or had no effect on root diameter respectively (Rêgo et al., 2014; Liu et al., 2019; Araujo et al., 2021). Thus, while inoculations are a well‐examined route for sustainable agriculture, there remains a gap in knowledge on the relationship between root traits, especially root diameter, and the microbiome that can be applied to plant breeding strategies.

Potential of root diameter to impact the rhizosphere microbiome

Root diameter determines the plant's nutrition acquisition strategies, water transportation, ion uptake, soil penetration and other root morphological traits (Popova et al., 2016; Ma et al., 2018a). Root diameter can be measured against a thin versus thick threshold, which is defined on a species‐by‐species basis (Wang et al., 2020; Zai et al., 2021), as the average root diameter of one cultivar compared to another (Szoboszlay et al., 2015; Li et al., 2018), or by the branching order (Wang et al., 2017; Pervaiz et al., 2020). In general, thin roots is a relative term that describes the thinnest roots of the system, excluding the root hairs. Previous studies have documented that root diameter can influence rhizobacterial diversity. Different bacterial compositions can be found between thick‐ and thin‐rooted lettuce and wheat (Schreiter et al., 2014; Kavamura et al., 2020). There is also growing evidence that a thinner root diameter recruits a more diverse rhizosphere community in, e.g. a natural shrubland, black locust trees, peach trees, poplar trees, but also in the agriculturally relevant crops maize and wheat (Szoboszlay et al., 2015; Wang et al., 2017, 2020; Pervaiz et al., 2020; Zai et al., 2021; C. H. Herms, unpublished).

Microbial diversity in the rhizosphere is critical for plant health; biodiversity increases interference and competition with plant pathogens (Hu et al., 2017) and is directly linked to the prevention of pathogen attack (Jousset et al., 2011; van Elsas et al., 2012; Yang et al., 2017). Since increased microbial diversity often has a positive impact on crop health and productivity (Berg et al., 2017; Mendes et al., 2018; Saleem et al., 2019), root diameter would be important in promoting plant‐beneficial microbial interactions if it can reliably improve rhizosphere biodiversity. Thus, it is imperative to unravel how root diameter influences rhizosphere development, i.e. plant‐growth‐promoting (PGP) bacterial colonization and activity, so that it can be utilized via plant breeding to promote crop performance. Thin root traits, i.e. limited root surface, improved root exudation, and enriched nutrient cycling (Fig. 2), may promote bacterial diversity and activity in the rhizosphere. We can also consider how increased nutrient availability via root exudation and carbon cycling concentrated in a reduced physical space work in combination to drive bacterial diversity.

Fig. 2.

Fig. 2

Thin root have traits which may have an effect on the rhizosphere and microbial interactions on the root. (1) Reduced space on the thinner root promotes contact between diverse microorganisms colonizing the root. This may function to increase competition and antagonistic activity of rhizobacteria through the secretion of plant‐beneficial antimicrobial metabolites. (2) Thin roots secrete increased levels of root exudates, especially sugars and organic acids. These exudates are involved in the recruitment of plant‐beneficial microorganisms to the root. (3) Thin roots increase nutrient cycling via increased enzymatic activity and root turnover. Increased carbon availability may be capable of supporting a more metabolically active rhizosphere (Created with Biorender.com).

Reduced root diameter means that for an individual root, there is less surface area available for bacterial colonization. Space as a limiting resource is a well‐documented phenomenon (Grams and Lüttge, 2010) and can also be applied to colonization of the root surface (Martinuz et al., 2012; Essarioui et al., 2017). Competitive exclusion is already an important rhizosphere trait for combating plant pathogens (Bakker et al., 2012). Limited physical space of the thin root may increase microbial competition; due to this competition for space, bacteria which can produce plant‐beneficial antibiotics may outcompete other microbes attempting to colonize the root surface, including plant pathogens that carry toxins only affecting the plant. Indeed, there is evidence that increased microbial competition in the rhizosphere prevents pathogen invasion (Wei et al., 2015). This may be attributed to the competition‐induced production of antimicrobials that are well documented in vitro (Jousset et al., 2014; Netzker et al., 2018). It is still to be determined if increased rhizosphere competition can promote other aspects of crop health such as stress tolerance. Still, the production of antagonistic compounds by rhizobacteria under space‐related stress may serve the dual purpose of carving out a niche in a competitive rhizosphere and protecting the crop against pathogens, demonstrating the benefit of space limitation on rhizosphere functioning.

The concentration of exudates in the rhizosphere can also be affected by root diameter. Total root exudation rates for carbon, especially glucose, and organic acids are significantly higher in fine roots compared to thick roots across many plant species (Proctor and He, 2017; Li et al., 2018; Meier et al., 2020). However, this was examined more often in trees and shrubs with lignified coarse roots, but still the definition for thin roots in both of these studies was below 0.5 mm (Proctor and He, 2017; Meier et al., 2020). Nevertheless, limited research suggests that this holds true in agriculturally relevant crops (cucumber, Li et al., 2018). Although the relationship between root exudation and root diameter is likely complex due to many additional factors, it is important as root exudates have the potential to affect rhizosphere assembly. Organic acids in particular have been shown to promote chemotaxis, growth and root colonization of PGP rhizobacteria in Limonium sinense (Xiong et al., 2020). High levels of glucose in root exudation also promoted bacterial chemotaxis and the synthesis of antimicrobial compounds in maize (Fan et al., 2012). It is worth investigating how root diameter can affect the exudation of the specific root metabolites as defined by Xiong et al. (2020) and Fan et al. (2012), among others, that increase the recruitment, colonization and activity of PGP rhizobacteria.

In addition to increased root exudation rates, thin roots may impact rhizosphere development and activity by stimulating metabolic activity within the surrounding soil. It is well‐documented that thin roots have shorter lifespans, have increased turnover, and are able to accelerate underground carbon cycling compared to thicker roots (Endo et al., 2019). Thin roots are also associated with increased plant enzyme activity regarding carbon, nitrogen and phosphorus cycles (Ma et al., 2018b). These mechanisms may increase the amount of metabolically relevant compounds, especially carbon, in the rhizosphere available for microbial utilization, which has the potential to alter rhizosphere development and activity. Culturing Bacillus amyloliquefaciens in the presence of multiple carbon sources improved both the growth efficiency and antibiotic production of the rhizobacterium, demonstrating the ability of carbon availability to promote co‐expression of bacterial genes (Yang et al., 2019). In real soil systems, increased soil organic carbon is a key factor in promoting both soil microbial community diversity and metabolic diversity (Li et al., 2015). Indeed, increased carbon availability directly stimulated by thin root degradation was linked to elevated microbial metabolic activity in the rhizosphere, but without comment on plant‐beneficial effects (de Graaff et al., 2013). Taken together, these data reveal the potential impact of thin root‐driven carbon cycling on the rhizosphere microbiome.

In summary, the data from microbiology and plant science support the hypothesis that the characteristics of thin roots, namely, increased nutrient availability combined with reduced physical space, can promote biodiversity in the rhizosphere. Thus, considering root diameter in plant–microbe interactions is vitally important for developing robust future plant breeding strategies. As the genetic loci for root phenotypic traits, including root diameter, are identified (Wu et al., 2017; Rufo et al., 2020), we should explore the opportunity to breed for crop cultivars with a root diameter that improves the plant‐beneficial activities of the rhizosphere microbiome (Fig. 1), but without negatively affecting water transport and soil penetration.

Future perspectives

In summary, a growing number of studies have established correlations between root architectural and morphological traits and the rhizosphere microbiome composition. However, the link between these root traits and rhizosphere microbiome function has not been made. Nevertheless, there is potential for root diameter to impact rhizobacterial activity through increased nutrient availability and space limitation. Thus, the plant root is a promising breeding target for a more robust and plant‐beneficial rhizosphere microbiome. Root traits can be implemented as a selection criteria in breeding programs, but this requires that the trait is heritable and simple to screen (Richards, 2006). The trait should be observable during early plant growth and determine the root system functioning and root architecture or morphology (Manschadi et al., 2006). Recently, however, unique phenotyping facilities enabling studies of roots in soil have been developed, making studies on root architecture and morphology throughout the growing season possible (Svane et al., 2019).

Even with the aforementioned studies on the impact of root architectural and morphological traits on the rhizosphere microbiome, more work is needed before the implementation of plant breeding programs for the microbiome via root traits and root diameter can occur. First, since no prior research to our knowledge has linked root architecture and morphology to rhizosphere microbiome functioning, additional studies must be performed to further understand how these root traits affect microbial gene expression, secondary metabolite synthesis and rhizosphere interactions. Drivers of rhizosphere function are equally as, if not more, important as factors regulating rhizosphere assembly due to the high genomic diversity of closely related or clonal bacteria (Jaspers and Overmann, 2004). The integrated use of transcriptomics and proteomics in combination with novel techniques such as ion mobility in mass spectrometry to directly analyse metabolites from environmental samples (Singer et al., 2021) will allow us to better visualize the chemical cross‐talk between plant roots and their microbiome. Reporter gene fusions to relevant bacterial promoter genes in planta can link plant root traits to the bacterial molecular mechanisms regulating PGP gene expression.

Second, highly targeted community analyses are needed to discover the root traits responsible for the recruitment of specifically PGP rhizobacteria. Due to the well‐conserved core root microbiome (Simonin et al., 2020), composition studies at a high taxonomic level may not provide significant data regarding differential rhizobacterial colonization according to differing root traits. Additionally, the high intra‐genus diversity of PGP traits (e.g. Pseudomonas, Vacheron et al., 2016) demands more targeted analyses to unravel the recruitment of these plant‐beneficial species and strains. Previous studies have been able to determine differential species‐level colonization on different crop cultivars, which correlated with different microbial metabolite profiles (Oni et al., 2019). Thus, high‐resolution experiments such as targeted isolations, metagenomics and fluorescence microscopy of tagged PGP bacteria would provide insight into how plants use their root architecture and morphology to promote bacteria with plant‐beneficial traits. Nevertheless, these targeted population studies should align as closely as possible to natural field settings. The continued use of specific plant cultivation techniques (Song et al., 2020) or soil types (Simonin et al., 2020) leads to results that are difficult to understand in the context of real agricultural conditions. Plant experimental setups mimicking the environments of current farming systems will generate results that can be directly applied in the field.

Lastly, mechanistic understanding is vital in confirming root diameter as a driver of rhizosphere development and fully understanding the role of the plant in rhizosphere development, yet is distinctly lacking. Above, we have suggested several testable biological and ecological mechanisms by which root diameter can affect the rhizosphere. We encourage an increased focus on unravelling these through simplified consortia studies on thin versus thick roots. The use of pure culture studies for mechanistic understanding (Xiong et al., 2020) should be avoided if possible, as the three‐way interaction between soil, the plant and its microbes is of the utmost importance to rhizosphere functioning (Tosi et al., 2020).

As it stands, no studies to date have attempted to unravel how and why root architecture and morphology impact the colonization and function of plant‐beneficial rhizobacteria, while the effect of the microbiome on root traits via phytohormone production has been extensively researched, as reviewed by Grover et al. (2021). Thus, more dedicated work is urgently needed to expand the available literature of the former in order to determine how root traits can be used to improve rhizosphere microbiome functioning. Unravelling the role of root architecture and morphology as a mediator of rhizosphere interactions will be critical for breeding resistant and high yield crop cultivars.

Concluding remarks

Below‐ground interactions between PGP rhizobacteria and the plant root are well recognized for their ability to improve crop performance. Breeding for a robust rhizosphere microbiome is a goal of sustainable agriculture to both reduce the reliance on harmful chemicals and fortify the food supply. A promising plant breeding target to promote rhizosphere functioning is root architecture and morphology, which influence plant performance and bacterial colonization and activity. In the present review, we have highlighted the overlooked importance of root architecture and morphology in mediating rhizosphere interactions. We suggest that the root diameter is a vitally important factor in beneficial plant–microbe interactions and the subsequent microbe–microbe interactions on the root. The impactful physical characteristics, increased root exudation and nutrient cycling of thinner roots may contribute to increased PGP rhizobacteria colonization, plant‐beneficial gene expression and biodiversity in the rhizosphere. Yet, no studies to date have attempted to understand how these characteristics of root diameter influence the colonization, activity and interactions of PGP rhizobacteria with the plant and other microorganisms. The connection between root diameter and rhizobacteria raises important new questions on the role of the plant in rhizosphere development, which we see as a novel yet logical progression in the field. Even with the focus on root diameter in this review, we stress the need to unravel the full effect of root morphology and architecture traits on plant–microbe interactions in the rhizosphere.

Acknowledgements

This work was supported by the Novo Nordisk Foundation grant NNF19SA0059360.

References

  1. Araujo, F.F. , Bonifacio, A. , Bavaresco, L.G. , Mendes, L.W. , and Araujo, A.S.F. (2021) Bacillus subtilis changes the root architecture of soybean grown on nutrient‐poor substrate. Rhizosphere 18: 100348. [Google Scholar]
  2. Bakker, M.G. , Manter, D.K. , Sheflin, A.M. , Weir, T.L. , and Vivanco, J.M. (2012) Harnessing the rhizosphere microbiome through plant breeding and agricultural management. Plant Soil 360: 1–13. [Google Scholar]
  3. Bardgett, R.D. , Mommer, L. , and De Vries, F.T. (2014) Going underground: root traits as drivers of ecosystem processes. Trends Ecol Evol 29: 692–699. [DOI] [PubMed] [Google Scholar]
  4. Basu, A. , Prasad, P. , Das, S.N. , Kalam, S. , Sayyed, R.Z. , Reddy, M.S. , and El Enshasy, H. (2021) Plant growth promoting rhizobacteria (Pgpr) as green bioinoculants: recent developments, constraints, and prospects. Sustainability 13: 1–20. [Google Scholar]
  5. Berg, G. , Köberl, M. , Rybakova, D. , Müller, H. , Grosch, R. , and Smalla, K. (2017) Plant microbial diversity is suggested as the key to future biocontrol and health trends. FEMS Microbiol Ecol 93: 1–9. [DOI] [PubMed] [Google Scholar]
  6. Bergelson, J. , Mittelstrass, J. , and Horton, M.W. (2019) Characterizing both bacteria and fungi improves understanding of the Arabidopsis root microbiome. Sci Rep 9: 24. [DOI] [PMC free article] [PubMed] [Google Scholar]
  7. Bulgarelli, D. , Schlaeppi, K. , Spaepen, S. , van Themaat, E.V.L. , and Schulze‐Lefert, P. (2013) Structure and functions of the bacterial microbiota of plants. Annu Rev Plant Biol 64: 807–838. [DOI] [PubMed] [Google Scholar]
  8. Cataldi, M.P. , Heuer, S. , Mauchline, T.H. , Wilkinson, M.D. , Masters‐Clark, E. , Di Benedetto, N.A. , et al. (2020) Effect of plant growth promoting bacteria on the growth of wheat seedlings subjected to phosphate starvation. Agronomy 10: 978. [Google Scholar]
  9. Cheng, X. , Ji, X. , Ge, Y. , Li, J. , Qi, W. , and Qiao, K. (2019) Characterization of antagonistic Bacillus methylotrophicus isolated from rhizosphere and its biocontrol effects on maize stalk rot. Phytopathology 109: 571–581. [DOI] [PubMed] [Google Scholar]
  10. Christiansen, L. , Alanin, K.S. , Phippen, C.B.W. , Olsson, S. , Stougaard, P. , and Hennessy, R.C. (2020) Fungal‐associated molecules induce key genes involved in the biosynthesis of the antifungal secondary metabolites nunamycin and nunapeptin in the biocontrol strain Pseudomonas fluorescens In5. Appl Environ Microbiol 86: 1–15. [DOI] [PMC free article] [PubMed] [Google Scholar]
  11. de Graaff, M.‐A. , Six, J. , Jastrow, J.D. , Schadt, C.W. , and Wullschleger, S.D. (2013) Variation in root architecture among switchgrass cultivars impacts root decomposition rates. Soil Biol Biochem 58: 198–206. [Google Scholar]
  12. De Vries, F.T. , Griffiths, R.I. , Knight, C.G. , Nicolitch, O. , and Williams, A. (2020) Harnessing rhizosphere microbiomes for drought‐resilient crop production. Science 368: 270–274. [DOI] [PubMed] [Google Scholar]
  13. Deng, S. , Caddell, D.F. , Xu, G. , Dahlen, L. , Washington, L. , Yang, J. , and Coleman‐Derr, D. (2021) Genome wide association study reveals plant loci controlling heritability of the rhizosphere microbiome. ISME J 15: 3181–3194. [DOI] [PMC free article] [PubMed] [Google Scholar]
  14. Edwards, J. , Johnson, C. , Santos‐Medellín, C. , Lurie, E. , Podishetty, N.K. , Bhatnagar, S. , et al. (2015) Structure, variation, and assembly of the root‐associated microbiomes of rice. Proc Natl Acad Sci U S A 112: E911–E920. [DOI] [PMC free article] [PubMed] [Google Scholar]
  15. Eisenhauer, N. , Lanoue, A. , Strecker, T. , Scheu, S. , Steinauer, K. , Thakur, M.P. , and Mommer, L. (2017) Root biomass and exudates link plant diversity with soil bacterial and fungal biomass. Sci Rep 7: 1–8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  16. Endo, I. , Kume, T. , Kho, L.K. , Katayama, A. , Makita, N. , Ikeno, H. , et al. (2019) Spatial and temporal patterns of root dynamics in a Bornean tropical rainforest monitored using the root scanner method. Plant Soil 443: 323–335. [Google Scholar]
  17. Essarioui, A. , LeBlanc, N. , Kistler, H.C. , and Kinkel, L.L. (2017) Plant community richness mediates inhibitory interactions and resource competition between Streptomyces and Fusarium populations in the rhizosphere. Microb Ecol 74: 157–167. [DOI] [PubMed] [Google Scholar]
  18. Etesami, H. , and Beattie, G.A. (2018) Mining halophytes for plant growth‐promoting halotolerant bacteria to enhance the salinity tolerance of non‐halophytic crops. Front Microbiol 9: 1–20. [DOI] [PMC free article] [PubMed] [Google Scholar]
  19. Fan, B. , Fan, B. , Carvalhais, L.C. , Becker, A. , Fedoseyenko, D. , Von Wirén, N. , and Borriss, R. (2012) Transcriptomic profiling of Bacillus amyloliquefaciens FZB42 in response to maize root exudates. BMC Microbiol 12: 1–13. [DOI] [PMC free article] [PubMed] [Google Scholar]
  20. Gebauer, L. , Bouffaud, M.‐L. , Ganther, M. , Yim, B. , Vetterlein, D. , Smalla, K. , et al. (2021) Soil texture, sampling depth and root hairs shape the structure of ACC deaminase bacterial community composition in maize rhizosphere. Front Microbiol 12: 1–12. [DOI] [PMC free article] [PubMed] [Google Scholar]
  21. Grams, T.E.E. , and Lüttge, U. (2010) Space as a resource. In Progress in Botany, Lüttge, U. , Beyschlag, W. , Büdel, B. , and Francis, D. (eds). Berlin, Heidelberg: Springer, pp. 349–370. [Google Scholar]
  22. Grover, M. , Bodhankar, S. , Sharma, A. , Sharma, P. , Singh, J. , and Nain, L. (2021) PGPR mediated alterations in root traits: way toward sustainable crop production. Front Sustain Food Syst 4: 618230. [Google Scholar]
  23. Hu, J. , Wei, Z. , Weidner, S. , Friman, V.P. , Xu, Y.C. , Shen, Q.R. , and Jousset, A. (2017) Probiotic Pseudomonas communities enhance plant growth and nutrient assimilation via diversity‐mediated ecosystem functioning. Soil Biol Biochem 113: 122–129. [Google Scholar]
  24. Iannucci, A. , Canfora, L. , Nigro, F. , De Vita, P. , and Beleggia, R. (2021) Relationships between root morphology, root exudate compounds and rhizosphere microbial community in durum wheat. Appl Soil Ecol 158: 103781. [Google Scholar]
  25. Jaspers, E. , and Overmann, J. (2004) Ecological significance of microdiversity: identical 16S rRNA gene sequences can be found in bacteria with highly divergent genomes and ecophysiologies. Appl Environ Microbiol 70: 4831–4839. [DOI] [PMC free article] [PubMed] [Google Scholar]
  26. Jousset, A. , Becker, J. , Chatterjee, S. , Karlovsky, P. , Scheu, S. , and Eisenhauer, N. (2014) Biodiversity and species identity shape the antifungal activity of bacterial communities. Ecology 95: 1184–1190. [DOI] [PubMed] [Google Scholar]
  27. Jousset, A. , Schulz, W. , Scheu, S. , and Eisenhauer, N. (2011) Intraspecific genotypic richness and relatedness predict the invasibility of microbial communities. ISME J 5: 1108–1114. [DOI] [PMC free article] [PubMed] [Google Scholar]
  28. Kavamura, V.N. , Robinson, R.J. , Hughes, D. , Clark, I. , Rossmann, M. , de Melo, I.S. , et al. (2020) Wheat dwarfing influences selection of the rhizosphere microbiome. Sci Rep 10: 1–11. [DOI] [PMC free article] [PubMed] [Google Scholar]
  29. King, W.L. , Yates, C.F. , Guo, J. , Fleishman, S.M. , Trexler, R.V. , Centinari, M. , et al. (2021) The hierarchy of root branching order determines bacterial composition, microbial carrying capacity and microbial filtering. Commun Biol 4: 1–9. [DOI] [PMC free article] [PubMed] [Google Scholar]
  30. Li, J. , Li, Y.T. , Yang, X.D. , Zhang, J.J. , Lin, Z.A. , and Zhao, B.Q. (2015) Microbial community structure and functional metabolic diversity are associated with organic carbon availability in an agricultural soil. J Integr Agric 14: 2500–2511. [Google Scholar]
  31. Li, X. , Dong, J. , Chu, W. , Chen, Y. , and Duan, Z. (2018) The relationship between root exudation properties and root morphological traits of cucumber grown under different nitrogen supplies and atmospheric CO2 concentrations. Plant Soil 425: 415–432. [Google Scholar]
  32. Liu, H. , Li, J. , Carvalhais, L.C. , Percy, C.D. , Prakash Verma, J. , Schenk, P.M. , and Singh, B.K. (2021) Evidence for the plant recruitment of beneficial microbes to suppress soil‐borne pathogens. New Phytol 229: 2873–2885. [DOI] [PubMed] [Google Scholar]
  33. Liu, X. , Jiang, X. , He, X. , Zhao, W. , Cao, Y. , Guo, T. , et al. (2019) Phosphate‐solubilizing Pseudomonas sp. strain P34‐L promotes wheat growth by colonizing the wheat rhizosphere and improving the wheat root system and soil phosphorus nutritional status. J Plant Growth Regul 38: 1314–1324. [Google Scholar]
  34. Ma, X. , Zarebanadkouki, M. , Kuzyakov, Y. , Blagodatskaya, E. , Pausch, J. , and Razavi, B.S. (2018b) Spatial patterns of enzyme activities in the rhizosphere: effects of root hairs and root radius. Soil Biol Biochem 118: 69–78. [Google Scholar]
  35. Ma, Z. , Guo, D. , Xu, X. , Lu, M. , Bardgett, R.D. , Eissenstat, D.M. , et al. (2018a) Evolutionary history resolves global organization of root functional traits. Nature 555: 94–97. [DOI] [PubMed] [Google Scholar]
  36. Macabuhay, A. , Arsova, B. , Walker, R. , Johnson, A. , Watt, M. , and Roessner, U. (2021) Modulators or facilitators? Roles of lipids in plant root–microbe interactions. Trends Plant Sci 27: 1–11. [DOI] [PubMed] [Google Scholar]
  37. Manschadi, A.M. , Christopher, J. , DeVoil, P. , and Hammer, G.L. (2006) The role of root architectural traits in adaptation of wheat to water‐limited environments. Funct Plant Biol 33: 823–837. [DOI] [PubMed] [Google Scholar]
  38. Martinuz, A. , Schouten, A. , and Sikora, R.A. (2012) Systemically induced resistance and microbial competitive exclusion: implications on biological control. Phytopathology 102: 260–266. [DOI] [PubMed] [Google Scholar]
  39. Meier, I.C. , Tückmantel, T. , Heitkötter, J. , Müller, K. , Preusser, S. , Wrobel, T.J. , et al. (2020) Root exudation of mature beech forests across a nutrient availability gradient: the role of root morphology and fungal activity. New Phytol 226: 583–594. [DOI] [PubMed] [Google Scholar]
  40. Mendes, L.W. , de Chaves, M.G. , de Cassia Fonseca, M. , Mendes, R. , Raaijmakers, J.M. , and Tsai, S.M. (2019) Resistance breeding of common bean shapes the physiology of the rhizosphere microbiome. Front Microbiol 10: 1–10. [DOI] [PMC free article] [PubMed] [Google Scholar]
  41. Mendes, L.W. , Raaijmakers, J.M. , De Hollander, M. , Mendes, R. , and Tsai, S.M. (2018) Influence of resistance breeding in common bean on rhizosphere microbiome composition and function. ISME J 12: 212–224. [DOI] [PMC free article] [PubMed] [Google Scholar]
  42. Neal, A.L. , Ahmad, S. , Gordon‐Weeks, R. , and Ton, J. (2012) Benzoxazinoids in root exudates of maize attract pseudomonas putida to the rhizosphere. PLoS One 7: 1–10. [DOI] [PMC free article] [PubMed] [Google Scholar]
  43. Netzker, T. , Flak, M. , Krespach, M.K. , Stroe, M.C. , Weber, J. , Schroeckh, V. , and Brakhage, A.A. (2018) Microbial interactions trigger the production of antibiotics. Curr Opin Microbiol 45: 117–123. [DOI] [PubMed] [Google Scholar]
  44. Ober, E.S. , Alahmad, S. , Cockram, J. , Forestan, C. , Hickey, L.T. , Kant, J. , et al. (2021) Wheat root systems as a breeding target for climate resilience. Theor Appl Genet 134: 1645–1662. [DOI] [PMC free article] [PubMed] [Google Scholar]
  45. Oni, F.E. , Geudens, N. , Omoboye, O.O. , Bertier, L. , Hua, H.G.K. , Adiobo, A. , et al. (2019) Fluorescent Pseudomonas and cyclic lipopeptide diversity in the rhizosphere of cocoyam (Xanthosoma sagittifolium). Environ Microbiol 21: 1019–1034. [DOI] [PubMed] [Google Scholar]
  46. Pérez‐Jaramillo, J.E. , Carrión, V.J. , Bosse, M. , Ferrão, L.F.V. , De Hollander, M. , Garcia, A.A.F. , et al. (2017) Linking rhizosphere microbiome composition of wild and domesticated Phaseolus vulgaris to genotypic and root phenotypic traits. ISME J 11: 2244–2257. [DOI] [PMC free article] [PubMed] [Google Scholar]
  47. Pérez‐Jaramillo, J.E. , Carrión, V.J. , de Hollander, M. , and Raaijmakers, J.M. (2018) The wild side of plant microbiomes. Microbiome 6: 143. [DOI] [PMC free article] [PubMed] [Google Scholar]
  48. Pervaiz, Z.H. , Contreras, J. , Hupp, B.M. , Lindenberger, J.H. , Chen, D. , Zhang, Q. , et al. (2020) Root microbiome changes with root branching order and root chemistry in peach rhizosphere soil. Rhizosphere 16: 100249. [Google Scholar]
  49. Pii, Y. , Mimmo, T. , Tomasi, N. , Terzano, R. , Cesco, S. , and Crecchio, C. (2015) Microbial interactions in the rhizosphere: beneficial influences of plant growth‐promoting rhizobacteria on nutrient acquisition process. A review. Biol Fertil Soils 51: 403–415. [Google Scholar]
  50. Popova, L. , van Dusschoten, D. , Nagel, K.A. , Fiorani, F. , and Mazzolai, B. (2016) Plant root tortuosity: an indicator of root path formation in soil with different composition and density. Ann Bot 118: 685–698. [DOI] [PMC free article] [PubMed] [Google Scholar]
  51. Proctor, C. , and He, Y. (2017) Quantifying root extracts and exudates of sedge and shrub in relation to root morphology. Soil Biol Biochem 114: 168–180. [Google Scholar]
  52. Rêgo, M.C.F. , Ilkiu‐Borges, F. , de Filippi, M.C.C. , Gonçalves, L.A. , and da Silva, G.B. (2014) Morphoanatomical and biochemical changes in the roots of rice plants induced by plant growth‐promoting microorganisms. J Bot 2014: 1–10. [Google Scholar]
  53. Richards, R.A. (2006) Physiological traits used in the breeding of new cultivars for water‐scarce environments. Agric Water Manag 80: 197–211. [Google Scholar]
  54. Robertson‐Albertyn, S. , Alegria Terrazas, R. , Balbirnie, K. , Blank, M. , Janiak, A. , Szarejko, I. , et al. (2017) Root hair mutations displace the barley rhizosphere microbiota. Front Plant Sci 8: 1–15. [DOI] [PMC free article] [PubMed] [Google Scholar]
  55. Rufo, R. , Salvi, S. , Royo, C. , and Soriano, J. (2020) Exploring the genetic architecture of root‐related traits in Mediterranean bread wheat landraces by genome‐wide association analysis. Agronomy 10: 1–19. [Google Scholar]
  56. Saleem, M. , Hu, J. , and Jousset, A. (2019) More than the sum of its parts: microbiome biodiversity as a driver of plant growth and soil health. Annu Rev Ecol Evol Syst 50: 145–168. [Google Scholar]
  57. Sasse, J. , Martinoia, E. , and Northen, T. (2018) Feed your friends: do plant exudates shape the root microbiome? Trends Plant Sci 23: 25–41. [DOI] [PubMed] [Google Scholar]
  58. Schmid, M.W. , Hahl, T. , van Moorsel, S.J. , Wagg, C. , De Deyn, G.B. , and Schmid, B. (2019) Feedbacks of plant identity and diversity on the diversity and community composition of rhizosphere microbiomes from a long‐term biodiversity experiment. Mol Ecol 28: 863–878. [DOI] [PubMed] [Google Scholar]
  59. Schmidt, H. , Nunan, N. , Höck, A. , Eickhorst, T. , Kaiser, C. , Woebken, D. , and Raynaud, X. (2018) Recognizing patterns: spatial analysis of observed microbial colonization on root surfaces. Front Environ Sci 6: 1–12. [Google Scholar]
  60. Schreiter, S. , Ding, G.C. , Heuer, H. , Neumann, G. , Sandmann, M. , Grosch, R. , et al. (2014) Effect of the soil type on the microbiome in the rhizosphere of field‐grown lettuce. Front Microbiol 5: 1–13. [DOI] [PMC free article] [PubMed] [Google Scholar]
  61. Shew, A.M. , Tack, J.B. , Nalley, L.L. , and Chaminuka, P. (2020) Yield reduction under climate warming varies among wheat cultivars in South Africa. Nat Commun 11: 4408. [DOI] [PMC free article] [PubMed] [Google Scholar]
  62. Simonin, M. , Dasilva, C. , Terzi, V. , Ngonkeu, E.L.M. , Diouf, D. , Kane, A. , et al. (2020) Influence of plant genotype and soil on the wheat rhizosphere microbiome: evidences for a core microbiome across eight African and European soils. FEMS Microbiol Ecol 96: 1–18. [DOI] [PubMed] [Google Scholar]
  63. Singer, E. , Vogel, J.P. , Northen, T. , Mungall, C.J. , and Juenger, T.E. (2021) Novel and emerging capabilities that can provide a holistic understanding of the plant root microbiome. Phytobiomes J 5: 122–132. [Google Scholar]
  64. Song, Y. , Li, X. , Yao, S. , Yang, X. , and Jiang, X. (2020) Correlations between soil metabolomics and bacterial community structures in the pepper rhizosphere under plastic greenhouse cultivation. Sci Total Environ 728: 1–8. [DOI] [PubMed] [Google Scholar]
  65. Svane, S.F. , Jensen, C.S. , and Thorup‐Kristensen, K. (2019) Construction of a large‐scale semi‐field facility to study genotypic differences in deep root growth and resources acquisition. Plant Methods 15: 26. [DOI] [PMC free article] [PubMed] [Google Scholar]
  66. Szoboszlay, M. , Lambers, J. , Chappell, J. , Kupper, J.V. , Moe, L.A. , and McNear, D.H. (2015) Comparison of root system architecture and rhizosphere microbial communities of Balsas teosinte and domesticated corn cultivars. Soil Biol Biochem 80: 34–44. [Google Scholar]
  67. Tian, X. , Engel, B.A. , Qian, H. , Hua, E. , Sun, S. , and Wang, Y. (2021) Will reaching the maximum achievable yield potential meet future global food demand? J Clean Prod 294: 126285. [Google Scholar]
  68. Tosi, M. , Mitter, E.K. , Gaiero, J. , and Dunfield, K. (2020) It takes three to tango: the importance of microbes, host plant, and soil management to elucidate manipulation strategies for the plant microbiome. Can J Microbiol 66: 413–433. [DOI] [PubMed] [Google Scholar]
  69. Vacheron, J. , Moënne‐Loccoz, Y. , Dubost, A. , Gonçalves‐Martins, M. , Muller, D. , and Prigent‐Combaret, C. (2016) Fluorescent pseudomonas strains with only few plant‐beneficial properties are favored in the maize rhizosphere. Front Plant Sci 7: 1–13. [DOI] [PMC free article] [PubMed] [Google Scholar]
  70. van Elsas, J.D. , Chiurazzi, M. , Mallon, C.A. , Elhottova, D. , Kristufek, V. , and Salles, J.F. (2012) Microbial diversity determines the invasion of soil by a bacterial pathogen. Proc Natl Acad Sci U S A 109: 1159–1164. [DOI] [PMC free article] [PubMed] [Google Scholar]
  71. Verma, S.K. , Kingsley, K. , Bergen, M. , English, C. , Elmore, M. , Kharwar, R.N. , and White, J.F. (2018) Bacterial endophytes from rice cut grass (Leersia oryzoides L.) increase growth, promote root gravitropic response, stimulate root hair formation, and protect rice seedlings from disease. Plant Soil 422: 223–238. [Google Scholar]
  72. Vessey, J.K. (2003) Plant growth promoting rhizobacteria as biofertilizers. Plant Soil 255: 571–586. [Google Scholar]
  73. Vieira, S. , Sikorski, J. , Dietz, S. , Herz, K. , Schrumpf, M. , Bruelheide, H. , et al. (2020) Drivers of the composition of active rhizosphere bacterial communities in temperate grasslands. ISME J 14: 463–475. [DOI] [PMC free article] [PubMed] [Google Scholar]
  74. Wan, X. , Chen, X. , Huang, Z. , and Chen, H.Y.H. (2021) Contribution of root traits to variations in soil microbial biomass and community composition. Plant Soil 460: 483–495. [Google Scholar]
  75. Wang, L. , Pang, X. , Li, N. , Qi, K. , Huang, J. , and Yin, C. (2020) Effects of vegetation type, fine and coarse roots on soil microbial communities and enzyme activities in eastern Tibetan plateau. Catena 194: 1–13. [Google Scholar]
  76. Wang, Q. , Wang, N. , Wang, Y. , Wang, Q. , and Duan, B. (2017) Differences in root‐associated bacterial communities among fine root branching orders of poplar (Populus × euramericana (Dode) Guinier.). Plant Soil 421: 123–135. [Google Scholar]
  77. Wei, Z. , Yang, T. , Friman, V.P. , Xu, Y. , Shen, Q. , and Jousset, A. (2015) Trophic network architecture of root‐associated bacterial communities determines pathogen invasion and plant health. Nat Commun 6: 8413. [DOI] [PMC free article] [PubMed] [Google Scholar]
  78. Wheatley, R.M. , and Poole, P.S. (2018) Mechanisms of bacterial attachment to roots. FEMS Microbiol Rev 42: 448–461. [DOI] [PubMed] [Google Scholar]
  79. Wu, F. , Yang, X. , Wang, Z. , Deng, M. , Ma, J. , Chen, G. , et al. (2017) Identification of major quantitative trait loci for root diameter in synthetic hexaploid wheat under phosphorus‐deficient conditions. J Appl Genet 58: 437–447. [DOI] [PubMed] [Google Scholar]
  80. Xiong, Y.W. , Li, X.W. , Wang, T.T. , Gong, Y. , Zhang, C.M. , Xing, K. , and Qin, S. (2020) Root exudates‐driven rhizosphere recruitment of the plant growth‐promoting rhizobacterium Bacillus flexus KLBMP 4941 and its growth‐promoting effect on the coastal halophyte Limonium sinense under salt stress. Ecotoxicol Environ Saf 194: 1–10. [DOI] [PubMed] [Google Scholar]
  81. Yang, C. , Dong, Y. , Friman, V.P. , Jousset, A. , Wei, Z. , Xu, Y. , and Shen, Q. (2019) Carbon resource richness shapes bacterial competitive interactions by alleviating growth‐antibiosis trade‐off. Funct Ecol 33: 868–875. [Google Scholar]
  82. Yang, T. , Wei, Z. , Friman, V. , Xu, Y. , Shen, Q. , Kowalchuk, G.A. , and Jousset, A. (2017) Resource availability modulates biodiversity‐invasion relationships by altering competitive interactions. Environ Microbiol 19: 2984–2991. [DOI] [PubMed] [Google Scholar]
  83. Yu, Q. , Liu, S. , Yu, L. , Xiao, Y. , Zhang, S. , Wang, X. , et al. (2021) RNA demethylation increases the yield and biomass of rice and potato plants in field trials. Nat Biotechnol 39: 1581–1588. [DOI] [PubMed] [Google Scholar]
  84. Zai, X. , Luo, W. , Bai, W. , Li, Y. , Xiao, X. , Gao, X. , et al. (2021) Effect of root diameter on the selection and network interactions of root‐associated bacterial microbiomes in Robinia pseudoacacia L. Microb Ecol 82: 391–402. [DOI] [PubMed] [Google Scholar]
  85. Zhalnina, K. , Louie, K.B. , Hao, Z. , Mansoori, N. , Da Rocha, U.N. , Shi, S. , et al. (2018) Dynamic root exudate chemistry and microbial substrate preferences drive patterns in rhizosphere microbial community assembly. Nat Microbiol 3: 470–480. [DOI] [PubMed] [Google Scholar]

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