No retraction, correction or concern found when last checked on Oct 26, 2026.
Revisiting Plant–Microbe Interactions and Microbial Consortia Application for Enhancing Sustainable Agriculture: A Review
Kanchan Vishwakarma, Nitin Kumar, Chitrakshi Shandilya and 3 more
Frontiers in Microbiology · 2020 · Review · CC BY
Abstract
The present scenario of agricultural sector is dependent hugely on the use of chemical-based fertilizers and pesticides that impact the nutritional quality, health status, and productivity of the crops. Moreover, continuous release of these chemical inputs causes toxic compounds such as metals to accumulate in the soil and move to the plants with prolonged exposure, which ultimately impact the human health. Hence, it becomes necessary to bring out the alternatives to chemical pesticides/fertilizers for improvement of agricultural outputs. The rhizosphere of plant is an important niche with abundant microorganisms residing in it. They possess the properties of plant growth promotion, disease suppression, removal of toxic compounds, and assimilating nutrients to plants. Utilizing such beneficial microbes for crop productivity presents an efficient way to modulate the crop yield and productivity by maintaining healthy status and quality of the plants through bioformulations. To understand these microbial formulation compositions, it becomes essential to understand the processes going on in the rhizosphere as well as their concrete identification for better utilization of the microbial diversity such as plant growth–promoting bacteria and arbuscular mycorrhizal fungi. Hence, with this background, the present review article highlights the plant microbiome aboveground and belowground, importance of microbial inoculants in various plant species, and their subsequent interactive mechanisms for sustainable agriculture.
Full text
From PubMed Central, U.S. National Library of Medicine, as current on Oct 26, 2026. Paragraph numbers are ours, so an answer can point at one.
Introduction
Plants have dense inhabitation of the variety of microbes both belowground and aboveground that serve for their mutualistic benefits. The microbes that colonize the plants can be categorized into epiphytes that are present on the surface, endophytes that are located inside the plant tissues, phyllospheric that grow on leaf surfaces, and rhizospheric that inhabits into the soil close to the roots. Among them, rhizosphere is considered the most dynamic to significantly impact the nutritional status of plant and its growth. The term rhizosphere is defined as the narrow region of soil surrounding the roots and directly influenced by microbes and root secretions. The underground system comprises mainly soil and primary roots along with lateral developments and root hairs, which establish their interactions with countless microbial diversity in the rhizosphere, thereby significantly influencing the plant growth stages and resistance against variety of stresses (Figure 1). This whole system with plant roots interacting with the rhizomicrobiome constitutes the plant–root microbiome.
Knowing the hugely diversified speciation, complexity in interactions, and structural composition of communities, the need of comprehending the root architectural biology and associated microbiome as an interactome becomes essential. The intertwining nature of host and microbes opens the possibility of numerous interactions such as plant root–root interactions and root–microbe interactions. Apart from this, root–nematode interactions also serve as an essential mode to understand the behavior of plants in response to such factors. Plant hosts and associated microbes possess inseparable ecological properties, which functions as metaorganism or holobiont.
With the advancements in the techniques with respect to genome and proteome identification and analysis, studies are conducted to explore the mutual association between plant and microbes and understand related mechanisms for improved crop production. If the characteristics that are responsible for forming microbial community in the rhizosphere and its influence on plants are unraveled, these can be utilized for probable sustainable alternative in agroecosystem for enhanced stability and crop productivity in longer run. Hence, with this background, the review focuses on belowground microbial communities that start from their establishment to their interactions in the rhizosphere and mechanistic approaches and also highlights the aboveground plant microbiome.
Aboveground Plant Microbiota
Unique environments for endophytic and epiphytic microbial diversities have been provided by different aboveground plant tissues such as vegetative foliar tissues, leaves, and floral parts, but the major differences in ecology of endospheric (endosphere is inside the environment of plant where microbes survive and may or may not be harmful to the plants;; ) and phyllospheric (phyllosphere refers to the aerial region of the plant colonized by microbes) bacterial diversity exist. Systematic distribution of endophytes to different compartments such as stem, leaves, and fruits is facilitated by xylem, but it is observed that their entry to plant tissues can also take place through aerial parts such as fruits and flowers. Different compartments of plants possess distinct communities of endophytes, depending on source allocation of plant. The movement of phyllospheric bacteria is reportedly seen from soil environment that is driven by plant and various environmental parameters. This leads to subsequent distribution of various microorganisms at genus and species level in endospheric and phyllospheric regions. For example, upon analyzing the structure of phyllosphere or carposphere of the grapevine, it was observed that Pseudomonas, Sphingomonas, Frigoribacterium, Curtobacterium, Bacillus, Enterobacter, Acinetobacter, Erwinia, Citrobacter, Pantoea, and Methylobacterium are predominant genera, whereas when endophytes of grape berries were analyzed, the dominant genera found were Ralstonia, Burkholderia, Pseudomonas, Staphylococcus, Mesorhizobium, Propionibacterium, Dyella, and Bacillus.
A study conducted on microbiome of maize leaf across 300 plant cell lines showed that Sphingomonads and Methylobacteria are the predominant taxa. It was also established that environmental factors play a major role in deriving microbial composition of the phyllosphere. Another study done by on apple flowers showed the dominance of Pseudomonas and Enterobacteriaceae taxa. Moreover, Pseudomonas has been observed to be an abundant genus in numerous studies conducted on flowers of apple, grapefruit, almonds, pumpkin, and tobacco. Recent studies were facilitated to assess the seed microbes, and it was observed that Firmicutes, Proteobacteria, Bacteroidetes, and Actinobacteria are the dominant ones. The relation of seed microbiota has been seen with soil microbiota, and it is also evidenced that they can also be related to those of flowers and fruits. The aboveground bacterial diversity originates from soil, seeds, and air followed by their inhabitation on or inside the plant tissues. Their existence on tissues is further shaped by various factors such as soil, environmental, and agricultural management practices. The strength of relationship between plant and its aboveground bacterial composition is specific to the host and the specific compartment where diversity exists; however, detailed knowledge of this relationship requires more research-based studies. These endophytes and aboveground microbiota are potentially known for promotion of plant growth, improvement of disease resistance, and alleviation of stresses.
Belowground Microbial Occurrence and Interactions
Microorganisms are ubiquitously present on the surfaces of plant along with their presence in the soil and are recruited by the plant from the surroundings, which then serve as microbial reservoirs. The root microbiome can be transferred in two different ways, i.e., horizontal and vertical. The dynamic communities of microbes associated with the plant roots generally undergo horizontal transfer, which means that they are enriched from the soil rich in diversified bacterial communities predominated by Acidobacteria, Bacteroidetes, Proteobacteria, Planctomycetes, and Actinobacteria. The transfer of bacterial communities can also take place in vertical direction by seeds, representing an essential source of proliferating microbes from roots of a plant to its development. Distinct and interesting soil microbial niches are provided by the plant roots that allow their colonization in the rhizosphere and root, as well as aboveground areas to a certain limit. The narrow layer of soil in the vicinity of the plant roots (rhizosphere) is thought to be a highly active area for microbial movement, making it one of the most intricate environments. In a study, it was demonstrated by using culture-based technique, i.e., terminal restriction fragment length polymorphism, that abundant microbial community was present in the rhizosphere in comparison to the bulk soil in an extensive wheat cropping system.
Root exudation is defined as the secretion of several compounds of importance by the roots into the rhizosphere, for example, organic acids, sugars, amino acids, polyphenols, flavonoids, hormones, and nutrients, which act as source of nutrients for the microorganisms surrounding the roots. This phenomenon is known as the rhizosphere effect. Nevertheless, the association of plant roots with microbiome involves the formation of selective niches for microbial development (Figure 2A). With the help of phytochemicals and root exudates, several microbial groups fail to grow in the rhizospheric niche. The population able to grow by utilizing root-secreted compounds forms a niche for themselves and also helps in recruiting other microbes by cross-feeding approach, thereby generating a new niche for rest of the microbes. The niche selection process is specific for the plant species and the compounds being secreted. For example, several secondary metabolites with defense properties such as benzoxazinoids discharged from the maize roots change the structure of root microbiome and influence the group of Actinobacteria and Proteobacteria the most. Moreover, the dynamics of structural composition of bacterial communities in the Avena barbata roots and their mechanisms were researched in a recent study. It was observed that the amalgamation of root exudate composition and substrate selectivity significantly modified the assemblage of bacterial population in rhizosphere. revealed various rhizobacterial species of Pseudoxanthomonas depicting differential patterns of occurrence across 30 angiospermic species. Moreover, the niche specifications and the huge diversity of the rhizospheric microbiota are also governed by the spatiotemporal organization of the rhizosphere and changes in physicochemical conditions. On the whole, variety of plant species and related genotypes and components of root exudates affect the structure and alignment of rhizospheric microbiome.
The internal colonization of roots also takes place by a variety of endophytic microbes. Their distribution in plants is dependent on several parameters such as the distribution of plant assets and the capability of endophytes in colonizing plants. One of the important and symbiotic root endophytes, Piriformospora indica, has been significantly used in agriculture for its function. The endophyte P. indica increases phosphorous (P) uptake and protects the crop from variety of stress factors. It has been reported that a cyclophilin A–like protein from P. indica was overexpressed for protecting the tobacco plant against salt stress. It has been also observed that Azotobacter chrococcum can facilitate the modulation of P. indica physiology and helps in improving its nutrient acquisition through their synergistic action.
Many endophytic fungi have been shown to exhibit chemotaxis for root-exuded chemicals. For instance, in a non-pathogenic Fusarium oxysporum when tested for activity against root knot nematode (Meloidogyne incognita) in tomato plants, it was found that the tomato exudates have facilitated the colonization of F. oxysporum, whereas it reduced the occurrence of nematode, suggesting that root exudates preferentially select the microbes in its vicinity. Nevertheless, root exudate–mediated chemotaxis also causes attraction for the pathogenic microbes. In a study by, fine biochar was utilized to suppress bacterial wilt disease in tomato. The mechanism that biochar followed was absorption of root exudates that exerted strong chemotactic signal toward Ralstonia solanacearum, and as a result, its activity and swarming motility were suppressed. In a recent study, this bacterial pathogen has also been shown to follow chemotaxis for tomato root–exuded secondary metabolites (hydroxylated aromatic acids). Pratylenchus coffeae is an endoparasitic nematode that causes disruption of root tissues mechanically followed by invasion in plants. The molecular and gene expression studies on Pratylenchus coffeae have been conducted to specify the genes (related to cell wall degrading enzyme) regulated in the presence and absence of root exudates, and it was observed that their activity changed with respect to the host-specific root exudate components provided for the assay. The protozoan parasite Trypanosoma brucei generally displays its movement away from the other inhabited microbial groups; however, have recently observed their positive chemotactic effect toward the colonized area of Escherichia coli. It is due to the presence of attractant that is a soluble, diffusible signal dependent on actively growing E. coli.
Root–Root Interactions
Because of the coexistence of different plants in the same soil, a competition is formed in the overlapping root systems for required resources that are limited in the soil. This coexistence has been thought relative to differentiation of niche because of different rooting patterns of plant species. However, this theory supports competitive interactions occurring belowground. The surprising knowledge of coexistence also helps in showing the interactions that are competitive as well as facilitative between the co-occurring roots. The communication between roots of neighboring plants takes place by secretion of several signaling molecules such as root exudates and allelochemicals (Figure 2B). Among them, allelopathy is the frequent communication process where phytotoxins such as catechin are released by plants. Catechin is capable of mediating both interspecific and intraspecific association by inhibiting growth of adjacent plant species, thereby enabling reduced competition and enhanced nutrient availability. Volatile organic compounds (VOCs) are also allelochemicals that mediate rhizospheric signaling by mycorrhiza networks among plants and increasing their transmission.
Apart from this, different experiments were carried out to prove different evidence in relation to interactions between plant roots with differential niches. For instance, showed that vertically distributed roots are related to competitive interactions between plants rather than integral niche. Their results have shown that there is strong competition between the plant species, which spread their roots largely leading to the suppression of neighboring species, whereas species having deeper and less branched root system are extensively able to withstand such competition. Further, using genetically transformed plants, showed facilitative interactions between the roots of legume and non-legume species belowground. These interactions are limited not only to different species but also between the genotypes. Stepping from interactions between species to interactions between genotypes, experimented on some species and observed the productivity of rice plants (Oryza sativa), which was grown in pairs, and it was observed that with increase in between-genotype distance, there was increase in mixture productivity in crops, which was attributed to resource-use complementarity. Moreover, mixing of two different species of trees was performed to explore soil by their fine roots. The species used were Acacia mangium and Eucalyptus grandis, where soil was more exploited by tree species as compared to the trees that were grown in the monoculture. These results further helped in supporting the importance of direct competition over the niche complementarity hypothesis.
Root–Microbe Interactions
The identity of plant species largely influences variety of diverse organisms living in soils and particularly those living in close region to plant. Thus, organisms present in the soil can impact plant development and execution. For establishing symbiotic association with the plants, microbes engage in releasing many beneficial compounds in the rhizosphere for plant’s uptake. Such molecules facilitate the regulation of plant’s transcriptome. In addition to production of hormones by plants, several cytokinin, auxins, and gibberellins are secreted by microbial population residing near plant roots (Figure 2C).
Interaction Between Root and Microbe via Root Exudates
Plant-specific root exudates display the specific selection of rhizospheric microbial communities; for instance, cucumber plant secreted citric acids from its roots, which then influenced the attraction of Bacillus amyloliquefaciens and banana root–exuded fumaric acid, which attracted B. Bacillus subtilis toward roots leading to biofilm formation. Some compounds have displayed the ability of inducing nodule formation in roots like flavonoids, which are the derivatives of 2-phenyl-1,4-benzopyrone, cause induction of bacterial nod genes, and lead lipochitooligosaccharides (LCOs) to initiate root nodule formation. These compounds have classified role in mimicking quorum sensing in bacteria and hence impact the bacterial metabolism. Apart from these, several other compounds help in synthesizing phytohormones required by bacteria for plant growth–promoting rhizobacterium (PGPR) activities like tryptophan that biosynthesizes indole acetic acid (IAA). Additionally, aminocyclopropane-1-carboxylic acid (ACC) is also exuded by roots for synthesis of ethylene (ET, a stress hormone) and as carbon and nitrogen source for bacterial growth, which is evident from the expression of acdS gene in microbes inhabiting the roots and involved in root exudate assimilation. Through this, ACC deaminase–producing PGPRs help in utilization of ACC to decrease the level of ACC outside the plants to equalize with that of inside levels.
Influence of Climatic and Soil Conditions on Root–Microbe Interaction
The role of plant species is dependent on the soil feedback and climatic alterations. For instance, concentrating on how climatic conditions impact plant-soil inputs, showed that the inheritance impact of a past dry spell supported the resistance of Lolium perenne to another dry season occasion. This beneficial outcome was then credited to the choice of microorganisms during the primary dry season. Concentrating on severely phosphorous drained soils, showed that the extent of non-mycorrhizal plant species expanded directly with phosphorous deprivation in soils. The authors recommend that in severely phosphorous-exhausted soils, retaining the phosphorous through the influx of carboxylates is supported over the broadly spread beneficial interaction between arbuscular mycorrhizae and plant roots. In another study, deliver the constructive outcomes of the rhizobacterium Klebsiella SGM 81 on the development and improvement of root hairs by Dianthus caryophyllus. A mutualistic connection between Klebsiella SGM 81, living and forming IAA in close region to the establishment of D. caryophyllus, was distinguished as the fundamental mechanism clarifying the improved root hair generation and plant development. demonstrated that soil and plant feedback depended on different species as well as on the related soil microbial communities, by using precipitation gradient that showed climatic change.
These examinations work to translate the complex and frequently setting wide collaborations between plant roots, soil, and microbes. While they together shed light on novel components intervening these associations, a major point of view of how root-microbiome connections are adjusted by natural conditions still requires extending the scope of living organisms and thought of a more extensive board of ecological conditions, including an assortment of atmosphere and soil properties.
Mechanism of Belowground Interactions in the Rhizosphere: Beyond Plant’s Innate Immune Response
A number of characteristic traits, such as growth patterns, behavior under stress and its mitigation, etc., have been displayed by the plant species present in an ecosystem. These traits allow the plant species to occupy different niche in space and time; this leads to the reason of having a high diversity of plant species, which can exist in correlation in a provided habitat. For interactions of microbes with plants, it is essential to demark the previously formed barriers in plant species including defense responses and signaling cascades. The defense response of the plant’s immune system is based on the recognition of the pattern-triggered immunity (PTI) and effector-triggered immunity (ETI). The first line of defense action is thought to be the PTI that includes the protein recognition receptors (PRRs) present at the surface of the cells. The conserved patterns known as pathogen (microbe)–associated molecular patterns (MAMP) serve as the binding sites for the PRR initiating a signaling cascade mechanism of defense responses, thereby inhibiting the microbe’s (pathogen’s) growth. However, some pathogens may cause the downregulation of PTI by secreting the effector proteins. This leads to the activation of second lineage of defensive actions, i.e., ETI, where intracellular resistance (R) genes having nucleotide-binding leucine-rich repeats are present. These R genes facilitate the binding of coding proteins to the effector virulence proteins of microbes triggering a signaling mechanism to cause cell death. The cascades PTI and ETI may involve sharing of certain biochemicals; however, they are often viewed as distinct in activities with more conserved evolutionary responses of PTI than that of ETI. It has been highlighted that the immune system of the plant involves the strict regulation of coevolving interactive responses with multitude signaling processes among which phytohormones play a significant role inducing both systemic and local effects. The pathways in which the phytohormones play an active role involve induced systemic resistance (ISR) and systemic acquired resistance (SAR). To achieve an efficient plant and microbe symbiosis, the aforementioned innate responses and predefined restrictions need to be circumvented through chemistry of chemical cross talking between microbes and plants. Hence, the interactions between the plant roots and microbes as well as plant root–root associations must be considered beyond innate defense responses.
The advancements made in the associations of plant and microbes in the rhizosphere have enhanced the demands of developing and commercializing the microbe-based inoculants/formulations. Microbial inoculants are the agricultural amendments that can be applied to the soil or plant for enhanced crop productivity. These inoculants may be the natural diversity of a rhizosphere or synthetic composition of one or more microbes. It may be facilitated in several ways including introducing new microbial species to the rhizosphere, manipulating the environmental parameters such as moisture, pH, temperature, etc., and growing plants that modify the microbial diversity of soil.
During inoculation of bacterial formulation in the rhizosphere, sophisticated and complex interactions among plant–microbe and microbe–microbe take place, which are governed by the establishment of chemical communication in rhizosphere. The process of root exudation actively engages itself in the signaling cascades prompted in the rhizosphere due to inoculation. These associations hold a vital importance in achieving resistance to plant pathogens, making nutrients available to the plants, facilitation of root–root interactions, and inhabited microbial community regulations. However, there is competitive pressure with respect to nutrients selectivity, chemotaxis, and root colonization on the introduced microbial inoculant to make its place in the rhizosphere, along with native microbial communities. The discretion of root exudate compounds in nourishing specific rhizobacterial species has been investigated where key substrate driver was observed to be organic acids that facilitated the chemotaxis by attracting bacterial species to the roots. Exometabolomics was deployed to delineate the substrates specifically required by bacterial strains grown on root exudates. Root exudates, having specificity to plant genotype or species, display the ability to highlight the communication knowledge between microbes, roots, and plants.
Microbial species in an assemblage secrete several signaling molecules influencing the expression of genes of host plant species. Such signaling compounds comprise VOCs, for example, ketones, alcohols, alkanes, terpenoids, etc., which serve as communication channel between microbial communities in rhizosphere. VOCs secreted by bacteria and plants are widely known for promoting plant growth and inducing defense responses, as well as expression of nutrient (ion) transporters. However, for establishing symbiosis with the plants, rhizomicrobes or microbial inoculants secrete plant beneficial compounds triggering the specific alterations in plant transcriptome. Phytohormones such as auxins, cytokinins, abscisic acid (ABA), salicylic acid (SA), jasmonic acid (JA), gibberellins, etc., apart from produced from plants, are secreted by beneficial microbes. PGPRs, defined as the beneficial microorganisms especially bacterial species in the rhizosphere that help in plant growth promotion (PGP) by multiple means either directly or indirectly, can also produce VOCs to which certain plants respond. For instance, the consortium (two or more microbes when displaying synergism in order to improve plant growth) of B. subtilis GB03 and B. amyloliquefaciens IN937a was inoculated to Arabidopsis seeds in Petri dish and enhanced its growth by secreting the volatiles acetoin and butanediol, which were common to both the microbes.
Multitude of Functions of Microbial Consortia in the Rhizosphere With Emphasis on Phytohormones, Nutrients, and Microbial Defense Mechanisms
Coevolving of plants with microbes follow the symbiotic association in order to colonize the terrestrial ecological systems. The knowledge of beneficial characteristics of natural PGPRs and their interactions could support the agriculture by decreasing the utilization of chemical-based fertilizers and enhancing the plant productivity. Among several traits displayed by PGPRs, the direct properties include the nutrient assimilation, phytohormone secretion and signaling, and biological nitrogen (N2) fixation and siderophore production for making iron available to the plants (Figure 2C), and indirect ones include pathogen suppression, e.g., by releasing gaseous substances such as hydrogen cyanide (HCN), inducing ISR and SAR and ACC deaminase enzyme production for reducing the concentration of ET in plants.
Phytohormones
Several PGPRs as well as pathogenic bacteria are capable of producing phytohormones such as auxins, cytokinins, and gibberellins, thereby influencing the plant growth by working in conjugation with endogenous formation of these hormones in plants. noticed a variety of microorganisms in wheat and soybean roots, which included Pseudomonas, Paraburkholderia, and Pantoea with significant plant growth properties such as P solubilization, N2 fixation, IAA, and ACC deaminase production. Auxins have a significant role in regulation of plant root growth and stress responses. Lateral root formation and elongation of nodular meristem are essentially performed by auxins. IAA is produced by both the PGPRs and pathogens in the rhizosphere or soil, and in case of secretion by pathogens, it is associated with virulence factor. For instance, T-DNA transfer by Agrobacterium tumefaciens to constitutively encode IAA production causes tumor formation (undifferentiated tissues) in plants.
Ethylene is a volatile hormone that influences the plant growth as evidenced in plants such as bean and oats. The enhancement in ET biosynthesis in Nicotiana tabacum can indicate the importance of ET in defense response of plants at the early PTI responses. Subsequently, in Arabidopsis thaliana, the evidence was provided for involvement of ET signaling in expressing receptor kinases (FLS2) for binding with bacterial flagellin (flg22) to initiate the defense responses. Its association with resistance to stress incidences was also reported. The defense responses via ET are indicated not only by individual microbes but also through the regulation of microbial community that are influenced by ET. Several studies have followed the mutant generation approach by using A. thaliana to determine the potential factors that affect the bacterial community structure. The mutants with ET-disabled gene displayed shifts in bacterial communities at genus level; however, it could not be correlated that the enhancement in abundant species is due to the ET levels or its cross talk with other hormones. Further, the experiments of signified that initial composition of bacterial communities has a critical role in regulating ET for their capability to influence other microbial communities. This effect might elicit ET responses in shaping the microbial structure, which then can be manipulated to act against stress responses. The essentiality of JA in defense responses came into light with an infection-mediated wound response. Later, it has also been observed to act under necrotrophic plant defense responses. Some studies have suggested that root exudates display their involvement in regulation of hormone JA that shapes the microbial communities around the root. For instance, in a recent study, benzoxazinoids (component of root exudates) have been regulated by JA and interestingly demonstrated the ability to modify the microbial community composition. This benzoxazinoid when inoculated in the soil exhibited improvement in herbivore resistance with enhancement in JA levels. As it has been known that several root exudates have allelopathic and chemotactic properties, this benzoxazinoid has proven chemotactic traits toward Pseudomonas putida that cause elicitation in JA priming and provide tolerance against fungal infection. However, the correlation between the JA and root exudates’ functions in order to select and modify the community structure needs further elucidation.
Another essential phytohormone involved in defense signaling is SA. Unlike JA and ET, SA is considered to be associated with SAR. The signaling of SA-JA-ET phytohormones forms the backbone of defensive response action. Its role in modulating the root microbiota has been derived using A. thaliana mutants in which knockout mutants of SA, JA, and ET were targeted. The knocked-out mutants displayed lesser rate of survival, and it was observed that some endophyte species might need SA-linked pathways for colonization. The preference of SA to select microbial communities has been displayed when SA was exogenously supplemented suggesting the active involvement of SA in shaping microbial structure. Several other hormones such as ABA, cytokinin, auxins, brassinosteroids, etc., might show antagonism or synergism with SA, JA, and ET pathways. For instance, ABA essentially takes part in modulating defense responses against abiotic stresses. It implicates negative effect to SA-linked defense, whereas it displays both negative and positive correlations with JA signaling pathways and affects ET-related responses to biotic stress. In a study by, microbial genera such as Cellvibrio, Limnobacter, and Massilia were preferentially selected by supplementing the pot soil with exogenous ABA; however, its definite role in regulating the microbial communities is still greatly unexplored.
Nutrient Acquisition
The importance of PGPRs in rhizosphere has been marked by their ability to make nutrients such as nitrogen, phosphorous, etc., available to plants and thereby act as biofertilizers. Biofertilizers are the microbial preparations that when applied to the soil, plant, or roots provide or enhance the nutrients and increase the fertility of soil. The most highly studied feature is nitrogen (N2) fixation by Rhizobia species symbiotically. The mode of action of rhizobial N2 fixation involves mutual symbiosis with their leguminous plant host and the nod factors (LCOs), which are derived in response to flavonoids. It comprises chitin molecules with N-acyl moieties having varying length fatty acids, which are responsible for conferring the specificity between host and rhizobium. The association between bacterial LCOs and host plant relies on direct detection of bacterial signal molecules by the plants. Lysin motif-containing receptor-like kinases (LysMs) are present on the leguminous plant cells as receptors that form bond with and gives responses to MAMPs including chitin. This binding of LysM with nod factors initiates several cascade signals such as cytokinin and calcium accumulation and root hair curls, developing infection thread followed by infection that happens in nodules, the place where N2 fixation by bacteria occurs in exchange to photosynthetic carbon. In an experiment with non-legume plant A. thaliana, exogenous LCO from Bradyrhizobium japonicum was provided to the media that significantly increased the root tip numbers, length, and surface area of roots.
Growth and nutrition of plants are also influenced by rhizobacterial chemical secretions that alter plant physiological responses; however, their molecular mechanisms have not been completely identified, but they overlap with plant defense and symbiosis parameters. In a study by, accumulation of iron was increased by B. subtilis G03 in A. thaliana by activating host plant’s defense machinery. It was identified that Arabidopsis when exposed to bacterial volatiles upregulated the Fe deficiency–induced transcription factor 1 required to induce ferric reductase FRO2 and the iron transporter IRT1 expression by B. subtilis volatiles. When this bacterium G03 was inoculated to other plants, the iron accumulation was observed to be triggered by enhanced transporter expression. For example, G03 supplementation to Manihot esculenta (cassava) stem parts before plantation induced increase in iron content by 400% in leaves. In a study by, the efficacies of Bacillus paramycoides KVS27, Bacillus thuringiensis KVS25, and Pseudomonas species KVS20 were tested, and they have been found to increase the growth of Brassica juncea by facilitating P solubilization, N2 assimilation, IAA, siderophore, and HCN production. It was also examined that there exists a synergism between these strains and that they have cumulatively enhanced the B. juncea growth.
Microbial Defense Mechanisms
Microbes display role in both disease occurrence and biocontrol activity. A few microorganisms can cause infection manifestations through the generation of phytotoxic compounds. One such pathogenic microbe is Pseudomonas syringae, which is very notable for having diverse hosts such as tomato, tobacco, olive, and green bean. Similar pathogenic bacterium is Erwinia amylovora, which is known for causing fire blight disease of fruit-bearing trees and ornament plants. Banana and potato crops also face variety of diseases due to the occurrence of Xanthomonas, R. solanacearum, and Xylella fastidiosa. The seriousness of plant disease relies upon several parameters, viz., size of pathogen population, favorable environment, and susceptible nature of host, as well as biotic conditions involved in collective determination of plant–pathogen associations. The host might acquire resistance against the pathogenic interventions due to the above and belowground bacterial communities by modifying defense responses of plant.
However, the pathogenic intrusions and disease can be controlled by various biocontrol activities. Because use of chemicals imposed many serious concerns in the agricultural productivity, hence employing benign microbial population has gained increasing popularity for economic approach. This can be facilitated by the lytic enzymes, generation of antibiotics, and production of siderophores and volatile compounds, which are inhibitory to pathogens. The biological control by the microbes against pathogenic microbes follows different mechanisms such as antagonism, competition of nutrients and niches, and defense responses. Antagonistic microbes do not allow the other microbes to grow in its vicinity and hence can limit the growth of pathogens. Further, the fast-growing microbes can utilize the nutrients for their growth and deplete for other leading to limited or no growth of the pathogenic microbes. A few microorganisms shield the plant from pathogens by regulating plant hormonal levels and inducing resistance in the plant system. The consistent utilization of agricultural soils can develop pathogenic pressure and form disease-suppressive soil that contains microbes that suppress the disease. In a study, three essential bacterial taxa that belonged to Firmicutes, Actinobacteria, and Acidobacteria were observed to control the Fusarium wilt disease at a huge scale. The significance of bacterial communities of the endosphere was observed to suppress the destructive disease (Gaeumannomyces graminis), and further endophytes of Serratia and Enterobacter were recognized as most encouraging competitors against G. graminis. The action of ISR happens through the involvement of phytohormones ET and JA in protecting the plant systemically when exposed to beneficial microbes (Figure 3). The priming process of plants is typically known during ISR in which defense responses against pathogenic microbes are activated aboveground very quickly, and several growth-promoting rhizobacterial species have displayed plant-priming phenomena. In SAR, MAMP-triggered immunity is induced as a first line of defense as discussed in Mechanism of Belowground Interactions in the Rhizosphere: Beyond Plant’s Innate Immune Response, and unlike ISR, it utilizes SA to confer the systemic protection to the plants (Figure 3).
To elicit defense responses in plants, bacteria secrete several molecules such as antibiotics, volatiles, quorum-sensing signals, and certain proteins and small compounds (Figure 2C). Antibiotics are generally defined as low-molecular-weight, organic molecules with diversified chemical nature formed by microbes in order to limit the growth of other microbes. A widely known microbial antibiotic, 2,4-diacetylphloroglucinol (DAPG), promotes the plant growth by suppressing pathogenic bacteria and fungi. The mode of action of DAPG is to induce the generation of auxins and alteration of root physiology, which further stimulates the plant growth. Pseudomonas aeruginosa is widely known to produce DAPG; however, it is also known to generate other class of antibiotic, i.e., phenazines that have been shown to induce the ISR in rice infected with Magnaporthe oryzae. Another important class of antibiotics includes cyclic lipopeptides (cLPs) that have been isolated from Bacillus and Pseudomonas species to date having unique configurations. Among cLPs, Bacillus species produce surfactin, fengycin, and iturin, of which surfactins have been considered as potential natural surfactant. When surfactin-producing microbe B. subtilis 499 was inoculated in tomato and bean plants, the occurrence of disease by Botrytis cinerea was significantly suppressed. It had induced the lipoxygenase enzyme activity (indicator of ISR induction) in tomato plants infected with Botrytis pathogen when inoculated with Bacillus species. Gram-negative quorum-sensing molecule, N-acyl homoserine lactone (AHL), has been observed to upregulate the plant defense responses. Inoculation of Arabidopsis by Sinorhizobium meliloti (now renamed to Ensifer meliloti) producing 3-oxo-C14-HL imparted resistance against P. syringae pv. tomato. There is also the activation of systemic tolerance by AHLs observed in fungus Golovinomyces orontii and bacterium P. syringae pv. tomato DC3000-infected A. thaliana.
Techniques for Microbiome Analysis
To characterize the microbial diversity from a sample, there are number of approaches available. However, the characterization of whole microbiome and single components with complete details is majorly performed by two next-generation sequencing methods, i.e., amplicon sequencing and metagenomics (Figure 4).
Amplicon Sequencing
These strategies depend on the specific binding of the pair of the universal primers to the regions, which are highly conserved within the particular microbial genome of interest. Amplicon sequencing is applied in microbial ecological studies for exploring the microbial communities. It involves the sequencing of subsequent polymerase chain reaction (PCR) products encompassing taxon-specific hypervariable regions (HVRs). 16S rRNA gene of bacteria are the most widely utilized amplicon targeted for microbiome examination. Several combinations of primers have been suggested for bacterial 16S rRNA gene for amplifying various HVRs and subsequently generating PCR products varying in their lengths for sequencing platforms (such as Pacific Biosciences vs. Illumina). The varying sequences of 16S rRNA (for bacteria), 18S rRNA (for fungi) genes, and internal transcribed spacer (ITS) segments (for fungi) along with metagenomic loci possess the information regarding the phylogeny of microorganisms, which can be utilized for inferring and deducing their taxonomy. However, it should be noted that the accuracy of taxonomical identification using marker genes is dependent upon the quality and completeness of the reference databases used. In comparison of 18S rRNA gene, the ITS region was preferred because of the presence of high comprehensive and curated database as well as the higher sequence variability. However, it is debatable that the ITS fragments with uneven lengths may enhance preferential PCR amplification of ITS sequences with shorter lengths, which can take to a biased quantification of relative abundances of fungal taxa, and consequently, non-ITS targets can be additionally used in studies of fungi microbiota based on sequencing.
Sometimes, it becomes difficult to distinguish the natural genetic variations from the technical errors during sequencing, which even is less than 0.1% using the Illumina platform. To analyze the microbiome after amplicon-based sequencing, operational taxonomical units (OTUs) clustering is utilized depending on the arbitrary definitive sequence similarity thresholds (for, e.g., 97%). Similar but somewhat variant sequences are assigned to the same taxa by OTU picking giving an assumption for sharing a biological origin. In comparison to OTU-based methodologies, the enhanced specificity and sensitivity are provided by amplicon sequence variants and also diminished the possibility of false identification of OTU sets arriving from wrongly clustered sequences, but they might bear the risk to overestimate the microbial diversities.
Metagenomics
Metagenomics utilizes the entire genome shotgun method to deal with fragmentation and sequencing the complete DNA sequence of a microbial sample rather than 16S rRNA gene fragments or other targeted amplicons. Subsequently, the reads obtained have their origin from bacteria, viruses, archaea, phages, and fungi with other eukaryotes, as well as it can incorporate extrachromosomal fragments, plasmids, and host DNA. In contrast to 16S rRNA gene examination, this strategy requires essentially more information to get the depth of sequencing that is necessary to distinguish and characterize uncommon/rare members of microbiome. For robust analysis of the data, several quality control techniques are utilized to trim and filter the metagenomic reads for human, plant, and eukaryotic DNA reads by tools such as KneadDeata, QIIME, RAST, etc.. Web-based tools are nowadays very easily approachable and can provide the measure to compare and map the reads in the references databases. The annotated functions can be identified by various databases such as KEGG orthologs and cluster of orthologous genes.
The metagenomics-based studies improve researcher’s ability to characterize microorganisms not only at species level but also even at strain level. This contrasts with 16S rRNA–based NGS methods, which offers only limited characterization resolution because of the high sequence conservation at these taxonomic levels of the amplicons produced. However, additional bioinformatics approach is needed to reconstruct microbial genome from mixtures of small fragments of DNA derived from several microbes and to further enhance sequencing resolution. This is mainly relevant for finding and characterizing microbes at the strain level, where assembly algorithms overcome barriers such as intergenomic repetitive elements and to accurately detect small genetic differences. Lastly, functional level annotation of sequences of genes is allowed in metagenomics and hence has broader explanation of microbial characterization than targeted amplicon sequencing surveys. Generally, two steps of functional annotation are gene prediction and gene annotation. In gene prediction, sequences that may encode proteins are identified by bioinformatics tools. Then, these sequences are matched and annotated with database of protein families. This information is further used to find new functional gene sequences. Point to be careful about is that in metagenomics, the prediction of genes does not confirm their actual expression within the initial tested sample. Although amplicon sequencing and metagenomics are next-generation sequencing approaches, they still sometimes pose several limitations during experimentation and analysis.
Contribution of Microbial Inoculants in Agricultural Sustainability
Albeit less information is available about the specific mechanism of microbial interaction with the plants, accelerating the use of microbes in a targeted way can contribute to sustainability. To enhance the microbial population, extensive research depicted practice of organic farming that enhances occurrence of microbes such as fungal and bacterial load in the soil, commonly known as plant probiotic.
The utilization of beneficial microbes has gained the pace against the chemical-based and synthetic pesticides and fertilizers in agriculture industry. The inoculation of seeds by beneficial microbes reflects their efficiency to colonize the roots when they are placed in soil, as well as help in protection from the pathogens. This process of seed inoculation by microbial consortia possesses advantage of direct delivery of microbes in the rhizosphere where they can establish association with plants. Inoculation of microorganisms helps in improving the nutrient availability to the plants, as well as help in effective carbon sequestration belowground. In leguminous plants, inoculating the seeds results in high occurrence of rhizobia in the rhizosphere, which further colonizes, forms nodules, and fixes nitrogen in order to achieve maximum yield and productivity. Burkholderia ambifaria MCI 7 when used for seed treatment has shown growth promotion in maize seedlings, but at the same time, it has shown negative effect on plant growth when applied directly in the soil.
The rising issues of varying costs and distribution related to the P-based fertilizers led to the enhancement in microbial fertilizers that promote the P acquisition by the plants from soil. One of the products commercialized for canola and wheat is JumpStart®, which contains Penicillium bilaii fungus. It displayed the high yield (66%) in one study; however, in some studies, it has been reported to deliver less beneficial properties. The inoculation with fungus on the seeds is facilitated just before the sowing procedure. The species belonging to Pseudomonas have shown the plant growth–promoting potential and pathogen suppression; hence, different ways were applied for seed coating by Pseudomonas that delivered mixed success levels. Two strains of P. syringae have been tested under greenhouse conditions in tomato plant in which P. syringae pv. syringae strain 260-02 promoted the growth of plants and exerted biocontrol of P. syringae pv. tomato strain DC3000 against the fungus B. cinerea and the virus Cymbidium ringspot. Apart from being a pathogen, P. syringae can also be beneficial in some cases. This might be due to its distinct volatile emission profiles and root colonization patterns. In one of the studies, when P. putida KT2440 was supplied as root inoculant in maize plants, the induction of ISR was observed against the fungus Colletotrichum graminicola that was evident from the significantly decreased leaf necrosis and low fungal load in treated samples. Other bacteria, i.e., Bacillus species, have emerged as great candidates for developing stable bioproducts against pathogens, as they are capable of producing heat-resistant and drought-resistant endospores. In tomato plants, coinoculation of Pseudomonas and Bacillus at various stages of plant growth promoted the yield, growth, and nutritional status of plants. Similarly, the coinoculation of Pseudomonas and Rhizobium sullae enhanced growth and antioxidant levels and reduced cadmium accumulation in Sulla coronaria and that of Rhizobium and Pseudomonas increased the root and shoot dry weight and overall yield of rice. There are ample studies on inoculation of microbes (both single and consortia) to the plants or seeds in order to promote the growth and development of plants. Some more examples are presented in Table 1.
Mycorrhiza describes a symbiotic association between root-colonizing fungi and plants. The mycorrhizal association begins with the exchange of signals between both the partners. The host root releases the signaling molecules known as “branching factors” for initiating extensive hyphal branching for arbuscular mycorrhizal (AM) fungi. AM fungi have long been presumed to generate signal molecules known as “myc factors” that give the molecular and cellular responses to AM fungi for successful root colonization. None of these signals had been isolated and chemically identified until the discovery of ‘branching factors” from root secretions of legume Lotus japonicus. It was identified as a strigolactone, 5-deoxy-strigol. It has been widely studied that the plant immunity can be enhanced by the association between the mycorrhizae and plant.
The endophytic fungi are known for existing greatly in the plant’s tissues for maintaining health of the plant and possess an essential parameter in plant–microbe associations. The plants and endophytes at the later stage of ecological process become synergistically beneficial. One of the beneficial endophytes is P. indica that has been isolated from the roots of plants growing in the desert of Rajasthan, India. It has been studied widely for their essential properties and tested with many plant species. This fungus enhances the uptake of nutritional elements and facilitates the survival of plants under stressed conditions such as salinity and drought; presents systemic resistance against pathogens, heavy metals, and toxic compounds; and promotes yield and crop productivity. Many other researchers have observed high biomass delivery and improvement in plant growth when treated with this fungus. More than 150 species of host plants have been tested and observed to beneficially associate with P. indica with respect to their benefits in agriculture, medicinal, ornamental, and other plants. The roots that are colonized by P. indica have shown early developmental gene expression indicating more growth at initial stages in treated in comparison to control. Colonization of exterior root cortex of maize was observed after inoculation of P. indica to maize roots, which further significantly increased the growth responses. In a study on Ocimum basilicum (sweet basil), lead (Pb) uptake in shoots is restricted by combined inoculation of endophytic fungi Rhizophagus irregularis and Serendipita indica; however, copper (Cu) uptake is limited by S. indica only. Useful products from Trichoderma harzianum are being produced by many countries; for example, in Poland T-22 strain is used to market a product known as Tianum-P. Many studies have reported the production of useful compounds by Trichoderma species and have found that it can produce viriden, isonitryles, gliotoxines, peptaboils, and sesquiterpenes among many other essential compounds. A study has shown that Trichoderma atroviride G79/11 is able to produce the enzyme cellulase, which makes it suitable candidate for biopreparation of antifungal compounds.
Talaromyces is an important fungal genus from the group of heat-resistant fungi (HRFs), among which most common is Talaromyces flavus strain. The HRFs have the ability to resist high temperature ranging from 90°C for 6 min to 95°C for 1 min in glucose tartarate–rich medium at pH 5. It has been reported to produce bioactive compounds such as actofunicone, deoxy-funicone, and vermistatin. These compounds help them in nutrient competition and to grow faster; therefore, this strain has the potential to be used in pathogen biocontrol. In production of organic fruits, many bioproducts and biopreparations are being utilized, e.g., Biosept 33 SL and Micosat F. These are dependent on various active ingredients such as plant extracts (e.g., garlic—Allium sativum), animal-derived substances (e.g., chitosan), or microbial inoculum (e.g., Pythium oligandrum). These biopreparations are appreciated by farmers because of their safety and effectiveness for plants themselves and animals.
Agricultural Management and Status of Microbial Inoculants
Numerous studies have shown that, besides the plant influence, long-term agricultural practices affect the assembly of the rhizosphere microbiota. It has been observed that recruitment of management process–specific taxa is favored by the plant hosts, which also helps in shifting the nutrient cycling in rhizospheric region. The influence of agricultural management practices and modulated microbiome can subsequently affect the dependent plant characteristics and hence the performance. Apart from microbial inoculations, agricultural practices such as organic farming, crop diversification, and intercropping have been used for sustainability in agriculture. Although there is limitation in the studies that show impact of several practices on plant microbiome, fertilization, or biodiversity protection, it has been shown that utilizing low input farm practices lead to promotion of diversity and abundance of many microbes. Hence, it is necessary to understand the impact of agricultural practices on plant microbiota to formulate strategies on modulation of microbiome in desired direction.
It has been shown that integrated or organic pest treatment of grapevine may cause different plant and soil microbiota build-up. Likewise, studies on viticulture treatment have shown different microbiota build-up in comparison to the biodynamic and organic management practices. Vineyards were assessed for 10 years under integrated, biodynamic, and organic management practices, and it was found that soil treated with organic management practices had rich bacterial diversity in comparison to integrated management but bacterial community composition found to be similar in both. Further, a study reported that soil under 20 years of organic farming exhibited rich microbial diversity in comparison to conventionally managed soil. In another study, analyzed the impact on microbial diversity under conventional and organic farming management types with varying tillage intensities. It was observed that primary soil microbial diversity is influenced by tillage while root microbial diversity such as fungal communities are influenced mainly by management type (conventional and organic) and somewhat due to tillage. Effects of soil management practices depend on, for instance, soil microbiota, soil type, and plant species, and approximately 10% of disparity in microbial diversity can be explained by the farming practices utilized. Our understanding on effects of soil management practices on microbial diversity has advanced, but the effects of complex system such as environmental factors are yet to be understood.
Process of Microbial Inoculant (Single/Consortia) Formulation
The identification and characterization of PGPRs and/or consortia involve bottom-up selection procedures, which include collecting the bacterial cultures and investigating the properties in culture-dependent screening methods. The detailed outline of process is given in Figure 5. Bacterial stress resistance to desiccation, temperature, or toxic components and promotional activities for plant growth can be assessed for the cultures grown in axenic conditions. These in vitro tests can be used as selection criterion to screen the PGP traits. However, there is no correlation between the efficiency of PGP bacteria and their abundant molecular PGP traits.
Laboratory screening can give only limited information. In years, the majority of the research were focused on developing strains, understanding mode of action when inoculated to plants, and assessing their effects. And now, research is being focused on conversion of science into technology by producing the inoculants. Automation technologies can be adopted for mass and time-efficient production of inoculants such as using sterile liquid inoculants having more microbe load to enhance the shelf life and contamination-free products. According to a report produced by the National Centre of Organic Farming, India has around 225 biofertilizer production units that can produce up to 98,000 Mt per annum through installed capacities. Initially, the inoculants of Rhizobium have gained momentum in commercialization in market followed by Azotobacter, Azospirillum, phosphate-solubilizing bacteria (PSBs), Acetobacter, Frateuria aurantia + Bacillus species, and the mixtures of Azotobacter, Azospirillum, PSB, and Pseudomonas fluorescens. The market is dominated by single-inoculant cultures; however, the trend of employing the consortia is projected to increase within coming years. State Governments (in India) supply the majority of such inoculants and biofertilizers to the farmers through various schemes with subsidy varying from 25% to 75%. However, there is still a gap in direct marketing of the biofertilizers via dealers. Moreover, the acceptance rate of biofertilizers by the farmers is still inconsistent for utilization in fields due to temperature-sensitive nature and varying response and the fear that these inoculants are also pests.
Future Prospects, Challenges, and Limitations
To ensure long-term viability of microbial cells especially during storage and deliver sufficient viable number of cells to plants grown in fields, the development microbial formulations are needed. Unfortunate scene is that there is lack of suitable formulations for many microbes, in particular, the Gram-negatives. Further limitation for viability in formulations is the toleration capacity of bacteria to low-humidity conditions. Use of several compounds on the formulations might actually help in improvement of PGP effects. Experiments conducted for addition of LCOs isolated from rhizobia in the formulation or adaptation of growth medium of inoculants help in increasing exopolysaccharides and polyhydroxybutyrate content and increased PGP activities.
It has been observed that the bacterial products/additives do not have clear understanding with respect to their adhesion, but adjustments in droplet size and rheological properties can be achieved by surfactants, which might help in improvement of adhesion to hydrophobic cuticular surfaces. Improvement of adhesion of PGPRs to roots has been done by nanoparticles and humid environment provided by encapsulated PGPR macrobeads. Generally, yield of wheat in field studies is successfully increased by inoculation techniques adopted for inoculating seed, leaf, and soil of same PGPRs. Interference of seed inoculants with pesticides can be seen, but in such cases, seed inoculant colonizes the plants and activates microbial defense system, which include activation of plant immune response, biofilm production, etc. Development of new methods was done in addition to classical delivery approaches. devised the concept of seed microbiome modulation. In this, flower spray inoculation was followed for achieving next-generation seeds colonized with endophytes and modulated seed microbiome. Colonization of germinated plants was done efficiently by inoculant strain, which displayed that the use of alternative approaches may lead to improvement of microbial inoculant performance under field conditions.
Microbial inocula, either single or consortia, have many advantages than limitations. These include their environment-friendly nature; they can restore soil fertility, improve/enhance nutrient availability, protect against biotic and abiotic stresses, increase soil microbial activity, decompose toxic substances, promote colonization of mycorrhizae and other useful microbes, help in recycling soil organic matter, increase plant defense and immunity for suppressing unwanted parasitic and pathogenic attacks, and carry out signal transduction and plant–microbe interactions. Each year, there is nearly 12% increase in demand for microbial inoculants because of the increasing cost of chemical fertilizers and demand for environment-friendly technologies in society. PGPRs such as Azotobacter, Bacillus, Azospirillum, Pseudomonas, Burkholderia, Serratia, and Rhizobium species are now being commercially produced at a large scale, although different countries have their own rules for the use of these microbes based biofertilizers and biopesticides for agricultural practices. The main obstacles are consistency, reliability, and shelf life of microbial inoculants under field conditions. Gram-positive bacteria have longer shelf-life in comparison to non–spore-forming gram-negative bacteria. However, studies have reported super-inoculants containing all the required characteristics of a microbial inoculant. On the other hand, studies have also issued concern about some PGPRs that can be pathogenic to humans, for example, pathogenic Pseudomonas species and Burkholderia cepacia. These species can be harmful to human, despite the PGP activity shown by them, and therefore before their commercial production, they should be addressed properly. More research is required before incorporating pathogenic PGPRs in sustainable agriculture. Many European and other countries such as the United States are reassessing the biosafety of PGPR-based biofertilizers. Studies have shown the effect of climate change on plant–microbe interactions; however, further studies are needed to know the full capabilities of PGPRs before their acceptance by government regulations, biofertilizer companies, and farmers. There can be the provision to make cost-effective technology of microbial consortium acceptance and utilization by the farmers in the future. There can be government-regulated outlets where biofertilizers/biopesticides with improved shelf life and stability should be provided to the farmers at subsidized rates with an opportunity to replace the old stored batch of inoculum with a fresh batch. The administrative bodies of agriculture-based towns can provide training to farmers highlighting the benefits, proper handling and usage, and their general guidelines. The schemes by the government can be launched to help farmers set up small production units in their area so as to regularize the inoculant production. It will certainly help them in overcoming shelf life, stability, and viable count problems by producing the inoculant as desired for the use.
Conclusion
With the increase in world population at alarming rate, there is a need to increase crop production to fulfill the global food requirements and at the same time enhance agricultural sustainability. Plant growth–promoting microbes, which are active constituents of biofertilizers and biopesticides, can be represented as a feasible alternative technology for enhancing plant yield and protecting against pathogens. The microbial inoculums possess the ability to positively impact the agriculture sector; however, plant selectivity along with organic and conventional management procedures also comes into play in shaping the rhizospheric microbiome structure, their concurrence, and subsequent effects. Since the microbial community structure in bulk and rhizosphere region frequently differs in their composition in various plant niches, it becomes necessary to reorganize the priorities of research toward isolating beneficial microbes and understanding the dynamics of their association with plants for enhanced crop productivity, quality, and agroecological sustainability. Despite some limitations of microbial consortia application, the measures to move past these limitations can be taken such as enhancement of shelf-life and viable load at the time of application, as well as developing faith in farmers for consistent utilization of inoculants in their fields. In the future, studies related to large-scale viable production of inoculant can be made using synergistic microbes proven to increase the crop productivity under conventional and organic agricultural practices.
Author Contributions
AV and KV designed the structure of the manuscript. CS, NK, SM, and KV wrote the manuscript. CS, NK, KV, and SB prepared the tables, figures and arranged the references. KV and AV critically read and organized the manuscript. All the authors contributed to the article and approved the submitted version.
Conflict of Interest
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.
References 238
- 1.
Aboudrar W. Schwartz C. Morel J. L. Boularbah A. (2013 ). Effects of nickel-resistant rhizosphere bacteria on the uptake of nickel by the hyperaccumulator Noccaea caerulescens under controlled conditions. J. Soils Sediments 13 501–507.
Not in our library10.1007/s11368-012-0614-x
- 2.
Achatz B. von Rüden S. Andrade D. Neumann E. Pons-Kühnemann J. Kogel K. H. (2010 ). Root colonization by Piriformospora indica enhances grain yield in barley under diverse nutrient regimes by accelerating plant development. Plant Soil 333 59–70.
Not in our library10.1007/s11104-010-0319-0
- 3.
Ahmad M. Pataczek L. Hilger T. H. Zahir Z. A. Hussain A. Rasche F. (2018 ). Perspectives of microbial inoculation for sustainable development and environmental management. Front. Microbiol. 9:2992.
Not in our library10.3389/fmicb.2018.02992
- 4.
Akhtar M. S. Panwar J. (2011 ). Arbuscular mycorrhizal fungi and opportunistic fungi, efficient root symbionts for the management of plant parasitic nematodes. Adv. Sci. Eng. Med. 3 165–175.
Not in our library10.1166/asem.2011.1109
- 5.
Akiyama K. Hayashi H. (2006 ). Strigolactones: chemical signals for fungal symbionts and parasitic weeds in plant roots. Ann. Bot. 97 925–931.
Not in our library10.1093/aob/mcl063
- 6.
Aleklett K. Hart M. Shade A. (2014 ). The microbial ecology of flowers: an emerging frontier in phyllosphere research. Botany 92 253–266.
Not in our library10.1139/cjb-2013-0166
- 7.
Alori E. T. Dare M. O. Babalola O. O. (2017 ). “Microbial inoculants for soil quality and plant fitness,” in Sustainable Agriculture Review, ed. Lichtfouse E. (Berlin: Springer), 181–308.
Not in our library10.1007/978-3-319-48006-0
- 8.
Antolín-Llovera M. Ried M. K. Binder A. Parniske M. (2012 ). Receptor kinase signaling pathways in plant-microbe interactions. Annu. Rev. Phytopathol. 50 451–473.
Not in our library10.1146/annurev-phyto-081211-173002
- 9.
- 10.
- 11.
Bandyopadhyay P. Bhuyan S. K. Yadava P. K. Varma A. Tuteja N. (2017 ). Emergence of plant and rhizospheric microbiota as stable interactomes. Protoplasma 254 617–626.
Not in our library10.1007/s00709-016-1003-x
- 12.
Barret M. Briand M. Bonneau S. Préveaux A. Valière S. Bouchez O. (2015 ). Emergence shapes the structure of the seed microbiota. Appl. Environ. Microbiol. 81 1257–1266.
Not in our library10.1128/aem.03722-14
- 13.
Bartoli C. C. Casalongué C. A. Simontacchi M. Marquez-Garcia B. Foyer C. H. (2013 ). Interactions between hormone and redox signalling pathways in the control of growth and cross tolerance to stress. Environ. Exp. Bot. 94 73–88.
Not in our library10.1016/j.envexpbot.2012.05.003
- 14.
Bashan Y. de Bashan L. E. Prabhu S. R. Hernandez J.-P. (2014 ). Advances in plant growth-promoting bacterial inoculant technology: formulations and practical perspectives (1998–2013). Plant Soil 378 1–33.
Not in our library10.1007/s11104-013-1956-x
- 15.
- 16.
Berendse F. (1982 ). Competition between plant populations with different rooting depths - III, Field experiments. Oecologia 53 50–55.
Not in our library10.1007/bf00377135
- 17.
Berg M. Koskella B. (2018 ). Nutrient-and dose-dependent microbiome-mediated protection against a plant pathogen. Curr. Biol. 28 2487–2492.
Not in our library10.1016/j.cub.2018.05.085
- 18.
Berger B. Patz S. Ruppel S. Dietel K. Faetke S. Junge H. (2018 ). Successful formulation and application of plant growth-promoting Kosakonia radicincitans in maize cultivation. Biomed Res. Int. 2018:6439481.
Not in our library10.1155/2018/6439481
- 19.
Berninger T. González López Ó. Bejarano A. Preininger C. Sessitsch A. (2018 ). Maintenance and assessment of cell viability in formulation of nonsporulating bacterial inoculants. Microb. Biotechnol. 11 277–301.
Not in our library10.1111/1751-7915.12880
- 20.
Bertin C. Yang X. Weston L. A. (2003 ). The role of root exudates and allelochemicals in the rhizosphere. Plant Soil 256 67–83.
Not in our library10.1023/a:1026290508166
- 21.
Bhuyan S. K. Bandyopadhyay P. Kumar P. Mishra D. K. Prasad R. Kumari A. (2015 ). Interaction of Piriformospora indica with Azotobacter chroococcum. Sci. Rep. 5:13911.
Not in our library10.1038/srep13911
- 22.
- 23.
- 24.
Brader G. Compant S. Vescio K. Mitter B. Trognitz F. Ma L.-J. (2017 ). Ecology and genomic insights into plant-pathogenic and plant-nonpathogenic endophytes. Annu. Rev. Phytopathol. 55 61–83.
Not in our library10.1146/annurev-phyto-080516-035641
- 25.
Brazelton J. N. Pfeufer E. E. Sweat T. A. Gardener B. B. M. Coenen C. (2008 ). 2,4-diacetylphloroglucinol alters plant root development. Mol. Plant Microbe Interact. 21 1349–1358.
Not in our library10.1094/mpmi-21-10-1349
- 26.
Calvo P. Nelson L. Kloepper J. W. (2014 ). Agricultural uses of plant biostimulants. Plant Soil 383 3–41.
Not in our library10.1007/s11104-014-2131-8
- 27.
- 28.
Carvalhais L. C. Dennis P. G. Schenk P. M. (2014 ). Plant defence inducers rapidly influence the diversity of bacterial communities in a potting mix. Appl. Soil Ecol. 84 1–5.
Not in our library10.1016/j.apsoil.2014.06.011
- 29.
Chiboub M. Jebara S. H. Abid G. Jebara M. (2019 ). Co-inoculation effects of Rhizobium sullae and Pseudomonas sp. on growth, antioxidant status, and expression pattern of genes associated with heavy metal tolerance and accumulation of cadmium in Sulla coronaria. J. Plant Growth Regul. 39 216–228.
Not in our library10.1007/s00344-019-09976-z
- 30.
Chowdhury S. P. Babin D. Sandmann M. Jacquiod S. Sommermann L. Sørensen S. J. (2019 ). Effect of long-term organic and mineral fertilization strategies on rhizosphere microbiota assemblage and performance of lettuce. Environ. Microbiol. 21 2426–2439.
Not in our library10.1111/1462-2920.14631
- 31.
Chung J. Song G. C. Ryu C.-M. (2016 ). Sweet scents from good bacteria: case studies on bacterial volatile compounds for plant growth and immunity. Plant Mol. Biol. 90 677–687.
Not in our library10.1007/s11103-015-0344-8
- 32.
Ciccillo F. Fiore A. Bevivino A. Dalmastri C. Tabacchioni S. Chiarini L. (2002 ). Effects of two different application methods of Burkholderia ambifaria MCI 7 on plant growth and rhizospheric bacterial diversity. Environ. Microbiol. 4 238–245.
Not in our library10.1046/j.1462-2920.2002.00291.x
- 33.
Compant S. Cambon M. C. Vacher C. Mitter B. Samad A. Sessitsch A. (2020 ). The plant endosphere world – bacterial life within plants. Environ. Microbiol. [Epub ahead of print].
Not in our library10.1111/1462-2920.15240
- 34.
Compant S. Clément C. Sessitsch A. (2010 ). Plant growth-promoting bacteria in the rhizo- and endosphere of plants: their role, colonization, mechanisms involved and prospects for utilization. Soil Biol. Biochem. 42 669–678.
Not in our library10.1016/j.soilbio.2009.11.024
- 35.
Compant S. Mitter B. Colli-Mull J. G. Gangl H. Sessitsch A. (2011 ). Endophytes of grapevine flowers, berries, and seeds: identification of cultivable bacteria, comparison with other plant parts, and visualization of niches of colonization. Microb. Ecol. 62 188–197.
Not in our library10.1007/s00248-011-9883-y
- 36.
Compant S. Samad A. Faist H. Sessitsch A. (2019 ). A review on the plant microbiome: ecology, functions and emerging trends in microbial application. J. Adv. Res. 20 29–37.
Not in our library10.1016/j.jare.2019.03.004
- 37.
Conrath U. Beckers G. J. M. Flors V. García-Agustín P. Jakab G. Mauch F. (2006 ). Priming: getting ready for battle. Mol. Plant Microbe Interact. 19 1062–1071.
Not in our library10.1094/mpmi-19-1062
- 38.
- 39.
Das S. Das S. N. (1986 ). Host-range of Pratylenchus coffeae. Indian J. Nematol. 16 180–184.
Not in our library
- 40.
De Filippis F. Laiola M. Blaiotta G. Ercolini D. (2017 ). Different amplicon targets for sequencing-based studies of fungal diversity. Appl. Environ. Microbiol. 83:e00905-17.
Not in our library10.1128/aem.00905-17
- 41.
de Vrieze M. Germanier F. Vuille N. Weisskopf L. (2018 ). Combining different potato-associated Pseudomonas strains for improved biocontrol of Phytophthora infestans. Front. Microbiol. 9:2573.
Not in our library10.3389/fmicb.2018.02573
- 42.
Deaker R. Roughley R. J. Kennedy I. R. (2004 ). Legume seed inoculation technology-a review. Soil Biol. Biochem. 36 1275–1288.
Not in our library10.1016/j.soilbio.2004.04.009
- 43.
DeMarco S. F. Saada E. A. Lopez M. A. Hill K. L. (2020 ). Identification of positive chemotaxis in the protozoan pathogen Trypanosoma brucei. mSphere 5:e00685-20.
Not in our library10.1128/msphere.00685-20
- 44.
Dempsey D. A. Klessig D. F. (2012 ). SOS-too many signals for systemic acquired resistance? Trends Plant Sci. 17 538–545.
Not in our library10.1016/j.tplants.2012.05.011
- 45.
- 46.
Deshwal V. K. Vig K. Singh S. B. Gupta N. Agarwal S. Patil S. (2011 ). Influence of the Co-inoculation Rhizobium SR-9 and Pseudomonas SP-8 on growth of soybean crop. Dev. Microbiol. Mol. Biol. 2 67–74.
Not in our library
- 47.
Deslandes L. Rivas S. (2012 ). Catch me if you can: bacterial effectors and plant targets. Trends Plant Sci. 17 644–655.
Not in our library10.1016/j.tplants.2012.06.011
- 48.
Donn S. Kirkegaard J. A. Perera G. Richardson A. E. Watt M. (2015 ). Evolution of bacterial communities in the wheat crop rhizosphere. Environ. Microbiol. 17 610–621.
Not in our library10.1111/1462-2920.12452
- 49.
Doornbos R. F. Geraats B. P. Kuramae E. E. Van Loon L. Bakker P. A. (2011 ). Effects of jasmonic acid, ethylene, and salicylic acid signaling on the rhizosphere bacterial community of Arabidopsis thaliana. Mol. Plant Microbe Interact. 24 395–407.
Not in our library10.1094/mpmi-05-10-0115
- 50.
Durán P. Tortella G. Viscardi S. Barra P. J. Carrión V. J. De La Luz Mora M. (2018 ). Microbial community composition in take-All suppressive soils. Front. Microbiol. 9:2198.
Not in our library10.3389/fmicb.2018.02198
- 51.
- 52.
Fahad S. Hussain S. Bano A. Saud S. Hassan S. Shan D. (2015 ). Potential role of phytohormones and plant growth-promoting rhizobacteria in abiotic stresses: consequences for changing environment. Environ. Sci. Pollut. Res. 22 4907–4921.
Not in our library10.1007/s11356-014-3754-2
- 53.
Farmer E. E. Ryan C. A. (1992 ). Octadecanoid precursors of jasmonic acid activate the synthesis of wound-inducible proteinase inhibitors. Plant Cell 4 129–134.
Not in our library10.1105/tpc.4.2.129
- 54.
Fierer N. (2017 ). Embracing the unknown: disentangling the complexities of the soil microbiome. Nat. Rev. Microbiol. 15 579–590.
Not in our library10.1038/nrmicro.2017.87
- 55.
Finkel O. M. Castrillo G. Herrera Paredes S. Salas González I. Dangl J. L. (2017 ). Understanding and exploiting plant beneficial microbes. Curr. Opin. Plant Biol. 38 155–163.
Not in our library10.1016/j.pbi.2017.04.018
- 56.
Fituma T. Tamado T. Anteneh A. (2018 ). Effect of inoculating Bradyrhizobium on phosphorus use efficiency and nutrient uptake of soybean intercropped with sugarcane in calcareous soil of metahara, Central Rift Valley, Ethiopia. Adv. Crop Sci. Tech. 28 17–32.
Not in our library10.4172/2329-8863.1000290
- 57.
Fitzpatrick C. R. Copeland J. Wang P. W. Guttman D. S. Kotanen P. M. Johnson M. T. J. (2018 ). Assembly and ecological function of the root microbiome across angiosperm plant species. Proc. Natl. Acad. Sci. U.S.A. 115 E1157–E1165.
Not in our library10.1073/pnas.1717617115
- 58.
Frąc M. Jezierska-Tys S. Yaguchi T. (2015 ). Occurrence, detection, and molecular and metabolic characterization of heat-resistant fungi in soils and plants and their risk to human health. Adv. Agron. 132 161–204.
Not in our library10.1016/bs.agron.2015.02.003
- 59.
Freitas M. A. Medeiros F. H. V. Carvalho S. P. Guilherme L. R. G. Teixeira W. D. Zhang H. (2015 ). Augmenting iron accumulation in cassava by the beneficial soil bacterium Bacillus subtilis (GBO3). Front. Plant Sci. 6:596.
Not in our library10.3389/fpls.2015.00596
- 60.
Fu Z. Q. Dong X. (2013 ). Systemic acquired resistance: turning local infection into global defense. Annu. Rev. Plant Biol. 64 839–863.
Not in our library10.1146/annurev-arplant-042811-105606
- 61.
Gamalero E. Glick B. R. (2011 ). “Mechanisms used by plant growth-promoting bacteria,” in Bacteria in Agrobiology: Plant Nutrient Management, ed. Maheshwari D. K. (Berlin: Springer), 17–46.
Not in our library10.1007/978-3-642-21061-7_2
- 62.
Gang S. Saraf M. Waite C. J. Buck M. Schumacher J. (2018 ). Mutualism between Klebsiella SGM 81 and Dianthus caryophyllus in modulating root plasticity and rhizospheric bacterial density. Plant Soil 424 273–288.
Not in our library10.1007/s11104-017-3440-5
- 63.
- 64.
Germon A. Amaral Guerrini I. Bordron B. Bouillet J.-P. Nouvellon Y. Leonardo de Moraes Gonçalves J. (2018 ). Consequences of mixing Acacia mangium and Eucalyptus grandis trees on soil exploration by fine-roots down to a depth of 17 m. Plant Soil 424 203–220.
Not in our library10.1007/s11104-017-3428-1
- 65.
Ghorchiani M. Etesami H. Alikhani H. A. (2018 ). Improvement of growth and yield of maize under water stress by co-inoculating an arbuscular mycorrhizal fungus and a plant growth promoting rhizobacterium together with phosphate fertilizers. Agric. Ecosyst. Environ. 258 59–70.
Not in our library10.1016/j.agee.2018.02.016
- 66.
Ghurye J. S. Cepeda-Espinoza V. Pop M. (2016 ). Metagenomic assembly: overview, challenges and applications. Yale J. Biol. Med. 89 353–362.
Not in our library
- 67.
- 68.
Glassner H. Zchori-Fein E. Yaron S. Sessitsch A. Sauer U. Compant S. (2018 ). Bacterial niches inside seeds of Cucumis melo L. Plant Soil 422 101–113.
Not in our library10.1007/s11104-017-3175-3
- 69.
Glick B. R. Penrose D. M. Li J. (1998 ). A model for the lowering of plant ethylene concentrations by plant growth-promoting bacteria. J. Theor. Biol. 190 63–68.
Not in our library10.1006/jtbi.1997.0532
- 70.
Gu Y. Hou Y. Huang D. Hao Z. Wang X. Wei Z. (2017 ). Application of biochar reduces Ralstonia solanacearum infection via effects on pathogen chemotaxis, swarming motility, and root exudate adsorption. Plant Soil 415 269–281.
Not in our library10.1007/s11104-016-3159-8
- 71.
Hacquard S. (2016 ). Disentangling the factors shaping microbiota composition across the plant holobiont. New Phytol. 209 454–457.
Not in our library10.1111/nph.13760
- 72.
Hacquard S. Schadt C. W. (2015 ). Towards a holistic understanding of the beneficial interactions across the Populus microbiome. New Phytol. 205 1424–1430.
Not in our library10.1111/nph.13133
- 73.
Haichar F. E. Z. Roncato M.-A. Achouak W. (2012 ). Stable isotope probing of bacterial community structure and gene expression in the rhizosphere of Arabidopsis thaliana. FEMS Microbiol. Ecol. 81 291–302.
Not in our library10.1111/j.1574-6941.2012.01345.x
- 74.
Haichar F. E. Z. Santaella C. Heulin T. Achouak W. (2014 ). Root exudates mediated interactions belowground. Soil Biol. Biochem. 77 69–80.
Not in our library10.1016/j.soilbio.2014.06.017
- 75.
- 76.
Hardoim P. R. van Overbeek L. S. Berg G. Pirttilä A. M. Compant S. Campisano A. (2015 ). The hidden world within plants: ecological and evolutionary considerations for defining functioning of microbial endophytes. Microbiol. Mol. Biol. Rev. 79 293–320.
Not in our library10.1128/mmbr.00050-14
- 77.
- 78.
Hartmann A. Schmid M. van Tuinen D. Berg G. (2009 ). Plant-driven selection of microbes. Plant Soil 321 235–275.
Not in our library10.1007/s11104-008-9814-y
- 79.
Hartmann M. Frey B. Mayer J. Mäder P. Widmer F. (2015 ). Distinct soil microbial diversity under long-term organic and conventional farming. ISME J. 9 1177–1194.
Not in our library10.1038/ismej.2014.210
- 80.
Harvey P. R. Warren R. A. Wakelin S. (2009 ). Potential to improve root access to phosphorus: the role of non-symbiotic microbial inoculants in the rhizosphere. Crop Pasture Sci. 60 144–151.
Not in our library10.1071/cp08084
- 81.
Hasegawa T. Kato Y. Okabe A. Itoi C. Ooshiro A. Kawaide H. (2019 ). Effect of secondary metabolites of tomato (Solanum lycopersicum) on chemotaxis of Ralstonia solanacearum, pathogen of bacterial wilt disease. J. Agric. Food Chem. 67 1807–1813.
Not in our library10.1021/acs.jafc.8b06245
- 82.
Hassan S. Mathesius U. (2012 ). The role of flavonoids in root rhizosphere signalling: opportunities and challenges for improving plant microbe interactions. J. Exp. Bot. 63 3429–3444.
Not in our library10.1093/jxb/err430
- 83.
He Y. Pantigoso H. A. Wu Z. Vivanco J. M. (2019 ). Co-inoculation of Bacillus sp. and Pseudomonas putida at different development stages acts as a biostimulant to promote growth, yield and nutrient uptake of tomato. J. Appl. Microbiol. 127 196–207.
Not in our library10.1111/jam.14273
- 84.
Hendgen M. Hoppe B. Döring J. Friedel M. Kauer R. Frisch M. (2018 ). Effects of different management regimes on microbial biodiversity in vineyard soils. Sci. Rep. 8:9393.
Not in our library10.1038/s41598-018-27743-0
- 85.
Hiltner L. (1904 ). Über neuere Erfahrungen und Probleme auf dem Gebiete der Bodenbakteriologie unter besonderer Berücksichtigung der Gründüngung und Brache. Soil Biol. Biochem. 98 59–78.
Not in our library
- 86.
Hopkins S. R. Wojdak J. M. Belden L. K. (2017 ). Defensive symbionts mediate host-parasite interactions at multiple scales. Trends Parasitol. 33 53–64.
Not in our library10.1016/j.pt.2017.01.002
- 87.
- 88.
Jacoby R. P. Kopriva S. (2019 ). Metabolic niches in the rhizosphere microbiome: new tools and approaches to analyse metabolic mechanisms of plant–microbe nutrient exchange. J. Exp. Bot. 70 1087–1094.
Not in our library10.1093/jxb/ery438
- 89.
Jamily A. S. Koyama Y. Win T. A. Toyota K. Chikamatsu S. Shirai T. (2019 ). Effects of inoculation with a commercial microbial inoculant Bacillus subtilis C-3102 mixture on rice and barley growth and its possible mechanism in the plant growth stimulatory effect. J. Plant Prot. Res. 59 193–205.
Not in our library
- 90.
Joe M. M. Islam M. R. Karthikeyan B. Bradeepa K. Sivakumaar P. K. Sa T. (2012 ). Resistance responses of rice to rice blast fungus after seed treatment with the endophytic Achromobacter xylosoxidans AUM54 strains. Crop Prot. 42 141–148.
Not in our library10.1016/j.cropro.2012.07.006
- 91.
Johns N. I. Blazejewski T. Gomes A. L. C. Wang H. H. (2016 ). Principles for designing synthetic microbial communities. Curr. Opin. Microbiol. 31 146–153.
Not in our library10.1016/j.mib.2016.03.010
- 92.
Jones J. D. G. Dangl J. L. (2006 ). The plant immune system. Nature 444 323–329.
Not in our library10.1038/nature05286
- 93.
Jones P. Garcia B. Furches A. Tuskan G. Jacobson D. (2019 ). Plant host-associated mechanisms for microbial selection. Front. Plant Sci. 10:862.
Not in our library10.3389/fpls.2019.00862
- 94.
- 95.
Karamanos R. E. Flore N. A. Harapiak J. T. (2010 ). Re-visiting use of penicillium bilaii with phosphorus fertilization of hard red spring wheat. Can. J. Plant Sci. 90 265–277.
Not in our library10.4141/cjps09123
- 96.
Karthik C. Oves M. Thangabalu R. Sharma R. Santhosh S. B. Arulselvi P. I. (2016 ). Cellulosimicrobium funkei-like enhances the growth of Phaseolus vulgaris by modulating oxidative damage under chromium (VI) toxicity. J. Adv. Res. 7 839–850.
Not in our library10.1016/j.jare.2016.08.007
- 97.
Kecskeméti E. Berkelmann-Löhnertz B. Reineke A. (2016 ). Are epiphytic microbial communities in the carposphere of ripening grape clusters (Vitis vinifera L.) different between conventional, organic, and biodynamic grapes? PLoS One 11:e0160852.
Not in our library10.1371/journal.pone.0160852
- 98.
Khan W. Costa C. Souleimanov A. Prithiviraj B. Smith D. L. (2011 ). Response of Arabidopsis thaliana roots to lipochitooligosaccharide from Bradyrhizobium japonicum and other chitin-like compounds. Plant Growth Regul. 63 243–249.
Not in our library10.1007/s10725-010-9521-6
- 99.
- 100.
- 101.
Köhl J. Postma J. Nicot P. Ruocco M. Blum B. (2011 ). Stepwise screening of microorganisms for commercial use in biological control of plant pathogenic fungi and bacteria. Biol. Control 57 1–12.
Not in our library10.1016/j.biocontrol.2010.12.004
- 102.
Kondorosi E. Gyuris J. Schmidt J. John M. Duda E. Hoffmann B. (1989 ). Positive and negative control of nod gene expression in Rhizobium meliloti is required for optimal nodulation. EMBO J. 8 1331–1340.
Not in our library10.1002/j.1460-2075.1989.tb03513.x
- 103.
Konstantinidis K. T. Tiedje J. M. (2007 ). Prokaryotic taxonomy and phylogeny in the genomic era: advancements and challenges ahead. Curr. Opin. Microbiol. 10 504–509.
Not in our library10.1016/j.mib.2007.08.006
- 104.
- 105.
Kowalchuk G. A. Buma D. S. De Boer W. Klinkhamer P. G. L. Van Veen J. A. (2002 ). Effects of above-ground plant species composition and diversity on the diversity of soil-borne microorganisms. Antonie Van Leeuwenhoek 81 509–520.
Not in our library10.1023/a:1020565523615
- 106.
Kraft N. J. B. Godoy O. Levine J. M. (2015 ). Plant functional traits and the multidimensional nature of species coexistence. Proc. Natl. Acad. Sci. U.S.A. 112 797–802.
Not in our library10.1073/pnas.1413650112
- 107.
Kumar A. Munder A. Aravind R. Eapen S. Tümmler B. Raaijmakers J. (2013 ). Friend or foe: genetic and functional characterization of plant endophytic Pseudomonas aeruginosa. Environ. Microbiol. 15 764–779.
Not in our library10.1111/1462-2920.12031
- 108.
Kumar M. Yadav V. Tuteja N. Johri A. K. (2009 ). Antioxidant enzyme activities in maize plants colonized with Piriformospora indica. Microbiology 155 780–790.
Not in our library10.1099/mic.0.019869-0
- 109.
Laan P. (1934 ). Effect of ethylene on growth hormone formation in Avena and Vicia. Rec. Trav. Botan. Neerl. 31 691–742.
Not in our library
- 110.
Lahrmann U. Ding Y. Banhara A. Rath M. Hajirezaei M. R. Döhlemann S. (2013 ). Host-related metabolic cues affect colonization strategies of a root endophyte. Proc. Natl. Acad. Sci. U.S.A. 110 13965–13970.
Not in our library10.1073/pnas.1301653110
- 111.
Lakshmanan V. Selvaraj G. Bais H. P. (2014 ). Update on the soil microbiome functional soil microbiome: belowground solutions to an aboveground problem. Plant Physiol. 166 689–700.
Not in our library10.1104/pp.114.245811
- 112.
Lebeis S. L. Paredes S. H. Lundberg D. S. Breakfield N. Gehring J. McDonald M. (2015 ). Salicylic acid modulates colonization of the root microbiome by specific bacterial taxa. Science 349 860–864.
Not in our library10.1126/science.aaa8764
- 113.
Legay N. Piton G. Arnoldi C. Bernard L. Binet M.-N. Mouhamadou B. (2017 ). Soil legacy effects of climatic stress, management and plant functional composition on microbial communities influence the response of Lolium perenne to a new drought event. Plant Soil 424 233–254.
Not in our library10.1007/s11104-017-3403-x
- 114.
Liang Y. Tóth K. Cao Y. Tanaka K. Espinoza C. Stacey G. (2014 ). Lipochitooligosaccharide recognition: an ancient story. New Phytol. 204 289–296.
Not in our library10.1111/nph.12898
- 115.
Limpens E. van Zeijl A. Geurts R. (2015 ). Lipochitooligosaccharides modulate plant host immunity to enable endosymbioses. Annu. Rev. Phytopathol. 53 311–334.
Not in our library10.1146/annurev-phyto-080614-120149
- 116.
Liu K. Newman M. McInroy J. A. Hu C. H. Kloepper J. W. (2017 ). Selection and assessment of plant growth-promoting rhizobacteria for biological control of multiple plant diseases. Phytopathology 107 928–936.
Not in our library10.1094/phyto-02-17-0051-r
- 117.
Liu L. Guo G. Wang Z. Ji H. Mu F. Li X. (2014 ). “Auxin in plant growth and stress responses,” in Phytohormones: A Window to Metabolism, Signaling and Biotechnological Applications, eds Tran L.-S. P. Pal S. (New York, NY: Springer), 1–35.
Not in our library10.1007/978-1-4939-0491-4_1
- 118.
Liu Y. Zuo S. Xu L. Zou Y. Song W. (2012 ). Study on diversity of endophytic bacterial communities in seeds of hybrid maize and their parental lines. Arch. Microbiol. 194 1001–1012.
Not in our library10.1007/s00203-012-0836-8
- 119.
Longa C. M. O. Nicola L. Antonielli L. Mescalchin E. Zanzotti R. Turco E. (2017 ). Soil microbiota respond to green manure in organic vineyards. J. Appl. Microbiol. 123 1547–1560.
Not in our library10.1111/jam.13606
- 120.
Ma Z. Hua G. K. H. Ongena M. Höfte M. (2016 ). Role of phenazines and cyclic lipopeptides produced by Pseudomonas sp. CMR12a in induced systemic resistance on rice and bean. Environ. Microbiol. Rep. 8 896–904.
Not in our library10.1111/1758-2229.12454
- 121.
Mansfield J. Genin S. Magori S. Citovsky V. Sriariyanum M. Ronald P. (2012 ). Top 10 plant pathogenic bacteria in molecular plant pathology. Mol. Plant Pathol. 13 614–629.
Not in our library10.1111/j.1364-3703.2012.00804.x
- 122.
Marjanska-Cichon B. Sapieha-Waszkiewicz A. (2011 ). Efficacy of garlic extracts used to control of grey mould in strawberry. Prog. Plant Prot. 51 413–420.
Not in our library
- 123.
Martinez-Medina A. Flors V. Heil M. Mauch-Mani B. Pieterse C. M. J. Pozo M. J. (2016 ). Recognizing plant defense priming. Trends Plant Sci. 21 818–822.
Not in our library10.1016/j.tplants.2016.07.009
- 124.
Mendes R. Garbeva P. Raaijmakers J. M. (2013 ). The rhizosphere microbiome: significance of plant beneficial, plant pathogenic, and human pathogenic microorganisms. FEMS Microbiol. Rev. 37 634–663.
Not in our library10.1111/1574-6976.12028
- 125.
Mersmann S. Bourdais G. Rietz S. Robatzek S. (2010 ). Ethylene signalling regulates accumulation of the FLS2 receptor and is required for the oxidative burst contributing to plant immunity. Plant Physiol. 154 391–400.
Not in our library10.1104/pp.110.154567
- 126.
- 127.
Mishra B. K. Lal G. Sharma Y. K. Kant K. Saxena S. N. Dubey P. N. (2019 ). Effect of microbial inoculants on cumin (Cuminum cyminum Linn.) growth and yield. Int. J. Seed Spices 9 53–56.
Not in our library
- 128.
- 129.
Mommer L. Kirkegaard J. van Ruijven J. (2016a ). Root– root interactions: towards a rhizosphere framework. Trends Plant Sci. 21 209–217.
Not in our library10.1016/j.tplants.2016.01.009
- 130.
Mommer L. Hinsinger P. Prigent-Combaret C. Visser E. J. W. (2016b ). Advances in the rhizosphere: stretching the interface of life. Plant Soil 407 1–8.
Not in our library10.1007/s11104-016-3040-9
- 131.
Monsanto BioAg (2016 ). Available online at: https://www.efeedlink.com/contents/12-28-2016/c5141bdd-e8a4-4f05-9502-279a7add15ff-0003.html (accessed December 10, 2020).
Not in our library
- 132.
Montazeaud G. Violle C. Fréville H. Luquet D. Ahmadi N. Courtois B. (2018 ). Crop mixtures: does niche complementarity hold for belowground resources? An experimental test using rice genotypic pairs. Plant Soil 424 187–202.
Not in our library10.1007/s11104-017-3496-2
- 133.
Moreira H. Pereira S. Vega A. Castro P. M. Marques A. P. (2020 ). Synergistic effects of arbuscular mycorrhizal fungi and plant growth-promoting bacteria benefit maize growth under increasing soil salinity. J. Environ. Manage. 257:109982.
Not in our library10.1016/j.jenvman.2019.109982
- 134.
Nadeem S. M. Imran M. Naveed M. Khan M. Y. Ahmad M. Zahir Z. A. (2017 ). Synergistic use of biochar, compost and plant growth-promoting rhizobacteria for enhancing cucumber growth under water deficit conditions. J. Sci. Food Agric. 97 5139–5145.
Not in our library10.1002/jsfa.8393
- 135.
Nafady N. Hashem M. Hassan E. Ahmed H. A. Alamri S. A. (2019 ). The combined effect of arbuscular mycorrhizae and plant-growth-promoting yeast improves sunflower defense against Macrophomina phaseolina diseases. Biol. Control 138:104049
Not in our library10.1016/j.biocontrol.2019.104049
- 136.
- 137.
Naseem M. Dandekar T. (2012 ). The role of auxin-cytokinin antagonism in plant-pathogen interactions. PLoS Pathog. 8:e1003026.
Not in our library10.1371/journal.ppat.1003026
- 138.
Nayfach S. Pollard K. S. (2016 ). Toward accurate and quantitative comparative metagenomics. Cell 166 1103–1116.
Not in our library10.1016/j.cell.2016.08.007
- 139.
NCOF (2011 ). Annual Report 2010-11. Ghaziabad: National Centre of Organic Farming,.
Not in our library
- 140.
NCOF (2012 ). Annual Report 2011-12. Ghaziabad: National Centre of Organic Farming.
Not in our library
- 141.
Neal A. Ton J. (2013 ). Systemic defense priming by Pseudomonas putida KT2440 in maize depends on benzoxazinoid exudation from the roots. Plant Signal. Behav. 8:e22655.
Not in our library10.4161/psb.22655
- 142.
- 143.
Nihorimbere V. Cawoy H. Seyer A. Brunelle A. Thonart P. Ongena M. (2012 ). Impact of rhizosphere factors on cyclic lipopeptide signature from the plant beneficial strain Bacillus amyloliquefaciens S499. FEMS Microbiol. Ecol. 79 176–191.
Not in our library10.1111/j.1574-6941.2011.01208.x
- 144.
O’Callaghan M. Swaminathan J. Lottmann J. Wright D. A. Jackson T. A. (2006 ). Seed coating with biocontrol strain Pseudomonas fluorescens F113. NZ Plant Prot. 59 80–85.
Not in our library10.30843/nzpp.2006.59.4420
- 145.
Oldroyd G. E. D. (2013 ). Speak, friend, and enter: signalling systems that promote beneficial symbiotic associations in plants. Nat. Rev. Microbiol. 11 252–263.
Not in our library10.1038/nrmicro2990
- 146.
Oldroyd G. E. D. Murray J. D. Poole P. S. Downie J. A. (2011 ). The rules of engagement in the legume-rhizobial symbiosis. Annu. Rev. Genet. 45 119–144.
Not in our library10.1146/annurev-genet-110410-132549
- 147.
- 148.
Ongena M. Jourdan E. Adam A. Paquot M. Brans A. Joris B. (2007 ). Surfactin and fengycin lipopeptides of Bacillus subtilis as elicitors of induced systemic resistance in plants. Environ. Microbiol. 9 1084–1090.
Not in our library10.1111/j.1462-2920.2006.01202.x
- 149.
Oszust K. Pawlik A. Janusz G. Ziemiński K. Cyran M. Siczek A. (2017a ). Characterization and influence of a multi-enzymatic biopreparation for biogas yield enhancement. Bioresources 12 6187–6206.
Not in our library
- 150.
Oszust K. Pawlik A. Siczek A. Janusz G. Gryta A. Bilińska-Wielgus N. (2017b ). Efficient cellulases production by Trichoderma atroviride G79/11 in submerged culture based on soy flour-cellulose-lactose. Bioresources 12 8468–8489.
Not in our library
- 151.
Panek J. Frąc M. (2018 ). Development of a qPCR assay for the detection of heat-resistant Talaromyces flavus. Int. J. Food Microbiol. 270 44–51.
Not in our library10.1016/j.ijfoodmicro.2018.02.010
- 152.
Panke-Buisse K. Poole A. Goodrich J. Ley R. E. Kao-Kniffin J. (2015 ). Selection on soil microbiomes reveals reproducible impacts on plant function. ISME J. 9 980–989.
Not in our library10.1038/ismej.2014.196
- 153.
Parray J. A. Jan S. Kamili A. N. Qadri R. A. Egamberdieva D. Ahmad P. (2016 ). Current perspectives on plant growth-promoting rhizobacteria. J. Plant Growth Regul. 35 877–902.
Not in our library
- 154.
Parrish J. A. D. Bazzaz F. A. (1976 ). Underground niche separation in successional plants. Ecology 57 1281–1288.
Not in our library10.2307/1935052
- 155.
Passera A. Compant S. Casati P. Maturo M. G. Battelli G. Quaglino F. (2019 ). Not just a pathogen? Description of a plant-beneficial Pseudomonas syringae strain. Front. Microbiol. 10:1409.
Not in our library10.3389/fmicb.2019.01409
- 156.
Perez J. J. Francois N. J. Maroniche G. A. Borrajo M. P. Pereyra M. A. Creus C. M. (2018 ). A novel, green, low-cost chitosan-starch hydrogel as potential delivery system for plant growth-promoting bacteria. Carbohydr. Polym. 202 409–417.
Not in our library10.1016/j.carbpol.2018.07.084
- 157.
Philippot L. Raaijmakers J. M. Lemanceau P. Van Der Putten W. H. (2013 ). Going back to the roots: the microbial ecology of the rhizosphere. Nat. Rev. Microbiol. 11 789–799.
Not in our library10.1038/nrmicro3109
- 158.
Pieterse C. M. Van der Does D. Zamioudis C. Leon-Reyes A. Van Wees S. C. (2012 ). Hormonal modulation of plant immunity. Annu. Rev. Cell Dev. Biol. 28 489–521.
Not in our library10.1146/annurev-cellbio-092910-154055
- 159.
Pieterse C. M. J. Zamioudis C. Berendsen R. L. Weller D. M. Van Wees S. C. M. Bakker P. A. H. M. (2014 ). Induced systemic resistance by beneficial microbes. Annu. Rev. Phytopathol. 52 347–375.
Not in our library10.1146/annurev-phyto-082712-102340
- 160.
Pineda A. Kaplan I. Bezemer T. M. (2017 ). Steering soil microbiomes to suppress aboveground insect pests. Trends Plant Sci. 22 770–778.
Not in our library10.1016/j.tplants.2017.07.002
- 161.
- 162.
Plett J. M. Daguerre Y. Wittulsky S. Vayssières A. Deveau A. Melton S. J. (2014 ). Effector MiSSP7 of the mutualistic fungus Laccaria bicolor stabilizes the Populus JAZ6 protein and represses jasmonic acid (JA) responsive genes. Proc. Natl. Acad. Sci. U.S.A. 111 8299–8304.
Not in our library10.1073/pnas.1322671111
- 163.
Postma-Blaauw M. B. de Goede R. G. M. Bloem J. Faber J. H. Brussaard L. (2010 ). Soil biota community structure and abundance under agricultural intensification and extensification. Ecology 91 460–473.
Not in our library10.1890/09-0666.1
- 164.
Preininger C. Sauer U. Bejarano A. Berninger T. (2018 ). Concepts and applications of foliar spray for microbial inoculants. Appl. Microbiol. Biotechnol. 102 7265–7282.
Not in our library10.1007/s00253-018-9173-4
- 165.
Proksa B. (2010 ). Talaromyces flavus and its metabolites. Chem. Pap. 64 696–714.
Not in our library
- 166.
Pylak M. Oszust K. Frąc M. (2019 ). Review report on the role of bioproducts, biopreparations, biostimulants and microbial inoculants in organic production of fruit. Rev. Environ. Sci. Biotechnol. 18 597–616.
Not in our library10.1007/s11157-019-09500-5
- 167.
Qin J. Li R. Raes J. Arumugam M. Burgdorf K. S. Manichanh C. (2010 ). A human gut microbial gene catalogue established by metagenomic sequencing. Nature 464 59–65.
Not in our library10.1038/nature08821
- 168.
Quiza L. St-Arnaud M. Yergeau E. (2015 ). Harnessing phytomicrobiome signaling for rhizosphere microbiome engineering. Front. Plant Sci. 6:507.
Not in our library10.3389/fpls.2015.00507
- 169.
Raaijmakers J. M. De Bruijn I. Nybroe O. Ongena M. (2010 ). Natural functions of lipopeptides from Bacillus and Pseudomonas: more than surfactants and antibiotics. FEMS Microbiol. Rev. 34 1037–1062.
Not in our library10.1111/j.1574-6976.2010.00221.x
- 170.
Rascovan N. Carbonetto B. Perrig D. Díaz M. (2016 ). Integrated analysis of root microbiomes of soybean and wheat from agricultural fields. Sci. Rep. 6:28084.
Not in our library10.1038/srep28084
- 171.
Reddy M. B. Belkacemi K. Corcuff R. Castaigne F. Arul J. (2000 ). Effect of pre-harvest chitosan sprays on post-harvest infection by Botrytis cinerea and quality of strawberry fruit. Postharvest Biol. Technol. 20 39–51.
Not in our library10.1016/s0925-5214(00)00108-3
- 172.
Richardson A. E. Simpson R. J. (2011 ). Soil microorganisms mediating phosphorus availability. Plant Physiol. 156 989–996.
Not in our library10.1104/pp.111.175448
- 173.
Rodríguez C. E. Mitter B. Barret M. Sessitsch A. Compant S. (2018 ). Commentary: seed bacterial inhabitants and their routes of colonization. Plant Soil 422 129–134.
Not in our library10.1007/s11104-017-3368-9
- 174.
Rosier A. Medeiros F. H. Bais H. P. (2018 ). Defining plant growth promoting rhizobacteria molecular and biochemical networks in beneficial plant-microbe interactions. Plant Soil 428 35–55.
Not in our library10.1007/s11104-018-3679-5
- 175.
Rutten G. Gómez-Aparicio L. (2018 ). Plant-soil feedbacks and root responses of two Mediterranean oaks along a precipitation gradient. Plant Soil 424 221–231.
Not in our library10.1007/s11104-018-3567-z
- 176.
Ryu C.-M. Farag M. A. Hu C.-H. Reddy M. S. Wei H.-X. Pare P. W. (2003 ). Bacterial volatiles promote growth in Arabidopsis. Proc. Natl. Acad. Sci. U.S.A. 100 4927–4932.
Not in our library10.1073/pnas.0730845100
- 177.
Sabra M. Aboulnasr A. Franken P. Perreca E. Wright L. P. Camehl I. (2018 ). Beneficial root endophytic fungi increase growth and quality parameters of sweet basil in heavy metal contaminated soil. Front. Plant Sci. 9:1726.
Not in our library10.3389/fpls.2018.01726
- 178.
Sahoo R. K. Bhardwaj D. Tuteja N. (2013 ). “Biofertilizers: a sustainable eco-friendly agricultural approach to crop improvement,” in Plant Acclimation to Environmental Stress, eds Tuteja N. Gill S. S. (New York, NY: Springer), 403–432.
Not in our library10.1007/978-1-4614-5001-6_15
- 179.
Sasse J. Martinoia E. Northen T. (2018 ). Feed your friends: do plant exudates shape the root microbiome? Trends Plant Sci. 23 25–41.
Not in our library10.1016/j.tplants.2017.09.003
- 180.
Schikora A. Schenk S. T. Stein E. Molitor A. Zuccaro A. Kogel K. H. (2011 ). N-acyl-homoserine lactone confers resistance toward biotrophic and hemibiotrophic pathogens via altered activation of AtMPK6. Plant Physiol. 157 1407–1418.
Not in our library10.1104/pp.111.180604
- 181.
- 182.
- 183.
Schoch C. L. Seifert K. A. Huhndorf S. Robert V. Spouge J. L. Levesque C. A. (2012 ). Nuclear ribosomal internal transcribed spacer (ITS) region as a universal DNA barcode marker for fungi. Proc. Natl. Acad. Sci. U.S.A. 109 6241–6246.
Not in our library10.1073/pnas.1117018109
- 184.
Schoebitz M. López M. D. Roldán A. (2013 ). Bioencapsulation of microbial inoculants for better soil–plant fertilization. A review. Agron. Sustain. Dev. 33 751–765.
Not in our library10.1007/s13593-013-0142-0
- 185.
Semchenko M. Lepik A. Abakumova M. Zobel K. (2018 ). Different sets of belowground traits predict the ability of plant species to suppress and tolerate their competitors. Plant Soil 424 157–169.
Not in our library10.1007/s11104-017-3282-1
- 186.
Sharon A. Fuchs Y. Anderson J. D. (1993 ). The elicitation of ethylene biosynthesis by a Trichoderma xylanase is not related to the cell wall degradation activity of the enzyme. Plant Physiol. 102 1325–1329.
Not in our library10.1104/pp.102.4.1325
- 187.
- 188.
Sikora R. Dababat A. E. F. (2007 ). Influence of the mutualistic endophyte Fusarium oxysporum 162 on Meloidogyne incognita attraction and invasion. Nematology 9 771–776.
Not in our library10.1163/156854107782331225
- 189.
Spaepen S. (2015 ). “Plant hormones produced by microbes,” in Principles of Plant-Microbe Interactions, ed. Lugtenberg B. (Berlin: Springer), 247–256.
Not in our library10.1007/978-3-319-08575-3_26
- 190.
Spaepen S. Vanderleyden J. (2011 ). Auxin and plant-microbe interactions. Cold Spring Harb. Perspect. Biol. 3:a001438.
Not in our library10.1101/cshperspect.a001438
- 191.
Srinivasan K. Mathivanan N. (2011 ). Plant growth promoting microbial consortia mediated classical biocontrol of sunflower necrosis virus disease. J. Biopesticides 4 65–72.
Not in our library
- 192.
Steven B. Huntley R. B. Zeng Q. (2018 ). The influence of flower anatomy and apple cultivar on the apple flower phytobiome. Phytobiomes J. 2 171–179.
Not in our library10.1094/pbiomes-03-18-0015-r
- 193.
Sukumar P. (2010 ). The Role of Auxin and Ethylene in Adventitious Root Formation in Arabidopsis and Tomato. Ph.D. thesis, Wake Forest University, Winston-Salem, NC.
Not in our library
- 194.
Suleman M. Yasmin S. Rasul M. Yahya M. Atta B. M. Mirza M. S. (2018 ). Phosphate solubilizing bacteria with glucose dehydrogenase gene for phosphorus uptake and beneficial effects on wheat. PLoS One 13:e0204408.
Not in our library10.1371/journal.pone.0204408
- 195.
Sylvia D. M. Fuhrmann J. J. Hartel P. G. Zuberer D. A. (2005 ). Principles and Applications of Soil Microbiology, 2nd Edn Upper Saddle River, NJ: Pearson.
Not in our library
- 196.
Syranidou E. Christofilopoulos S. Gkavrou G. Thijs S. Weyens N. Vangronsveld J. (2016 ). Exploitation of endophytic bacteria to enhance the phytoremediation potential of the wetland helophyte Juncus acutus. Front. Microbiol. 7:1016.
Not in our library10.3389/fmicb.2016.01016
- 197.
Takatsuji H. Jiang C.-J. (2014 ). “Plant hormone crosstalks under biotic stresses,” in Phytohormones: A Window to Metabolism, Signaling and Biotechnological Applications, eds Tran L.-S. Pal S. (New York, NY: Springer), 323–350.
Not in our library10.1007/978-1-4939-0491-4_11
- 198.
Thao N. P. Khan M. I. R. Thu N. B. A. Hoang X. L. T. Asgher M. Khan N. A. (2015 ). Role of ethylene and its cross talk with other signaling molecules in plant responses to heavy metal stress. Plant Physiol. 169 73–84.
Not in our library10.1104/pp.15.00663
- 199.
Thomashow L. S. Weller D. M. (1996 ). “Current concepts in the use of introduced bacteria for biological disease control: mechanisms and antifungal metabolites,” in Plant-Microbe Interactions, Vol. 1 eds Stacey G. Keen N. T. (Boston, MA: Springer), 187–235.
Not in our library10.1007/978-1-4613-1213-0_6
- 200.
Timmusk S. Seisenbaeva G. Behers L. (2018 ). Titania (TiO2) nanoparticles enhance the performance of growth-promoting rhizobacteria. Sci. Rep. 8:617.
Not in our library10.1038/s41598-017-18939-x
- 201.
Tiryaki D. Aydın İ. Atıcı Ö. (2019 ). Psychrotolerant bacteria isolated from the leaf apoplast of cold-adapted wild plants improve the cold resistance of bean (Phaseolus vulgaris L.) under low temperature. Cryobiology 86 111–119.
Not in our library10.1016/j.cryobiol.2018.11.001
- 202.
Trivedi D. K. Bhatt H. Pal R. K. Tuteja R. Garg B. Johri A. K. (2013 ). Structure of RNA-interacting Cyclophilin A-like protein from Piriformospora indica that provides salinity-stress tolerance in plants. Sci. Rep. 3:3001.
Not in our library10.1038/srep03001
- 203.
Trivedi P. Delgado-Baquerizo M. Trivedi C. Hamonts K. Anderson I. C. Singh B. K. (2017 ). Keystone microbial taxa regulate the invasion of a fungal pathogen in agro-ecosystems. Soil Biol. Biochem. 111 10–14.
Not in our library10.1016/j.soilbio.2017.03.013
- 204.
Udvardi M. Poole P. S. (2013 ). Transport and metabolism in legume-rhizobia symbioses. Annu. Rev. Plant Biol. 64 781–805.
Not in our library10.1146/annurev-arplant-050312-120235
- 205.
Uhrig R. G. Labandera A.-M. Moorhead G. B. (2013 ). Arabidopsis PPP family of serine/threonine protein phosphatases: many targets but few engines. Trends Plant Sci. 18 505–513.
Not in our library10.1016/j.tplants.2013.05.004
- 206.
Van der Putten W. H. Bardgett R. D. Bever J. D. Bezemer T. M. Casper B. B. Fukami T. (2013 ). Plant-soil feedbacks: the past, the present and future challenges. J. Ecol. 101 265–276.
Not in our library10.1111/1365-2745.12054
- 207.
van Zeijl A. Op den Camp R. H. M. Deinum E. E. Charnikhov T. Franssen H. Op den Camp H. J. M. (2015 ). Rhizobium lipo-chitooligosaccharide signaling triggers accumulation of cytokinins in Medicago truncatula roots. Mol. Plant 8 1213–1226.
Not in our library10.1016/j.molp.2015.03.010
- 208.
Varinderpal-Singh Sharma S. Gosal S. K. Choudhary R. Singh R. Adholeya A. (2020 ). Synergistic use of plant growth-promoting Rhizobacteria, arbuscular mycorrhizal fungi, and spectral properties for improving nutrient use efficiencies in wheat (Triticum aestivum L.). Commun. Soil Sci. Plant Anal. 51 14–27.
Not in our library10.1080/00103624.2019.1689259
- 209.
Varma A. Bakshi M. Lou B. Hartmann A. Oelmueller R. (2012 ). Piriformospora indica: a novel plant growth-promoting mycorrhizal fungus. Agric. Res. 1 117–131.
Not in our library10.1007/s40003-012-0019-5
- 210.
Velásquez A. Vega-Celedón P. Fiaschi G. Agnolucci M. Avio L. Giovannetti M. (2020 ). Responses of Vitis vinifera cv. Cabernet Sauvignon roots to the arbuscular mycorrhizal fungus Funneliformis mosseae and the plant growth-promoting rhizobacterium Ensifer meliloti include changes in volatile organic compounds. Mycorrhiza 30 161–170.
Not in our library10.1007/s00572-020-00933-3
- 211.
Verhagen B. W. M. Glazebrook J. Zhu T. Chang H.-S. van Loon L. C. Pieterse C. M. J. (2004 ). The transcriptome of rhizobacteria induced systemic resistance in Arabidopsis. Mol. Plant Microbe Interact. 17 895–908.
Not in our library10.1094/mpmi.2004.17.8.895
- 212.
Verma R. K. Sachan M. Vishwakarma K. Upadhyay N. Mishra R. K. Tripathi D. K. (2018 ). “Role of PGPR in sustainable agriculture: molecular approach toward disease suppression and growth promotion,” in Role of Rhizospheric Microbes in Soil, Vol. 2 ed. Meena V. S. (Singapore: Springer), 259–290.
Not in our library10.1007/978-981-13-0044-8_9
- 213.
Vetterlein D. Carminati A. Kögel-Knabner I. Bienert G. P. Smalla K. Oburger E. (2020 ). Rhizosphere spatiotemporal organization–a key to rhizosphere functions. Front. Agron. 2:8
Not in our library10.3389/fagro.2020.00008
- 214.
Vishwakarma K. Kumar N. Shandilya C. Varma A. (2020 ). “Unravelling the role of endophytes in micronutrient uptake and enhanced crop productivity,” in Symbiotic Soil Microorganisms, eds Shrivastava N. Mahajan S. Varma A. (Cham: Springer), 63–85.
Not in our library10.1007/978-3-030-51916-2_4
- 215.
Vishwakarma K. Kumar V. Tripathi D. K. Sharma S. (2018 ). Characterization of rhizobacterial isolates from Brassica juncea for multitrait plant growth promotion and their viability studies on carriers. Environ. Sustain. 1 253–265.
Not in our library10.1007/s42398-018-0026-y
- 216.
Vishwakarma K. Mishra M. Jain S. Singh J. Upadhyay N. Verma R. K. (2017a ). “Exploring the role of plant-microbe interactions in improving soil structure and function through root exudation: a key to sustainable agriculture,” in Plant-Microbe Interactions in Agro-Ecological Perspectives, eds Singh D. P. Singh H. B. Prabha R. (Singapore: Springer), 467–487.
Not in our library10.1007/978-981-10-5813-4_23
- 217.
Vishwakarma K. Sharma S. Kumar N. Upadhyay N. Devi S. Tiwari A. (2016 ). “Contribution of microbial inoculants to soil carbon sequestration and sustainable agriculture,” in Microbial Inoculants in Sustainable Agricultural Productivity, Vol. 2 eds Singh D. P. Singh H. B. Prabha R. (Singapore: Springer), 101–113.
Not in our library10.1007/978-81-322-2644-4_7
- 218.
Vishwakarma K. Sharma S. Kumar V. Upadhyay N. Kumar N. Mishra R. (2017b ). “Current scenario of root exudate-mediated plant-microbe interaction and promotion of plant growth,” in Probiotics in Agroecosystem, eds Kumar V. Kumar M. Sharma S. Prasad R. (Singapore: Springer), 349–369.
Not in our library10.1007/978-981-10-4059-7_18
- 219.
Vives-Peris V. Gomez-Cadenas A. Perez-Clemente R. M. (2018 ). Salt stress alleviation in citrus plants by plant growth-promoting rhizobacteria Pseudomonas putida and Novosphingobium sp. Plant Cell Rep. 37 1557–1569.
Not in our library10.1007/s00299-018-2328-z
- 220.
Vorholt J. A. (2012 ). Microbial life in the phyllosphere. Nat. Rev. Microb. 10 828–840.
Not in our library10.1038/nrmicro2910
- 221.
- 222.
Waller F. Achatz B. Baltruschat H. Fodor J. Becker K. Fischer M. (2005 ). The endophytic fungus Piriformospora indica reprograms barley to salt-stress tolerance, disease resistance, and higher yield. Proc. Natl. Acad. Sci. U.S.A. 102 13386–13391.
Not in our library10.1073/pnas.0504423102
- 223.
Wang Y. Wang M. Li Y. Wu A. Huang J. (2018 ). Effects of arbuscular mycorrhizal fungi on growth and nitrogen uptake of Chrysanthemum morifolium under salt stress. PLoS One 13:e0196408.
Not in our library10.1371/journal.pone.0196408
- 224.
Wei L. Jian H. Lu K. Filardo F. Yin N. Liu L. (2016 ). Genomewide association analysis and differential expression analysis of resistance to Sclerotinia stem rot in Brassica napus. Plant Biotechnol. J. 14 1368–1380.
Not in our library10.1111/pbi.12501
- 225.
Weidlich E. W. A. Temperton V. M. Faget M. (2018 ). Neighbourhood stories: role of neighbour identity, spatial location and order of arrival in legume and non-legume initial interactions. Plant Soil 424 171–182.
Not in our library10.1007/s11104-017-3398-3
- 226.
Weller D. M. Mavrodi D. V. van Pelt J. A. Pieterse C. M. J. van Loon L. C. Bakker P. A. H. M. (2012 ). Induced systemic resistance in Arabidopsis thaliana against Pseudomonas syringae pv. Tomato by 2,4-diacetylphloroglucinol-producing Pseudomonas fluorescens. Phytopathology 102 403–412.
Not in our library10.1094/phyto-08-11-0222
- 227.
Werner G. D. A. Cornwell W. K. Sprent J. I. Kattge J. Kiers E. T. (2014 ). A single evolutionary innovation drives the deep evolution of symbiotic N2-fixation in angiosperms. Nat. Commun. 5:4087.
Not in our library10.1038/ncomms5087
- 228.
Xia Y. Sahib M. R. Amna A. Opiyo S. O. Zhao Z. Gao Y. G. (2019 ). Culturable endophytic fungal communities associated with plants in organic and conventional farming systems and their effects on plant growth. Sci. Rep. 9:669.
Not in our library10.1038/s41598-018-38230-x
- 229.
Yadav A. K. Chandra K. (2014 ). Mass production and quality control of microbial inoculants. Proc. Indian Natl. Sci. Acad. 80 483–489.
Not in our library10.16943/ptinsa/2014/v80i2/5
- 230.
Yadav G. Vishwakarma K. Sharma S. Kumar V. Upadhyay N. Kumar N. (2017 ). “Emerging significance of rhizospheric probiotics and its impact on plant health: current perspective towards sustainable agriculture,” in Probiotics and Plant Health, eds Kumar V. Kumar M. Sharma S. Prasad R. (Singapore: Springer), 233–251.
Not in our library10.1007/978-981-10-3473-2_10
- 231.
Yánez-Mendizabal V. Viñas I. Usall J. Cañamás T. Teixidó N. (2012 ). Endospore production allows using spray-drying as a possible formulation system of the biocontrol agent Bacillus subtilis CPA-8. Biotechnol. Lett. 34 729–735.
Not in our library10.1007/s10529-011-0834-y
- 232.
Zarkani A. A. Stein E. Röhrich C. R. Schikora M. Evguenieva-Hackenberg E. Degenkolb T. (2013 ). Homoserine lactones influence the reaction of plants to rhizobia. Int. J. Mol. Sci. 14 17122–17146.
Not in our library10.3390/ijms140817122
- 233.
- 234.
Zemunik G. Lambers H. Turner B. L. Laliberté E. Oliveira R. S. (2017 ). High abundance of non-mycorrhizal plant species in severely phosphorus-impoverished Brazilian campos rupestres. Plant Soil 424 255–271.
Not in our library10.1007/s11104-017-3503-7
- 235.
Zhalnina K. Louie K. Hao Z. Mansoori N. da Rocha U. N. Shi S. (2018 ). Dynamic root exudate chemistry and microbial substrate preferences drive patterns in rhizosphere microbial community assembly. Nat. Microbiol. 3 470–480.
Not in our library10.1038/s41564-018-0129-3
- 236.
Zhang H. Sun Y. Xie X. Kim M.-S. Dowd S. E. Paré P. W. (2009 ). A soil bacterium regulates plant acquisition of iron via deficiency-inducible mechanisms. Plant J. 58 568–577.
Not in our library10.1111/j.1365-313x.2009.03803.x
- 237.
Zhang J. Zhou J.-M. (2010 ). Plant immunity triggered by microbial molecular signatures. Mol. Plant 3 783–793.
Not in our library10.1093/mp/ssq035
- 238.
Zhang N. Wang D. Liu Y. (2014 ). Effects of different plant root exudates and their organic acid components on chemotaxis, biofilm formation and colonization by beneficial rhizosphere-associated bacterial strains. Plant Soil 374 689–700.
Not in our library10.1007/s11104-013-1915-6
Cited by papers we hold 1
Reads
Read by people on this page
None yet.
Checked or read by AI through naulon
None yet.
A person counts once a day per paper. We keep no cookie and no address: a reader is a hash that changes every day. Any month under five reads shows no number.
Are you an author?
Is this your paper?
Claim it to add your note and be paid when agents cite it. Free.