Abstract
Microbial-mediated induced resistance (MMIR) holds great promise for sustainable agriculture, but its context dependency remains a hurdle to overcome before this potential can be realized under field conditions. MMIR is observed during interactions from the fungal biocontrol agent Trichoderma spp., beneficial microbes like arbuscular mycorrhizal fungi (AMFs), and bacterial species like Bacillus spp. and Pseudomonas spp., which are recognized as plant growth-promoting rhizobacteria within their plant host. Events involved in microbial induction of resistance include priming, oxidative burst, deposition of callose, Ca2+ ion influx, activation of transcriptional factors, activation of defense-related genes, secondary metabolite production, and regulation of stomatal activity. A defense signal cascade involves plant pathways such as the Jasmonic acid (JA) and Ethylene (ET) pathway. Reactive oxygen species (ROS) production is also triggered when plants are inoculated with these beneficial microbes. As a result, such plants become immune to future infection by pathogenic microbes. Fungi such as Trichoderma atroviride, T. harzianum, T. longibrachiatum, Arbuscular Mycorhizal Fungi, Mortierella hyaline, Serendipita vermifera, Acrophialophora jodhpurensis, Piriformospora indica, and bacteria Bacillus subtilis, B. amyloliquefaciens, B. atrophaeus, B. cereus, B. megaterium, Paenibacillus alvei, Pseudomonas aeruginosa, P. fluorescens, Streptomyces lydicus, S. pactum, and Paraburkholderia phytofirmans are reported to induce resistance. Work done on this aspect so far indicates that this phenomenon is highly context-dependent and is affected by biotic factors, abiotic factors, and agricultural practices. A sufficient supply of beneficial microbes in the rhizosphere is needed to induce resistance but does not guarantee triggering signal cascades if conditions are not favorable. To reduce the context dependency, it is required to simulate field-like conditions during experimentation. Alternatively, if the context dependency of MMIR is accepted as inevitable, the focus should shift to developing environmentally stable commercial formulations. Compositions of secondary metabolites from beneficial microbes, known to trigger resistance in the lab, might also induce it consistently in the field. This will require more interdisciplinary research and partnership with industries.
1 Introduction
Microbial-mediated induced resistance is a well-known phenomenon that has been extensively studied by scientists all over the globe due to its potential to provide eco-friendly management of crop diseases. Certain microbes have been identified to trigger the built-in resistance of plants to combat pathogen attack. The phenomenon of Induced Resistance (IR) or Induced Systemic Resistance (ISR) was first recognized by Vanpeer et al. (1991) when bacteria P. fluorescens strain WCS417r was reported to systemically protect carnation plants against the fungus F. oxysporum f. sp. dianthi, responsible for Fusarium wilt disease. They had observed the trigger of a plant-mediated resistance response in above-ground plant parts after inoculation of roots with non-pathogenic Pseudomonas spp. At the same time, Wei et al. (1991) reported that rhizobacterial strains protected cucumber leaves against Colletotrichum orbiculare, the causal agent of anthracnose disease. In order to decipher the plant-mediated protective effect they had excluded microbial antagonism by inoculating resistance-inducing rhizobacteria and the pathogens on the same plant but keeping them confined and spatially separated. The phenomenon was further observed by Gilbert et al. (1994) when certain strains of Bacillus cereus showed to be good biocontrol agents despite being otherwise poor colonizers. An established fungal biocontrol agent Trichoderma spp., beneficial microbes like arbuscular mycorrhizal fungi (AMFs), and bacterial species like Bacillus spp. and Pseudomonas spp. have been recognized as plant growth-promoting rhizobacteria and are known to induce built-in resistance in plants.
2 Mechanism of microbial-mediated induced resistance (MMIR)
Induced resistance triggers at two levels. The first level occurs at the time of infection, resulting in pattern-triggered immunity (PTI) due to the recognition of bacterial flagellin and fungal chitin, i.e., microbial-or pathogen-associated molecular patterns (MAMPs or PAMPs) by transmembrane pattern recognition receptors (PRRs) (Bigeard et al., 2015). This first level of defense is suppressed by the pathogen-induced virulence effectors released into plant cells by microbial secretion systems (Guo et al., 2009). The second level of immunity is triggered by these effectors and is referred to as effector-triggered immunity or ETI. These pathogen effectors are recognized by plants through nucleotide-binding leucine-rich repeat (NB-LRR) protein domains creating hypersensitive reactions to curb the pathogen attack (Jones and Dangl, 2006). Studies have also shown the involvement of PRRs in triggering ETI (Yuan et al., 2021). This intricate mechanism of immunity basically designed for host-pathogen interaction is smartly utilized by beneficial microbes to induce resistance by modulating host small RNAs to target the key elements in the process of PTI and ETI (Yu et al., 2022; Figure 1). In general, systemic resistance in plants is categorized either as induced systemic resistance (ISR) induced by non-pathogenic microbes or systemic acquired resistance (SAR) induced by pathogenic microbes. ISR is reported to operate through jasmonic acid (JA) and ethylene (ET) pathways (Pieterse et al., 1996; Knoester et al., 1999), whereas SAR operates through the accumulation of salicylic acid and thus activation of pathogenesis-related (PR) genes forming pathogenesis-related proteins (PR-proteins) (Gaffney et al., 1993; Van loon, 1985). However, recent reports exhibit that beneficial microbes trigger both SA and JA/ET signaling pathways to induce resistance, thus “priming” the plants for stronger and faster defense responses against the anticipated pathogen attacks (Charpe, 2019a; Charpe, 2019b; Yu et al., 2022).
Figure 1
Biocontrol is a significant component of plant-growth promotion by PGPR. Pathogens are contained by PGPR through the production of antibiotics (Lugtenberg and Kamilova, 2009), bacteriocins (Riley and Wertz, 2002), lytic enzymes (Neeraja et al., 2010; Maksimov et al., 2011), stress controllers (Glick et al., 2007), siderophores (Mehnaz, 2013), volatile organic compounds (VOCs), rhizospheric competence (Perez-Montano et al., 2014), ISR (Naznin et al., 2012), disrupting quorum sensing (Perez-Montano et al., 2013), competition for nutrients and niches (Kamilova et al., 2005), and hyperparasitism (Harman et al., 2004; Kamilova et al., 2008) (Figure 1). Pathogens are restricted by PGPRs by one or a few of these mechanisms.
ISR was first described by Vanpeer et al. (1991) in carnation plants systemically protected by Pseudomonas fluorescens strain WCS417r against Fusarium wilt caused by Fusarium oxysporum f. sp. dianthi and by Wei et al. (1991), who reported that inoculation of cucumber roots with non-pathogenic Pseudomonas spp. protected leaves from anthracnose caused by Colletotrichum orbiculare. A similar phenomenon was recorded by Gilbert et al. (1994) with B. cereus. Signaling molecules accumulated in plants due to exogenous application of non-pathogenic Pseudomonas and Bacillus spp. are shown to trigger ISR (Ryals et al., 1996; Van Loon et al., 1998).
Rhizobacteria-mediated ISR and pathogen-induced SAR both make uninfected plant parts more resistant to plant pathogens (Van Wees et al., 1997; Van Loon et al., 1998) i.e., fungi, bacteria, virus, nematodes, and insects (Zehnder et al., 1997; Van Loon et al., 1998; Bent, 2006; Pozo and Azcon-Aguilar, 2007). Rhizobacteria-mediated ISR is demonstrated in several species of plants like bean, tomato, tobacco, radish, cucumber, and carnation (Van Loon et al., 1998), depending on the specificity of the interaction between plants and rhizobacteria (Van Loon, 2007). It is noted that the same strain triggers ISR against several pathogens in the same plant (Somers et al., 2004). Whereas a PGPR that triggers ISR in one plant species may not trigger ISR in another (Vleesschauwer and Hofte, 2009).
ISR does not require extensive colonization of the root system, as observed in the case of Pseudomonas fluorescens WCS365 (Dekkers et al., 2000). It is also explained that dependency of ISR on JA and ET is based on enhanced sensitivity to these hormones and not on an increase in their production (Pieterse et al., 2000, 2001). At the same time, ISR is found to impart less protection than SAR (Van Loon, 2000) and also depends on plant genotype (Bloemberg and Lugtenberg, 2001). However, ISR and SAR together provide better protection than alone, justifying their additive effect (Van Wees et al., 2000).
Specifically, Pseudomonas, Bacillus, and Azospirillum genera are the major group of PGPRs that trigger ISR (Kloepper et al., 2004; Van Wees et al., 2008). A few other species of symbiotic rhizobacteria used as a coinoculant with different PGPRs have also shown ISR activity (Elbadry et al., 2006).
ISR and SAR, which are part of plants’ systemic resistance responses, are activated by certain microorganism molecules known as elicitors. Cell wall polysaccharides (lipopolysaccharides (LPS) and exopolysaccharides (EPS)) are the most described biotic elicitors, along with flagella, salicylic acid, cyclic lipopeptides, antifungal factor Phl, siderophores, antibiotics such as 2,4-diacetylphloroglucinol, the signal molecules AHL, biosurfactants, N-alkylated benzylamines, and volatile blends and individual volatiles of acetoin and 2,3-butanediol produced by B. subtilis GB03 (Ryu et al., 2003; Iavicoli et al., 2003; Shuhegge et al., 2006; Ongena et al., 2007; Van Loon, 2007; Ramos et al., 2008; Berg, 2009; Vleesschauwer and Hofte, 2009; Doornbos et al., 2012).
Further, the JA signaling pathway is reported to be controlled by two branches of regulators, the MYC branch and the ERF branch. During wound stress and necrotrophic pathogen attack, JA signaling is regulated by the MYC-type transcriptional regulator and APETALA2/ethylene response factor (AP2/ERF) family, such as ERF1 and ORA59 (Lorenzo et al., 2003).
The application of Trichoderma atroviride fungus results in the transcriptional regulators of Arabidopsis thaliana, i.e., the WRKY genes of the SA pathway, differentially expressing in a time-dependent manner. At the same time, positive regulators of the JA pathway such as AtWRKY8 and AtWRKY33 were also found to be expressed (Saenz-Mata et al., 2014).
The application of the B. cereus strain AR156-triggered ISR to Arabidopsis resulted in the involvement of WRKY11 and WRKY70 through the JA and SA signaling pathways, respectively (Jiang et al., 2016a,b).
In the case of beneficial Pseudomonas fluorescens WCS417r, the transcriptional regulator MYB72 was activated upon colonization and was required in the early signaling steps of microbe-mediated ISR, acting upstream of ethylene in the signaling pathway (Van der Ent et al., 2008).
Rudrappa et al. (2008a,b) reported that infection of A. thaliana seedling leaves with the foliar pathogen P. syringae pv. tomato Pst DC3000 resulted in enhanced secretion of l-malic acid by the roots. Chemotaxis selectively recruits the beneficial B. subtilis FB17 strain and protects the plant through ISR. The biocontrol bacterium P. fluorescens WCS365 has also demonstrated strong chemotaxis towards the major tomato root exudate component through citric acid (DeWeert et al., 2002) that also acts through ISR (Kamilova et al., 2005).
Both ISR and SAR can overlap in some cases (Jiang et al., 2016a,b). In many cases, SAR can also be triggered without tissue necrosis, as demonstrated in Arabidopsis thaliana (Mishina and Zeier, 2007). Biopriming plants with some PGPRs can also provide systemic resistance against a broad spectrum of plant pathogens.
3 Events involved in MMIR
To begin with, the ‘priming’ of plants by beneficial microbes activates defense mechanisms, leading to an oxidative burst, callose deposition, Ca2+ influx, production of transcription factors, activation of defense-related genes, synthesis of secondary metabolites, and regulation of stomatal activity (Yu et al., 2022). These shall now be discussed individually.
3.1 Priming
Beneficial microbes produce certain ligands like flagellin, lipopolysaccharides (LPS), exopolysaccharides, and chitin oligosaccharides (Zhang and Zhou, 2010; Zamioudis and Pieterse, 2012; Zipfel and Oldroyd, 2017; Saijo et al., 2018) that are recognized by receptor proteins of plants that transfer the signals to co-receptors. Subsequent reactions involve the phosphorylation of the downstream substrates, producing a signal cascade resulting in an oxidative burst, Ca2+ influx, MAP-Kinase activation, and hormone signaling activation (Bazin et al., 2020). In a wide array of eubacteria, the N-terminal part of flagellin is found to be highly conserved with 22-amino acid epitope, known as flg22 (Felix et al., 1999). The first receptor that is reported to recognize flagellin of PGPRs is the FLAGELLIN-SENSING 2 (FLS2) receptor (Trda et al., 2014). It is reported that recognition of flg22 by FLS2 initiates its heterodimerization with the co-receptors BRI1-associated kinase (BAK1) and BAK1-LIKE1 (BKK1) that phosphorylate the receptor-like cytoplasmic kinase Botrytis-induced kinase1 (BIK1), thus starting PTI signaling (Chinchilla et al., 2007; Lu et al., 2010; Segonzac and Zipfel, 2011). This was demonstrated by the experiments conducted with Arabidopsis thaliana (Lu et al., 2010).
In the case of plant symbiosis with rhizobia and AMF, the process is triggered by chitin-derived oligosaccharide signals (Zipfel and Oldroyd, 2017). In this example, acylated lipo-chitooligosaccharides known as Nod factors are produced by rhizobia that are recognized by LysM receptor-like kinases that activate common symbiotic pathways controlling both mycorrhization by AFMs and nodulation by rhizobia (Madsen et al., 2003; Gough and Cullimore, 2011; Yu et al., 2022).
PTI induced by beneficial microbes are found to be transient and relatively mild as compared to the pathogen-induced PTI that causes severe cellular damage resulting in mutually beneficial interaction with the plant. Felix et al. (1999) has reported that in the example of flg22 peptide obtained from Burkholderia phytofirmans, only small oxidative bursts sufficient enough to induce defense genes was observed. Similarly, in the case of P. fluorescens WCS417, low molecular compounds were produced that were able to suppress flagellin-triggered PTI responses in Arabidopsis roots (Millet et al., 2010). Both these examples highlight the underlying processes involved in co-evolution without the beneficial microbes getting harmed by the defense response. Furthermore, beneficial microorganisms can induce different pathways by triggering various defense responses of host plants and imparting resistance to multiple pathogens. Through such versatile ISR, Bacillus amyloliquefaciens, B. atrophaeus, B. cereus, and Pseudomonas fluorescens were demonstrated to be effective against fungal, bacterial, and viral infections. Such priming by the beneficial microbes not only induced early plant ISR events but also increased the expression of pathogenesis-related PR-genes and the activities of defense-related substances, such as phenylalanine ammonia-lyase, polyphenol oxidase, peroxidase, β-1,3 glucanase, and chitinase. The accumulation of reactive oxygen species was also reported to be enhanced (Guo et al., 2019; Wang et al., 2020).
3.2 Oxidative burst
Oxidative burst is represented by the production of a large number of reactive oxygen species (ROS), including superoxide anion (O2−), hydroxyl radical (OH.), and hydrogen peroxide (H2O2), by plants under stressed conditions (Chen et al., 1993). The induction of oxidative bursts ultimately results in an immune response toward pathogens, leading to programmed cell death and stomatal closure (Apel and Hirt, 2004). Since the accumulation of ROS also causes damage to plant tissues (Dat et al., 2000), it is required to control the production of ROS by enzymatic and non-enzymatic reactions. Enzymes like peroxidase (POX), polyphenol oxidase (PPO), superoxide dismutase (SOD), ascorbate peroxidase (APX), glutathione peroxidase (GPX), and catalase (CAT) help to control ROS production by reducing superoxide to H2O (Yu et al., 2022). Production of ROS is reported in Bacillus cereus and Pseudomonas aeruginosa.
3.3 Deposition of callose
When a plant is attacked by a pathogen, callose, a β-1,3-glucan polymer, accumulates in the cell wall at the infection site, thickening it to restrict fungal germ tube invasion. Clay et al. (2009) explained the significance of PEN2 and PEN3 genes required for callose deposition and consequently for pathogen resistance. Sakthivel and Balachandar (2019) reported that the MAMPs released by PGPR generate ROS and increase the level of SA. High levels of SA regulate the PDLP5-dependent expression of the callose synthase gene (CALS10), triggering callose deposition by the plant.
3.4 Ca2+ ion influx
Microbial elicitors are known to trigger ion fluxes like Ca2+ influx, Cl− effluxes, and K+/H+ exchange. These ion influxes are important for the development of cells, immunity of the plants, and transportation of signals. Ca2+ ion influx is the most important ion influx, playing a significant role as a secondary messenger in diverse cellular processes and various physiological changes (Trewavas and Malho, 1998). Ca2+ ion influx induced by microbial elicitors not only acts as a mediator in events but, through Ca2+-dependent H2O2 production, Ca2+ signaling is amplified and increases Ca2+ ion influx from extracellular sources (Price et al., 1994; Lecourieux et al., 2002). Pretreatment with forskolin, dibutyryl cAMP, or Ca2+ ionophore A23187 is reported to enhance the production of ROS, thus restricting infection from Colletotrichum lindemuthianum in bean (Phaseolus vulgaris). Further, in a cross check, treatment with the Ca2+ channel blocker was found to decrease the oxidative burst, highlighting the role of Ca2+ influx in ROS production (Bindschedler et al., 2001). It is reported that, after Ca2+ ion influx, a Ca2+ ion sensor calmodulin is activated due to the binding of Ca2+ ions further activating protein phosphatase and Ca2+/calmodulin-dependent protein kinase (CDPK), membrane-bound enzymes, or transcription factors, thus regulating transcription in plants (Zhao et al., 2005; Iqbal et al., 2020). CDPK plays an important role in the defense responses of plants. Protein kinase cascades induced by Ca2+ spiking play a role in the production of ROS, transfers lipid signaling messengers, and amplifies the elicitor signals to downstream reactions. Ca2+ spiking also differentially activates transcription factors, directly regulating extensive defense gene expression (Dolmetsch et al., 1997; Yang and Poovaiah, 2002; Iqbal et al., 2020). Ca2+/calmodulin-binding transcription factors modulate EDS1 to regulate salicylic acid levels in plant cells (Du et al., 2009).
3.5 Activation of transcriptional factors
In the JA/ET signaling pathway, several transcription factors play a crucial role in regulating the induction of resistance. WRKY transcription factors are reported to differentially express during beneficial plant–microbe interactions (Saenz-Mata et al., 2014). The MYB family proteins that regulate plant development are also found to regulate plant–microbe interactions. MYC2, a basic helix–loop–helix (bHLH) transcription factor, is found to be involved in IR triggered by beneficial microbes (Dubos et al., 2010; Kazan and Manners, 2013). Ethylene response factor1 (ERF1) is a transcription factor that regulates the expression of pathogen response genes to prevent disease progression and is found to be functional during beneficial microbe-plant interaction. In both JA and ET signaling pathways, the expression of ERF1 is activated rapidly and synergistically (Lorenzo et al., 2003).
3.6 Activation of defense-related genes
The induction of SA and JA/ET pathways during beneficial microbe-plant interactions is the key to activation of resistance genes to combat pathogen attack. Effective use of defense mechanisms of microbial-induced resistance depends on an accurate and context-specific regulation of gene expressions. This needs an understanding of complex circuits and regulatory networks due to interactions between genes and their products. In a study conducted by Timmermann et al. (2020), regulatory mechanisms of the induced resistance triggered by the beneficial bacterium Paraburkholderia phytofirmans PsJN was explored and a regulatory network according to gene expression and time series data was drawn. Pre-treatment of Arabidopsis thaliana with the non-pathogenic Bacillus cereus AR156 strain was found to trigger the expression of PR1, PR2, and PR5 genes and Plant Defensin 1.2 (PDF1.2) accumulation; this indicates the activation of SA and JA/ET signaling pathways (Niu et al., 2011; Niu et al., 2016a,b; Nie et al., 2017). NPR1 is reported to coordinate SA and JA signaling pathways, regulating downstream defense response genes (Cao et al., 1994; Cao et al., 1997; Pieterse et al., 1998; Spoel et al., 2003).
3.7 Secondary metabolite production
Secondary metabolites produced by the plants help them to adapt to various stresses under natural conditions. Interaction of these secondary metabolites with beneficial microorganisms can modulate plant growth and immune responses, thus inhibiting metabolism and/or growth of harmful microbes. For example, selective growth of PGPRs in the plant rhizosphere is controlled by root exudates enhancing biofilm formation of beneficial microbes (Zhang et al., 2014). A list of plant metabolites reported to play significant roles in beneficial microbe-plant interactions is given here (Table 1).
Table 1
| SN | Secondary plant metabolite | Plant | Beneficial microbe | Mode of action | Reference |
|---|---|---|---|---|---|
| 1 | L-malic acid (L-MA) (root exudates) | — | PGPR Bacillus subtilis FB17 | Promotes selective growth of beneficial rhizobacteria | Rudrappa et al. (2008a,b) |
| 2 | 7,40-dihydroxyflavone (Flavonoid) | Medicago sativa | Acidobacteria, Gaiellales, Nocardioidaceae and Thermomonosporaceae | Controls relative abundance of beneficial microbes in root zone | Szoboszlay et al. (2016) |
| 3 | Luteolin (Flavonoid) | Leguminous plants | Rhizobium | Work as signaling molecule to initiate symbiosis | Abdel-Lateif et al. (2012) |
| 4 | Strigolactones (Plant Harmone) | — | Arbuscular Mycorrhiza Fungi (AMF) | Stimulates branching of fungal hyphae of arbuscular mycorrhiza | Al-Babili and Bouwmeester (2015) |
| 5 | Camalexin | Arabidopsis | PGPR Pseudomonas fluorescens SS101 | Regulates SA signaling-dependent resistance | Van de Mortel et al. (2012) |
| 6 | Glucosinolates | Arabidopsis | PGPR Pseudomonas fluorescens SS101 | Regulates SA signaling-dependent resistance | Van de Mortel et al. (2012) |
Secondary metabolites of plants reported to regulate beneficial microbe-plant interactions.
Secondary metabolites produced by the beneficial microbes are found to be antagonistic to the pathogen and are reported as elicitors of immune response to induce resistance in plants (Prsic and Ongena, 2020). Some significant secondary metabolites produced by beneficial microbes are listed in Table 2.
Table 2
| SN | Secondary metabolites | Beneficial microbe | Mode of action | Reference |
|---|---|---|---|---|
| 1 | Phenazines | Pseudomonas | Antifungal activity and were able to elicit ISR | Chin-A-Woeng et al. (2003) |
| 2 | Extracellular polysaccharides (EPS) | B. cereus AR156 | Induces systemic resistance to Pst DC3000 in Arabidopsis | Jiang et al. (2016a,b) |
| 3 | Lipopolysaccharides (LPS) | — | Trigger the activation of signal transduction pathways involved in phytohormones SA and JA, and the associated methyl esters and sugar conjugates | Finnegan et al. (2016) |
| 4 | Harzianic acid | Trichoderma harzianum M10 | Modulates the signaling pathway and differentially expressed genes (DEGs) involving JA/ET-and SA-mediated signaling pathways and increased reactive oxygen species (ROS) | Manganiello et al. (2018) |
| 5 | Microbial volatile compounds (MVCs) | — | Promotes plant growth via improved photosynthesis rates, enhances immune system, and activates phytohormone signaling pathways | Kong et al. (2018) |
| 6 | Volatile Organic Compounds (VOCs) | — | Affects ISR and their interactions with SA, JA/ET, and auxin signaling pathways | Tyagi et al. (2018), Garbeva and Weisskopf (2020) and Cellini et al. (2021) |
| 7 | VOC 2,3-butanediol, | Bacillus spp. | Elicitors of ISR | Ryu et al. (2004) and Chowdhury et al. (2015) |
| 8 | Cyclic lipopeptides surfactin | Bacillus spp. | Elicitors of ISR | Ryu et al. (2004) and Chowdhury et al. (2015) |
Antagonistic secondary metabolites reported to be produced by beneficial microbes and their mode of action.
These findings demonstrate the intricate framework of secondary metabolites produced by plants to support beneficial microbes and restrict harmful ones, while also enhancing plant resistance through secondary metabolites generated by beneficial microbes, ultimately protecting the plant from pathogen attack.
3.8 Regulation of stomatal activity
Photosynthesis, respiration, and transpiration are the most important physiological activities of plants regulated by the stomata. Melotto et al. (2006) has observed that, to restrict the entry of pathogenic bacteria, the plant closes its stomatal openings, resulting in reduced gaseous exchange and thus reduced photosynthesis. Abscisic acid (ABA) produced by plants under stressed conditions is demonstrated to regulate stomatal opening. ABA mediates stomatal closure through three steps of signal transduction. In the first step, ABA binds to ABA cell receptors and interacts with PP2C, a group of type 2C protein phosphatases (Park et al., 2009; Ma et al., 2009). In the second step, this binding results in the inactivation of the inhibitory regulatory function of PP2C and the activation of SnRK2 protein kinase OST1 (Umezawa et al., 2009). In the third step, thus activated, OST1 directly binds and phosphorylates to activate the Slow Anion Channel-Associated1 (SLAC1) anion channel that mediates anion release from the guard cells. Stomatal closure then takes place (Geiger et al., 2009; Lee et al., 2009; Brandt et al., 2012). Through other routes, OST1 can catalyze hydrogen peroxide (H2O2) production (Sirichandra et al., 2009; Raghavendra et al., 2010) and the produced H2O2 modulates ABA signaling in the plasma membranes of guard cells (Pei et al., 2000) by activation of calcium channels. Lipoxygenase-encoding gene LOX1 is another signaling component that coordinates stomatal regulation. It is a JA-responsive gene that triggers stomatal defense by expressing in guard cells in response to PAMPs. This indicates that the JA signaling pathway also participates in regulating stomatal defense (Montillet et al., 2013). The triggering of ABA and JA pathways is demonstrated by PGPR B. amyloliquefaciens FZB42 by production of acetoin and 2,3-butanediol that induces the closing of stomata in response to pathogen attack (Wu et al., 2018a; Wu et al., 2018b; Xie et al., 2018). This indicates coordination of multiple signaling components to regulate microbial-mediated stomatal defense.
4 Microbial induction of resistance in plants
Various species of fungi and bacteria that are beneficial to plant growth are reported to trigger the innate resistance of plants and help them combat pathogen attack. The role of these fungi and bacteria in induction of resistance is discussed here.
4.1 Fungi-mediated IR
Beneficial fungi, such as Trichoderma spp. and AMF, are known to induce resistance to biotic stresses in plants through various mechanisms. Here, we will discuss the role of different beneficial fungi in modulating plant defense.
4.1.1 Trichoderma-mediated IR
4.1.1.1 Trichoderma atroviride
Glutamate glyoxylate amino transferase GGAT1 is responsible for the stimulation of plant growth and induction of the plant systemic resistance. WRKY transcription factors mediate active defense response to biotic and abiotic stresses and are triggered by T. atroviride, resulting in the induction of resistance to Botrytis cinerea in Arabidopsis thaliana (Saenz-Mata et al., 2014; Gonzalez-Lopez et al., 2021).
4.1.1.2 Trichoderma harzianum
T. harzianum is reported to induce resistance to spot blotch disease caused by Bipolaris sorokiniana in bread wheat (Triticum aestivum L.) by triggering the methyl jasmonate pathway, resulting in enhanced phenylpropanoid activities that decrease tissue disintegration and cell wall disruption and increase lignification and suberization of the plant cell (Singh et al., 2019). Similarly, the response of tomato to the wilt-causing pathogen Rhizoctonia solani is reported to be modulated by T. harzianum and its secondary metabolite harzianic acid. Harzianic acid modulates the signaling pathway and differentially expressed genes (DEGs) involving JA/ET-and SA-mediated signaling pathways and increases reactive oxygen species (ROS) (Manganiello et al., 2018). Thus, it induces the expression of several defense response-related genes. Further, T. harzianum OTPB3 is reported to stimulate growth and induce systemic resistance in tomato against early blight disease incited by Alternaria solani and late blight disease incited by Phytophthora infestans mediated by the production of defense-related enzymes viz. peroxidase, polyphenol oxidase, and superoxide dismutase that inhibit mycelial growth and spore germination of pathogens and protect the plant from oxidative stress (Chowdappa et al., 2013). T. harzianum T-203 is reported to trigger defense responses in cucumber plants (Cucumis sativus L.) by increasing the chitinase and peroxidase activities and forming callose barriers to restrict the entry of pathogens (Yedidia et al., 1999). Bigirimana et al. (1997) has reported the induction of systemic resistance by T. harzianum in common bean (Phaseolus vulgaris).
4.1.1.3 Trichoderma longibrachiatum
Trichoderma longibrachiatum MK1 is reported to restrict Botrytis cinerea, Alternaria alternata, Pythium ultimum, and Rhizoctonia solani pathogens by producing type II hydrophobin that is antifungal and a plant growth promoter (PGP) (Ruocco et al., 2015).
4.2 Arbuscular mycorhizal fungi-mediated IR
The beneficial root-colonizing fungi known as Arbuscular Mycorhizal Fungi (AMF) is also reported to trigger the immune response of plants to pathogen attack.
4.2.1 Mortierella hyalina
This root-colonizing endophytic fungus promotes the growth of aerial parts of the Arabidopsis thaliana plant but not the roots. Fungal exudates are recorded to induce transient cytoplasmic Ca2+ elevation in the roots that restrict Alternaria brassicae infection (Johnson et al., 2019). The Ca2+ response did not require the well-characterized (co) receptors BAK1, CERK1, or FLS2 for pathogen-associated molecular patterns or the Ca2+ channels GLR-2.4, GLR-2.5, and GLR-3.3 or the vacuolar TWO PORE CHANNEL1, which are usually involved in cytoplasmic Ca2+ elevation. Ca2+ is known to regulate the permeability of plant cell membranes to enhance resistance. This interaction also triggers the Jasmonic acid pathway that induces plant resistance to abiotic and biotic stresses.
4.2.2 Serendipita vermifera
This fungal root endophyte exhibits inter-kingdom synergistic effects with the microbiota in Arabidopsis thaliana and barley (Sarkar et al., 2019). Serendipita vermifera is reported to synergistically impart resistance in collaboration with soil bacteria against the soil-borne pathogen Bipolaris sorokiniana of A. thaliana and Barley. On the basis of RNA-sequencing, they showed that these beneficial activities were not associated with extensive host transcriptional reprogramming but rather with the modulation of expression of microbial effectors and carbohydrate-active enzymes (Mahdi et al., 2022). It was observed to trigger the production of ROS, causing inhibition of the mycelial growth and spore germination and activation of hydrolytic enzymes, resulting in the activation of defense.
4.2.3 Acrophialophora jodhpurensis
This endophyte is reported to have direct antagonistic activity and induce resistance to Rhizoctonia solani AG4-HGII, a fungal pathogen responsible for root rot and crown rot diseases in Tomato. Apart from direct antagonism, the endophyte also triggers ROS production, resulting in inhibition of the mycelial growth and spore germination, activation of the defense enzymes peroxidase, chitinase, and beta-1,3-glucanase, and inhibition of mycelial growth, spore germination, and phenyl alanine ammonia lyase that regulate plant growth and stress tolerance. It also restricts iron, thus inhibiting pathogen growth and promoting plant growth (Daroodi and Taheri, 2021).
Isolate Msh5 of the endophyte is reported to promote tomato plant growth and control Alternaria alternata, the causal agent of early blight in tomatoes (Daroodi et al., 2022). In this study, morphological and molecular analyses based on ITS and tub2 sequences revealed that the fungal isolate, Msh5, was Acrophialophora jodhpurensis (Chaetomium jodhpurense Lodha). This endophyte was capable of producing indole-3-acetic acid (IAA), urease, siderophore, and extracellular enzymes and could solubilize phosphate. The Msh5 isolate of A. jodhpurensis inhibited A. alternata growth in dual culture, volatile, and non-volatile metabolites assays in vitro. The supernatant of this endophytic fungus reduced the spore germination and altered the hyphal structure of A. alternata. At the same time, the germ tubes produced by spores had vacuolization and abnormal morphology as compared to control. In vivo studies also revealed significant increases in plant-growth parameters of tomato plant and reduced disease progression of A. alternata, proving it as a potential biofertilizer and biocontrol agent against A. alternata.
4.2.4 Piriformospora indica
Piriformospora indica is a growth-promoting root endosymbiont. Its cell wall extract was found to transiently alleviate cytosolic Ca2+ in Arabidopsis and tobacco through activating CYCLIC NUCLEOTIDE GATED CHANNEL 19 (CNGC19), an important Ca2+ channel that affects mutualistic interaction with the plants (Vadassery et al., 2009; Jogawat et al., 2020).
4.3 Bacteria-mediated IR
Many bacterial genera and species are reported as potential PGPRs and biocontrol agents. They will be discussed here individually.
4.3.1 Bacillus subtilis
Many strains of B. subtilis are reported to induce resistance in plants. According to studies by Lakshmanan et al. (2013), Bacillus subtilis FB17 was found to confer resistance to Pseudomonas syringae pv. tomato (Pst) DC3000, mediated by malate efflux that enabled stable colonization. Bigirimana et al. (1997) reported induction of resistance by B. subtilis M4 against Colletotrichum lagenarium and Pythium aphanidermatum due to metabolic and transcriptomic changes, resulting in an enhanced defense response. Bacillus subtilis OTPB1 was reported to impart resistance by Chowdappa et al. (2013) to Alternaria solani and Phytophthora infestans responsible for early and late blight of tomato, respectively, due to activation of defense-related enzymes viz. peroxidase, polyphenol oxidase, and superoxide dismutase, resulting in inhibition of mycelial growth and spore germination and protection from oxidative stress. Another strain, B. subtilis UMAF6639, showed the induction of resistance against Podosphaera fusca, which causes powdery mildew of cucurbits, by stimulating the production of reactive oxygen species, resulting in inhibition of mycelial growth and spore germination. It also caused cell wall reinforcement, which resulted in a reduction in pathogen invasion and the production of metabolites like surfactin lipopeptides, resulting in the stimulation of the immune response (Garcia-Gutierrez et al., 2013).
4.3.2 Bacillus amyloliquefaciens
Bacillus amyloliquefaciens Ba13 was found to induce resistance to tomato yellow leaf curl virus by activating PR1, PR2, and PR3 genes, which have antimicrobial effects due to enhanced phenylalanine ammonia lyase, beta-1,3 glucanase, and chitinase activities. Enhanced activities of phenylalanine ammonia lyase resulted in the regulation of plant growth and stress tolerance. Beta-1,3 glucanase caused inhibition of mycelial growth and spore germination, and chitinase inhibited mycelial growth (Guo et al., 2019). Another strain, B. amyloliquefaciens FZB42, was reported to induce resistance against Phytophthora nicotianae and Rhizoctonia solani which cause leaf blight disease in Nicotiana benthamiana and bottom rot in lettuce, respectively, mediated by ABA/SA-induced stomatal closure, resulting in a reduction in pathogen invasion. It also resulted in activation of the defense-related genesPR-la, LOX, and ERF1 and the production of secondary metabolites viz. surfactin, fengycin, and bacillomycin D that resulted in a direct antagonistic effect and induction of defense-related genes (Chowdhury et al., 2015; Wu et al., 2018a,b).
4.3.3 Bacillus atrophaeus
Ayaz et al. (2021) reported the induction of resistance to the root-knot nematode Meloidogyne incognita by B. atrophaeus GBSC56 due to the production of volatiles like dimethyl disulfide, methyl isovalerate, and 2-undecanone as well as the regulation of antioxidant enzymes and protection from oxidative stress and the antagonistic effect on M. incognita in tomato.
4.3.4 Bacillus cereus
Bacillus cereus AR156 was reported to induce resistance against Pseudomonas syringae pv. tomato (Pst) DC3000 by suppressing miR825 and miR825, thereby activating the targeted defense-related genes in Arabidopsis thaliana (Niu et al., 2016a,b; Nie et al., 2019). Another strain, B. cereus C1L, was reported by Huang et al. (2012) to induce resistance against Botrytis cinerea and Cochliobolus heterostrophus, which are responsible for foliar and soil diseases, by the production of a volatile metabolite dimethyl disulfide, which is an elicitor for the induction of ISR.
4.3.5 Bacillus megaterium
Chakraborty et al. (2006) reported the induction of resistance in Camellia sinensis when treated with Bacillus megaterium DE BABY TRS-4 against brown root rot caused by Fomes lamaoensis due to the enhanced activity of enzymes viz. peroxidase, chitinase, and beta-1,3-glucanase responsible for the inhibition of mycelial growth and spore germination. Phenyl alanine ammonia lyase was responsible for the regulation of plant growth and stress tolerance. Enhanced phosphate solubilization and production of IAA resulted in the promotion of plant growth and the regulation of siderophore and antifungal metabolites resulted in the inhibition of pathogen growth.
4.3.6 Paenibacillus alvei
Tjamos et al. (2005) found Paenibacillus alvei K165 was able to induce defense-related PR-1, PR2, and PR-5 genes, which have antimicrobial effects, as well as beta-1,3 glucanase and chitinase activities, which are markers for SA-mediated activation of SAR against Verticillium dahlia in A. thaliana.
4.3.7 Pseudomonas aeruginosa
Pseudomonas aeruginosa 7NSK2 was reported by De Vleesschauwer and Hoefte (2006) and De Meyer et al. (1999) to induce resistance against Rice blast and sheath blight diseases caused by Magnaporthe grisea, Rhizoctonia solani respectively by producing metabolites viz. phenazine, pyocyanin and pyochelin that result in the induction of ISR. The production of ROS results in the inhibition of mycelial growth and spore germination, and the production of SA results in the expression of acquired resistance.
4.3.8 Pseudomonas fluorescens
Vanpeer et al. (1991) reported P. fluorescens strain WCS417r to systemically protect carnation plants against the fungus F. oxysporum f. sp. dianthi, responsible for Fusarium wilt disease. Van de Mortel et al. (2012) has reported metabolic and transcriptomic changes resulting in the induction of resistance responses by Pseudomonas fluorescens SS101 against Pseudomonas syringae pv tomato (Pst) in Arabidopsis thaliana (Van de Mortel et al., 2012). Another strain, P. fluorescens PTA-CT2, was found to induce resistance to Plasmopara viticola and Botrytis cinerea, which cause downey mildew and gray mold diseases in grapes, respectively, by the activation of SA, JA, and ABA defensive pathways, resulting in a reduction in pathogen invasion (Lakkis et al., 2019). Further, P. fluorescens WCS417 was reported to induce broad spectrum resistance by activation of the transcription factor MYB72 responsible for the regulation of iron-uptake responses (Vanpeer et al., 1991).
4.3.9 Streptomyces lydicus
Streptomyces lydicus M01 was found to induce resistance against Alternaria alternata, which causes foliar disease of cucumbers, by inducing production of ROS that results in the inhibition of mycelial growth and spore germination (Morcillo et al., 2020).
4.3.10 Streptomyces pactum
This is another bacterium responsible for inducing resistance to tomato yellow leaf curl virus as reported by Li et al. (2019). In this case, resistance is induced through multiple routes, such as the production of ROS, which inhibits mycelial growth and spore germination; activation of enzymes such as peroxidase, chitinase, and β-1,3-glucanase, which inhibit mycelial growth and spore germination, and phenylalanine ammonia-lyase, which regulates plant growth and stress tolerance; activation of defense-related genes PR-1, PR-2, and PR-5, which exert antimicrobial effects by activating β-1,3-glucanase and chitinase as markers of SA-mediated SAR; and JA/ET-mediated induction of immune responses, which reduces pathogen invasion.
4.3.11 Paraburkholderia phytofirmans
Paraburkholderia phytofirmans PsJN is a beneficial endophytic bacteria able to colonize a wide range of plants. In addition to its ability to promote plant growth, this endophytic bacteria is capable of inducing resistance against biotic as well as abiotic stresses in various plants (Esmaeel et al., 2018).
A crop-wise summary of various microorganisms responsible for induction of resistance in plants is presented in Tables 3–7.
Table 3
| SN | Crop | Microorganism responsible for IR | Plant disease/pathogen | Reference |
|---|---|---|---|---|
| 1 | Arabidopsis (Arabidopsis thaliana L.) | Paenibacillus alvei K165 | Verticillium dahlia in A. thaliana. | Tjamos et al. (2005) |
| Pseudomonas fluorescens SS101 | Pseudomonas syringae pv tomato (Pst) | Van de Mortel et al. (2012) | ||
| Bacillus cereus AR156 | Pseudomonas syringae pv. tomato (Pst) DC3000 | Niu et al. (2016a,b) and Nie et al. (2019) | ||
| Mortierella hyalina | Alternaria brassicae infection in roots | Johnson et al. (2019) | ||
| Serendipita vermifera | Soil borne pathogen Bipolaris sorokiniana | Sarkar et al. (2019) | ||
| Piriformospora indica | — | Vadassery et al. (2009) and Jogawat et al. (2020) | ||
| Trichoderma atroviride | Botrytis cinerea | Saenz-Mata et al. (2014) and Gonzalez-Lopez et al. (2021) |
Microorganisms that have exhibited induction of resistance in the model plant Arabidopsis thaliana.
Table 4
| SN | Crop | Microorganism responsible for IR | Plant disease/pathogen | Reference |
|---|---|---|---|---|
| 1 | Tomato (Solanum lycopersicum L.) | B. subtilis M4 | Pythium aphanidermatum | Bigirimana et al. (1997) |
| T. harzianum OTPB3 | Early blight disease incited by Alternaria solani and late blight disease incited by Phytophthora infestans | Chowdappa et al. (2013) | ||
| Bacillus subtilis OTPB1 | Alternaria solani and Phytophthora infestans responsible for early and late blight | Chowdappa et al. (2013) | ||
| B. subtilis FB17 | Pseudomonas syringae pv. tomato (Pst) DC3000 | Lakshmanan et al. (2013) | ||
| T. harzianum | Wilt causing pathogen Rhizoctonia solani | Manganiello et al. (2018) | ||
| B. amyloliquefaciens Ba13 | Tomato yellow leaf curl virus disease caused by Tomato yellow leaf curl virus | Guo et al. (2019) | ||
| Streptomyces pactum | Tomato yellow leaf curl virus disease caused by Tomato yellow leaf curl virus | Li et al. (2019) | ||
| Acrophialophora jodhpurensis | Rhizoctonia solani AG4-HGII a fungal pathogen responsible for root rot and crown rot diseases | Daroodi and Taheri (2021) | ||
| B. atrophaeus GBSC56 | Root-knot nematode Meloidogyne incognita | Ayaz et al. (2021) | ||
| A. jodhpurensis Msh5 | Alternaria. alternata, the causal agent of early blight | Daroodi et al. (2022) |
Microorganisms that have exhibited induction of resistance in Tomato (Solanum lycopersicum L.).
Table 5
| SN | Crop | Microorganism responsible for IR | Plant disease/pathogen | Reference |
|---|---|---|---|---|
| 1 | Cucumber (Cucumis sativus L.) | B. subtilis M4 | Colletotrichum lagenarium | Bigirimana et al. (1997) |
| T. harzianum T-203 | — | Yedidia et al. (1999) | ||
| Streptomyces lydicus M01 | Alternaria alternata causing foliar disease of cucumbers | Morcillo et al. (2020) | ||
| 2 | Common Bean (Phaseolus vulgaris L.) | Trichoderma harzianum | — | Bigirimana et al. (1997) |
| 3 | Cucurbits | B. subtilis UMAF6639 | Podosphaera fusca causing powdery mildew | Garcia-Gutierrez et al. (2013) |
| 4 | Lettuce (Lactuca sativa L.) | Bacillus amyloliquefaciens subsp. plantarum | Rhizoctonia solani causing bottom rot | Chowdhury et al. (2015) |
| 5 | Carnation (Dianthus caryophyllus L.) | P. fluorescens strain WCS417r | F. oxysporum f. sp. dianthi responsible for Fusarium wilt disease | Vanpeer et al. (1991) |
| 6 | Grapes (Vitis vinifera L.) | P. fluorescens PTA-CT2 | Plasmopara viticola and Botrytis cinerea causing downy mildew and gray mold diseases of grapes | Lakkis et al. (2019) |
Microorganisms that have exhibited induction of resistance in other horticultural crops.
Table 6
| SN | Crop | Microorganism responsible for IR | Plant disease/pathogen | Reference |
|---|---|---|---|---|
| 1 | Rice (Oryza sativa L.) | Pseudomonas aeruginosa 7NSK2 | Rice blast and sheath blight diseases caused by Magnaporthe grisea; Rhizoctonia solani, Botrytis cinerea | De Meyer et al. (1999) and De Vleesschauwer and Hoefte (2006) |
| 2 | Corn (Zea mays L.) | B. cereus C1L | Cochliobolus heterostrophus soil disease | Huang et al. (2012) |
| 3 | Bread Wheat (Triticum aestivum L.) | Trichoderma harzianum | Spot blotch disease caused by Bipolaris sorokiniana | Singh et al. (2019) |
| 4 | Barley (Hordeum vulgare L.) | Serendipita vermifera | Soil borne pathogen Bipolaris sorokiniana | Sarkar et al. (2019) |
Microorganisms that have exhibited induction of resistance in cereal crops.
Table 7
| SN | Crop | Microorganism responsible for IR | Plant disease/pathogen | Reference |
|---|---|---|---|---|
| 1 | Tobacco (Nicotiana tabacum L.) | B. amyloliquefaciens FZB42 | Leaf blight disease caused by Phytophthora nicotianae | Chowdhury et al. (2015) and Wu et al. (2018a,b) |
| Piriformospora indica | — | Vadassery et al. (2009) and Jogawat et al. (2020) | ||
| B. cereus C1L | Botrytis cinerea foliar disease | Huang et al. (2012) | ||
| 2 | Tea plant (Camellia sinensis L.) | Bacillus megaterium DE BABY TRS-4 | Brown root rot caused by Fomes lamaoensis | Chakraborty et al. (2006) |
Microorganisms that have exhibited induction of resistance in plantation crops.
5 Context dependency of MMIR
Based on extensive studies revealing the mechanisms of microbially mediated induced resistance (MMIR), it appears to be a promising strategy for managing pathogens without pesticides. As most of these studies were conducted under highly controlled conditions, their performance under varied field conditions differ due to the effect of biotic and abiotic factors, making them highly context dependent (Diaz et al., 2021). Microbial-mediated IR is found to trigger only under a specific set of environmental factors that affect and change the outcome of microbe-plant interaction, rendering the ISR events unpredictable. For this very reason, the beneficial microbes showing ISR are registered as biostimulants or biofertilizers but not as biopesticides. Therefore, it is necessary to simulate field-like conditions during studies to produce more consistent and predictable ISR technologies. So, it is necessary to understand the effect of various factors on MMIR events.
5.1 Biotic factors
Beneficial microbes that are applied in root zone-like PGPRs have to compete for resources and antibiotic production in their interaction with the soil microbiome (Toju et al., 2018), which affects quorum sensing and root-associated biofilm formation of PGPR (Rudrappa et al., 2008a,b). Through this, ISR is activated only when the concentration of beneficial microbes reaches 105–107 colony-forming units (CFU) per gram of root (Bakker et al., 2013). In addition to a successful establishment in the root zone, the induction of resistance also depends on the genetic backgrounds of the plant and microbe. For example, Pseudomonas putida strain WCS358r induces resistance in A. thaliana (Van Wees et al., 1997), Pseudomonas fluorescens WCS374r can induce resistance in radish (Rhaphanus sativus) (Leeman et al., 1995), and the P. fluorescens strain WCS417r induces resistance in both Arabidopsis and radish. Our current understanding of ISR is mostly based on model plants that may not be expressed in crop plants. Therefore, more effort is required to evaluate the strains on crop plants to explore the possibilities of their field applicability.
Similarly, herbivory is reported to induce changes in root exudate profile (Fierer and Jackson, 2006) that affect below-ground microbiota and the colonization of beneficial microbes, thus, affecting the induction of resistance (Gehring and Whitham, 2003; Rudrappa et al., 2008a,b; Yang et al., 2011; Gu et al., 2016; Malacrino et al., 2021). For instance, mycorrhizal colonization is reported to increase, decrease, or remain unaffected by herbivory (Gehring and Bennett, 2009; Barto and Rillig, 2010). Although not studied in depth, some researchers have indicated the possibilities of such alterations in the context of ISR due to insects, parasitoides (Poelman et al., 2011), and facultative endosymbionts found in sucking-type insects like Hamiltonella defensa (Su et al., 2015). On the contrary, some researchers have reported a negative effect on chewing insects and positive effect on sucking insects by feeding on the plants with ISR triggered by AMF (Hartley and Gange, 2009; Koricheva et al., 2009). Therefore, it is also required to study the effect of aerial feeding by herbivores on root exudation, the colonization of beneficial microbes, the induction of resistance, and the effect of microbial induction of resistance on herbivory.
5.2 Abiotic factors
Microbe-induced resistance is also reported to be influenced by various abiotic factors, including nutrient availability (Miransari, 2013; Oldroyd and Leyser, 2020), soil moisture levels (Auge et al., 2001; Juniper and Abbott, 2006; Ulrich et al., 2019), soil organic matter content (Schnecker et al., 2014; Del Valle et al., 2020), light quality and intensity (Nagata et al., 2015; Konvalinkova and Jansa, 2016), and soil pH (Aciego Pietri and Brookes, 2008). Hiruma et al. (2016) has described the effect of nutrient deficiency on root exudation and ultimately the interaction of plants with beneficial microbes. It is reported that, due to phosphorus (P) deficiency, plants produce strigolactones that play important roles in regulating the interaction of plants with AMF and endophytic fungi (Lopez-Raez et al., 2008; Hiruma et al., 2016). In A. thaliana, P-deficiency triggers the expression of PHR1 and PHL1, which are PSR master transcriptional regulators (Hiruma et al., 2016; Castrillo et al., 2017; Morcillo et al., 2020) and results in the induction of JA signaling but the repression of SA signaling. As reported by Khan et al. (2016), the induction of JA signaling resulted in enhanced defense against a leaf-chewing insect in A. thaliana, tomato, and tobacco but enhanced susceptibility for an oomycete pathogen and a bacteria (Castrillo et al., 2017). In a classic work from Spagnoletti et al. (2018), it is demonstrated that, due to P-deficiency, soybean plants became 2.5 times more susceptible to charcoal rot disease. However, enhanced AMF colonization resulted in a 5.0-fold induction of resistance. Due to iron (Fe) deficiency, Arabidopsis plants produce defense-related secondary metabolites—coumarins—which affect the rhizospheric microbiota (Stringlis et al., 2018). Due to nitrogen deficiency, the roots of the leguminous plant exude flavanoids to attract rhizobia and trigger their nod genes to produce Nod factors (Mbengue et al., 2020). Likewise, most nutrient deficiency is associated with triggered resistance but, in a few cases, adverse effects are also noticed. For example, due to P-deficiency, a recruited PGPR strain, B. amyloliquefaciens, induced hypersensitivity in A. thaliana by triggering its response to emit a diacetyl volatile compound that caused hypersensitivity (Morcillo et al., 2020). Here, it is noteworthy that availability of nutrients and plant defense activation is directly related. This should be explored and standardized for exploiting ISR under field conditions instead of using costly defense metabolites that are difficult to synthesize in sufficient amounts for field application (Gershenzon, 1994; Neilson et al., 2013).
5.3 Interplay between biotic and abiotic factors
ISR triggered by PGPRs is regulated by phytoharmones like JA, ET, SA, and other members of the oxylipins family (Pieterse et al., 2014; Vlot et al., 2020) and by activation of a network of signaling molecules including reactive oxygen species (ROS) (Camejo et al., 2016) and reactive nitrogen species (RNS) (Khan et al., 2019). Plants are smart enough to integrate information about their biotic and abiotic environment, resulting in cross-talk between different signaling pathways (Fujita et al., 2006; Rejeb et al., 2014). This capacity helps them to understand the challenges they are facing and to prioritize and fine-tune their responses to that (Robert-Seilaniantz et al., 2011). This means the presence of ISR potent microbes in soil is not sufficient to trigger ISR but their interplay with other biotic and abiotic factors in their environment can activate an ISR response in plants (Pozo et al., 2015) under any given situation. Therefore, it is necessary to study how responses to other biotic and abiotic factors integrates with the phytohormonal system to trigger MMIR. For example, nutrient deficiencies are found to alter the root exudation patterns, thus affecting the chemotactic responses for selective accumulation of beneficial microbes in the rhizosphere for triggering ISR (Hiruma, 2019). Therefore, it is imperative to conduct studies to understand the interplay of biotic and abiotic factors for sustainable field response of MMIR before opting for commercial application.
5.4 Agricultural practices
Regular farm practices like tillage, fertilization, and pest management greatly affect soil micro-biome and plant microbe interactions (Banerjee et al., 2019; Caradonia et al., 2019). In horticultural crops, beneficial microbes are added to growth media or substrate (that is not soil) where microbial inoculants face less competition. For field crops, microbial inoculants are added to farm soil, where they face much heterogeneous competition. Interestingly, on-farm crops are typically grown under well-fertilized conditions to achieve higher yields, which contrasts with the low-nutrient conditions that favor colonization by beneficial microbes and the induction of resistance. For instance, due to long-term phosphate fertilization, percent root colonization in maize by AMF was reported to be reduced (Wang et al., 2017) and, due to P supplementation (Gange et al., 1999) and Nitrogen supplementation (Gange and Nice, 1997), resistance to chewing-type insects was found to be reduced. Contradictory results were recorded by Vesterlund et al. (2011) when fertilization was found to improve the performance of fungal endophytes against chewing-type insects. Thus, controlled fertilization can be potentially used to selectively recruit beneficial microbes (Bakker et al., 2018; Oldroyd and Leyser, 2020). Apart from fertilization, other farm practices like tillage and crop rotation also have profound effects on microbial populations. Due to long-term organic farming, beneficial microbes become established in soil and induce resistance in subsequently grown crops (Pineda et al., 2020). Tillage can reduce the build up of insect pests in soil but also disturb the establishment of beneficial microbes and creation of disease-and pest-suppressive soils (Peters et al., 2003).
6 Future strategies to increase the use of microbes inducing resistance
From the above discussion, we now understand that inconsistent expression of microbial-mediated induced resistance is the underlying fact that needs to be addressed to utilize this technology. Therefore, to handle the context dependency of microbial-mediated IR, it is required to select beneficial microbes after screening large numbers of microbial strains tested for ISR activation across the varied climatic conditions. It is required to optimize agronomic practices to provide favorable field conditions for consistent expression of ISR by established beneficial microbes. For example, optimization of phosphate fertilization would be useful for specific strains of beneficial microbes. In this context, it is also important to standardize the formulation, composition, and method of application of bioinoculants. Therefore, efforts are underway (Vassilev et al., 2020) to develop formulations that are least affected by the environment like gels, encapsulation, and seed coating. Scientists are also trying to develop a consortium of many species rather than single species (Vallad and Goodman, 2004; Bradacova et al., 2019). A consortia of many effective strains of similar species of PGPR collected from different locations in a specific agro-climatic zone should be prepared for that particular zone. Mode of application and doses are also being standardized. As per the opinion of Mitter et al. (2019), the development of more responsive plant genotypes can help to improve the consistency of microbial-mediated IR. This would involve having root exudates to increase the supply of beneficial microbes, enable better symbiosis and enhanced plant responses towards symbiosis, and, in turn, enhanced induction of resistance to tackle diseases and insect pests, as explained by Tetard-Jones et al. (2012) and Hohmann et al. (2020). For example, advances include the development of transgenic varieties carrying the NPR1 gene from Arabidopsis (Cao et al., 1997); identification of new genes, such as those involved in bacterial recruitment and plant defense independent of malate efflux, revealed through root transcriptome analysis of Arabidopsis thaliana exposed to beneficial Bacillus subtilis FB17 rhizobacteria (Lakshmanan et al., 2013); sequencing of LysM-type receptor kinase genes involved in legume perception of rhizobial signals (Madsen et al., 2003); and the development of near-isogenic lines of various crops incorporating the NPR1 gene and other PR genes into high-yielding genetic backgrounds. Screening of available germplasms could enable higher root exudation of 7,4′-dihydroxyflavone and naringenin exudates and a greater presence of chemotaxis (Szoboszlay et al., 2016). Alternatively, as suggested by Diaz et al. (2021), we may accept that it is not possible to generalize the package of practices to support ISR events in all types of plant-microbe interactions. Another approach that is being studied by Compant et al. (2019), Wang and Li (2019), Arif et al. (2020), and French et al. (2021) advocates for completely controlling the microfauna in rhizosphere. This can be achieved by rotation of crops (Latz et al., 2016; Pineda et al., 2017; Veen et al., 2019; Pineda et al., 2020) to support sufficient build up of beneficial microbes and by soil amendments (Shen et al., 2019), so as to make soil suppressive to pests and diseases. For example, phosphate fertilization should be standardized to reduce charcoal rot of Soybean (Spagnoletti et al., 2018) as for the development of disease-suppressive soils through crop rotation and tillage management practices (Peters et al., 2003). Today, our understanding of ISR is mostly based on model plants and may differ for crop plants. Therefore, more effort is required to evaluate the strains on crop plants to explore the possibilities of their field applicability. Future attempts to unravel more detailed regulatory mechanisms on transcription factors involved in beneficial microorganism-mediated ISR will improve our understanding of the formation and regulation of ISR. Therefore, it is also required to study the effect of aerial feeding by herbivores on root exudation, the colonization of beneficial microbes, and the induction of resistance and effect of microbial induction of resistance on herbivores and their natural enemies. If we accept the context dependency of microbial-mediated IR is inevitable, we need to focus on developing environmentally stable commercial formulations and compositions of secondary metabolites of beneficial microbes that are known to trigger the resistance in laboratory conditions, as they may induce resistance consistently under field conditions as well. This will require more interdisciplinary research and partnership with industries.
7 Conclusion
Despite more than 25 years of research, the commercial application of cross-protection through induced resistance has not become a reality, largely due to the gap between laboratory results and field applications, where the effects of MMIR with known biostimulants are often diminished by biotic and abiotic factors as well as field conditions. Due to the inconsistent induction of resistance, these beneficial microbes are merely acknowledged for their ability as growth promoters or biostimulants and not for their biocontrol potential. To improve the field applicability of MMIR, it is essentially required to get consistent results under a given set of conditions. This requires more experimentation that simulates field-like conditions in a laboratory setting. Even with this, standardization or identification of some common practices to support consistent triggering of MMIR in all plant-microbe interactions under all field conditions seems impractical. Instead, incorporating NPR1 genes and other PR-genes in crop plants and transferring them to high-yielding genetic backgrounds seems to be the most exciting and promising area for future research in MMIR. Similarly, standardization of phosphate fertilization to enable host interaction with beneficial microbes may improve the field stability of MMIR. Mass production of resistance triggering secondary metabolites of beneficial microbes and preparation of their stable commercial formulations for field applications through the collaboration of researchers, industries, and policy makers may produce a widely applicable technology.
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AC: Writing – review & editing, Conceptualization, Funding acquisition, Resources, Writing – original draft, Visualization. BA: Writing – review & editing, Funding acquisition. DG: Funding acquisition, Writing – review & editing.
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- ABA
Abscisic Acid
- AMFs
Arbuscular Mycorrhizal Fungi
- APX
Ascorbate Peroxidase
- BAK1
BRI1-Associated Kinase
- bHLH
Basic Helix Loop Helix transcription factor
- BIK1
Botrytis-Induced Kinase1
- BKK1
BAK1 LIKE1
- Ca2+
Calcium ion
- CALS10
Callose Synthase gene
- cAMP
Cyclic Adenosine Monophosphate
- CAT
Catalase
- CDPK
Calmodulin-Dependent Protein Kinase
- CERK1
Chitin Elicitor Receptor Kinase 1
- CFU
Colony-Forming Units
- Cl−
Chloride ion
- CNGC19
Cyclic Nucleotide Gated Channel 19
- DEGs
Differentially Expressed Genes
- EDS1
Enhanced Disease Susceptibility 1 protein
- EPS
Extracellular Polysaccharides
- ERF1
Ethylene Response Factor1
- ET
Ethylene
- ETI
Effector-Triggered Immunity
- Fe
Iron
- FLS2
Flagellin Sensing 2 receptor
- GGAT1
Glutamate Glyoxylate Amino Transferase
- GLR 2.4
Glutamate Receptor 2.4
- GLR 2.5
Glutamate Receptor 2.5
- GLR 3.3
Glutamate Receptor 3.3
- GPX
Glutathione Peroxidase
- H+
Hydrogen ion
- H2O2
Hydrogen Peroxide
- IAA
Indole 3 Acetic Acid
- IR
Induced Resistance
- ISR
Induced Systemic Resistance
- ITS
Internal Transcribed Spacer
- JA
Jasmonic Acid
- K+
Potassium ion
- L-MA
L malic acid
- LOX
Lipoxygenase
- LOX1
Lipoxygenase encoding gene
- LPS
Lipopolysaccharides
- LysM
Lysin Motif receptor-like kinase
- MAMPs
Microbial Associated Molecular Patterns
- MAP Kinase
Mitogen Activated Protein Kinase
- miR825
Micro RNA 825
- MMIR
Microbial-Mediated Induced Resistance
- MVCs
Microbial Volatile Compounds
- MYB
v-myb avian myeloblastosis viral oncogene homolog
- MYB72
MYB domain protein 72 transcription factor
- MYC2
Myelocytomatosis oncogene 2
- N terminal
Amino terminus
- NB-LRR
Nucleotide Binding Leucine Rich Repeat
- Nod factors
Nodulation factors
- NPR1
Nonexpressor of Pathogenesis-Related genes 1
- O2−
Superoxide anion
- OH −
Hydroxyl radical
- OST1
Open Stomata 1
- P
Phosphorus
- PAMPs
Pathogen-Associated Molecular Patterns
- PDF1.2
Plant Defensin 1.2
- PDLP5
Plasmodesmata-Located Protein 5
- PEN2
Penetration 2 gene
- PEN3
Penetration 3 gene
- PGP
Plant Growth Promoter
- PGPR
Plant Growth-Promoting Rhizobacteria
- PHL1
PHR 1 Like1
- PHR1
Phosphate Starvation Response 1
- POX
Peroxidase
- PP2C
Type 2C Protein Phosphatases
- PPO
Polyphenol Oxidase
- PR genes
Pathogenesis-Related genes
- PR proteins
Pathogenesis-Related proteins
- PRRs
Pattern Recognition Receptors
- PSR
Phosphate Starvation Response
- PTI
Pattern Triggered Immunity
- RNA
Ribo Nucleic Acid
- ROS
Reactive Oxygen Species
- SA
Salicylic Acid
- SAR
Systemic Acquired Resistance
- SLAC1
Slow Anion Channel-Associated1
- SnRK2
SNF 1 Related Protein Kinase 2
- SOD
Superoxide Dismutase
- tub2
Beta tubulin2
- VOCs
Volatile Organic Compounds
Glossary
References
1
Abdel-LateifK.BoguszD.HocherV. (2012). The role of flavonoids in the establishment of plant roots endosymbioses with arbuscular mycorrhiza fungi, rhizobia and Frankia bacteria. Plant Signal. Behav.7, 636–641. doi: 10.4161/psb.20039
2
Aciego PietriJ. C.BrookesP. C. (2008). Relationships between soil pH and microbial properties in a UK arable soil. Soil Biol. Biochem.40, 1856–1861. doi: 10.1016/j.soilbio.2008.03.020
3
Al-BabiliS.BouwmeesterH. J. (2015). Strigolactones, a novel carotenoid-derived plant hormone. Annu. Rev. Plant Biol.66, 161–186. doi: 10.1146/annurev-arplant-043014-114759
4
ApelK.HirtH. (2004). Reactive oxygen species: metabolism, oxidative stress, and signal transduction. Annu. Rev. Plant Biol.55, 373–399. doi: 10.1146/annurev.arplant.55.031903.141701
5
ArifI.BatoolM.SchenkP. M. (2020). Plant microbiome engineering: expected benefits for improved crop growth and resilience. Trends Biotechnol.38, 1385–1396. doi: 10.1016/j.tibtech.2020.04.015
6
AugeR. M.KubikovaE.MooreJ. L. (2001). Foliar dehydration tolerance of mycorrhizal cowpea, soybean and bush bean. New Phytol.151, 535–541. doi: 10.1046/j.0028-646x.2001.00187.x
7
AyazM.AliQ.FarzandA.KhanA.LingH.GaoX. (2021). Nematicidal volatiles from Bacillus atrophaeus GBSC56 promote growth and stimulate induced systemic resistance in tomato against Meloidogyne incognita. Int. J. Mol. Sci.22:5049. doi: 10.3390/ijms22095049
8
BakkerP. A. H. M.DoornbosR. F.ZamioudisC.BerendsenR. L.PieterseC. M. J. (2013). Induced systemic resistance and the rhizosphere microbiome. Plant Pathol. J.29, 136–143. doi: 10.5423/PPJ.SI.07.2012.0111
9
BakkerP. A. H. M.PieterseC. M. J.de JongeR.BerendsenR. L. (2018). The soil-borne legacy. Cell172, 1178–1180. doi: 10.1016/j.cell.2018.02.024
10
BanerjeeS.WalderF.BuchiL.MeyerM.HeldA. Y.GattingerA.et al. (2019). Agricultural intensification reduces microbial network complexity and the abundance of keystone taxa in roots. ISME J.13, 1722–1736. doi: 10.1038/s41396-019-0383-2
11
BartoE. K.RilligM. C. (2010). Does herbivory really suppress mycorrhiza? A meta-analysis. J. Ecol.98, 745–753. doi: 10.1111/j.1365-2745.2010.01658.x
12
BazinJ.MariappanK.JiangY.BleinT.VoelzR.CrespiM.et al. (2020). Role of MPK4 in pathogen-associated molecular pattern-triggered alternative splicing in Arabidopsis. PLoS Pathog.16:e1008401. doi: 10.1371/journal.ppat.1008401
13
BentE. (2006). “Induced systemic resistance mediated by plant growth-promoting rhizobacteria (PGPR) and fungi (PGPF)” in Multigenic and induced systemic resistance in plants. eds. TuzunS.BentE. (New York: Springer, Science), 225–259.
14
BergG. (2009). Plant–microbe interactions promoting plant growth and health: perspectives for controlled use of microorganisms in agriculture. Appl. Microbiol. Biotechnol.84, 11–18. doi: 10.1007/s00253-009-2092-7
15
BigeardJ.ColcombetJ.HirtH. (2015). Signaling mechanisms in pattern-triggered immunity (PTI). Mol. Plant8, 521–539. doi: 10.1016/j.molp.2014.12.022
16
BigirimanaJ.De MeyerG.PoppeJ.EladY.HofteM. (1997). Induction of systemic resistance on bean (Phaseolus vulgaris) by Trichoderma harzianum. Meded. Fac. Landbouwwet. Toegep. Biol. Wet. Univ. Gent.62, 1001–1007.
17
BindschedlerL.MinibayevaF.GardnerS. L.GerrishC.DaviesD. R.BolwellG. P. (2001). Early signalling events in the apoplastic oxidative burst in suspension cultured French bean cells involve cAMP and Ca2+. New Phytol.151, 185–194. doi: 10.1046/j.1469-8137.2001.00170.x
18
BloembergG. V.LugtenbergB. J. J. (2001). Molecular basis of plant growth promotion and biocontrol by rhizobacteria. Curr. Opin. Plant Biol.4, 343–350. doi: 10.1016/S1369-5266(00)00183-7
19
BradacovaK.FloreaA.Bar TalA.MinzD.YermiyahuU.ShawahnaR.et al. (2019). Microbial consortia versus single-strain inoculants: an advantage in PGPM-assisted tomato production?Agronomy9:105. doi: 10.3390/agronomy9020105
20
BrandtB.BrodskyD. E.XueS.NegiJ.IbaK.KangasjärviJ.et al. (2012). Reconstitution of abscisic acid activation of SLAC1 anion channel by CPK6 and OST1 kinases and branched ABI1 PP2C phosphatase action. Proc. Natl. Acad. Sci. USA109, 10593–10598. doi: 10.1073/pnas.1116590109
21
CamejoD.Guzman-CedenoA.MorenoA. (2016). Reactive oxygen species, essential molecules, during plant-pathogen interactions. Plant Physiol. Biochem.103, 10–23. doi: 10.1016/j.plaphy.2016.02.035
22
CaoH.BowlingS. A.GordonA. S.DongX. (1994). Characterization of an Arabidopsis mutant that is nonresponsive to inducers of systemic acquired resistance. Plant Cell6, 1583–1592. doi: 10.2307/3869945
23
CaoH.GlazebrookJ.ClarkeJ. D.VolkoS.DongX. N. (1997). The Arabidopsis NPR1 gene that controls systemic acquired resistance encodes a novel protein containing ankyrin repeats. Cell88, 57–63. doi: 10.1016/S0092-8674(00)81858-9
24
CaradoniaF.RongaD.CatellaniM.Giaretta AzevedoC. V.TerrazasR. A.Robertson-AlbertynS.et al. (2019). Nitrogen fertilizers shape the composition and predicted functions of the microbiota of field-grown tomato plants. Phytobiomes J.3, 315–325. doi: 10.1094/PBIOMES-06-19-0028-R
25
CastrilloG.TeixeiraP. J. P. L.ParedesS. H.LawT. F.de LorenzoL.FeltcherM. E.et al. (2017). Root microbiota drive direct integration of phosphate stress and immunity. Nature543, 513–518. doi: 10.1038/nature21417
26
CelliniA.SpinelliF.DonatiI.RyuC. M.KloepperJ. W. (2021). Bacterial volatile compound-based tools for crop management and quality. Trends Plant Sci.26, 968–983. doi: 10.1016/j.tplants.2021.05.006
27
ChakrabortyU.ChakrabortyB.BasnetM. (2006). Plant growth promotion and induction of resistance in Camellia sinensis by Bacillus megaterium. J. Basic Microbiol.46, 186–195. doi: 10.1002/jobm.200510050
28
CharpeA. M. (2019a). “Biotic and abiotic stress management by AM-mediated PGPRs” in Plant growth promoting rhizobacteria for sustainable stress management: Volume 2: Rhizobacteria in biotic stress management. eds. SayyadR.AroraN. K.ReddyM. S. (Singapore: Springer Publcation), 325–343.
29
CharpeA. M. (2019b). “Free-living PGPRs in biotic stress management” in Plant growth promoting rhizobacteria for sustainable stress management: Volume 2: Rhizobacteria in biotic stress management. eds. SayyadR.AroraN. K.ReddyM. S. (Singapore: Springer Publcation), 275–324.
30
ChenZ. X.SilvaH.KlessigD. F. (1993). Active oxygen species in the induction of plant systemic acquired-resistance by salicylic-acid. Science262, 1883–1886. doi: 10.1126/science.8266079
31
Chin-A-WoengT. F. C.BloembergG. V.LugtenbergB. J. J. (2003). Phenazines and their role in biocontrol by Pseudomonas bacteria. New Phytol.157, 503–523. doi: 10.1046/j.1469-8137.2003.00686.x
32
ChinchillaD.ZipfelC.RobatzekS.KemmerlingB.NurnbergerT.JonesJ. D. G.et al. (2007). A flagellin-induced complex of the receptor FLS2 and BAK1 initiates plant defence. Nature448, 497–500. doi: 10.1038/nature05999
33
ChowdappaP.KumarS. P. M.LakshmiM. J. K.UpretiK. (2013). Growth stimulation and induction of systemic resistance in tomato against early and late blight by Bacillus subtilis OTPB1 or Trichoderma harzianum OTPB3. Biol. Control65, 109–117. doi: 10.1016/j.biocontrol.2012.11.009
34
ChowdhuryS. P.UhlJ.GroschR.AlqueresS.PittroffS.DietelK.et al. (2015). Cyclic Lipopeptides of Bacillus amyloliquefaciens subsp plantarum colonizing the lettuce rhizosphere enhance plant defense responses toward the bottom rot pathogen Rhizoctonia solani. Mol. Plant-Microbe Interact.28, 984–995. doi: 10.1094/MPMI-03-15-0066-R
35
ClayN. K.AdiA. M.DenouxC.JanderG.AusubelF. M. (2009). Glucosinolate metabolites required for an Arabidopsis innate immune response. Science323, 95–101. doi: 10.1126/science.1164627
36
CompantS.SamadA.FaistH.SessitschA. (2019). A review on the plant microbiome: ecology, functions, and emerging trends in microbial application. J. Adv. Res.19, 29–37. doi: 10.1016/j.jare.2019.03.004
37
DaroodiZ.TaheriP. S. (2021). Direct antagonistic activity and tomato resistance induction of the endophytic fungus Acrophialophora jodhpurensis against Rhizoctonia solani. Biol. Control160:104696. doi: 10.1016/j.biocontrol.2021.104696
38
DaroodiZ.TaheriP.TarighiS. (2022). Acrophialophora jodhpurensis: an endophytic plant growth promoting fungus with biocontrol effect against Alternaria alternata. Front. Plant Sci.13:984583. doi: 10.3389/fpls.2022.984583
39
DatJ.VandenabeeleS.VranovaE.Van MontaguM.InzeD.Van BreusegemF. (2000). Dual action of the active oxygen species during plant stress responses. Cell. Mol. Life Sci.57, 779–795. doi: 10.1007/s000180050041
40
De MeyerG.AudenaertK.HofteM. (1999). Pseudomonas aeruginosa 7NSK2-induced systemic resistance in tobacco depends on in planta salicylic acid accumulation but is not associated with PR1a expression. Eur. J. Plant Pathol.105, 513–517. doi: 10.1023/A:1008741015912
41
De VleesschauwerD.HoefteP. M. (2006). Redox-active pyocyanin secreted by Pseudomonas aeruginosa 7NSK2 triggers systemic resistance to Magnaporthe grisea but enhances Rhizoctonia solani susceptibility in rice. Mol. Plant-Microbe Interact.19, 1406–1419. doi: 10.1094/MPMI-19-1406
42
DekkersL. C.MuldersC. H. M.PhoelichC. C.Chin-A-WoengT. F. C.WijfjesA. H. M.LugtenbergB. J. J. (2000). The sss colonization gene of the tomato-Fusarium f.sp. radicis-lycopersici biocontrol strain Pseudomonas fluorescens WCS365 can improve root colonization of other wild type Pseudomonas spp. bacteria. Mol. Plant-Microbe Interact.13, 1177–1183. doi: 10.1094/MPMI.2000.13.11.1177
43
Del ValleI.WebsterT. M.ChengH. Y.ThiesJ. E.KesslerA.MillerM. K.et al. (2020). Soil organic matter attenuates the efficacy of flavonoid-based plant-microbe communication. Sci. Adv.6:eaax8254. doi: 10.1126/sciadv.aax8254
44
DeWeertS.VermeirenH.MuldersI. H. M.KuiperI.HendrickxN.BloembergG. V.et al. (2002). Flagella-driven chemotaxis towards exudate components is an important trait for tomato root colonization by Pseudomonas fluorescens. Mol. Plant-Microbe Interact.15, 1173–1180. doi: 10.1094/MPMI.2002.15.11.1173
45
DiazA. S. L.MachedaD.SahaH.PlollU.OrineD.BiereA. (2021). Tackling the context-dependency of microbial-induced resistance. Agronomy11:1293. doi: 10.3390/agronomy11071293
46
DolmetschR. E.LewisR. S.GoodnowC. C.HealyJ. I. (1997). Differential activation of transcription factors induced by Ca2+ response amplitude and duration. Nature386, 855–858. doi: 10.1038/386855a0
47
DoornbosR. F.Van LoonL. C.PeterA. H. M.BakkerA. (2012). Impact of root exudates and plant defense signaling on bacterial communities in the rhizosphere. Rev. Sustain. Dev.32, 227–243. doi: 10.1007/s13593-011-0028-y
48
DuL.AliG. S.SimonsK. A.HouJ.YangT.ReddyA. S. N.et al. (2009). Ca2+/calmodulin regulates salicylic-acid-mediated plant immunity. Nature457, 1154–1158. doi: 10.1038/nature07612
49
DubosC.StrackeR.GrotewoldE.WeisshaarB.MartinC.LepiniecL. (2010). MYB transcription factors in Arabidopsis. Trends Plant Sci.15, 573–581. doi: 10.1016/j.tplants.2010.06.005
50
ElbadryM.TahaR. M.EldougdougK. A.Gamal-EldinH. (2006). Induction of systemic resistance in faba bean (Vicia faba L.) to bean yellow mosaic potyvirus (BYMV) via seed bacterization with plant growth promoting rhizobacteria. J. Plant Dis. Prot.113, 247–251. doi: 10.1007/BF03356189
51
EsmaeelQ.MiottoL.RondeauM.LeclereV.ClementC.JacquardC.et al. (2018). Paraburkholderia phytofirmans PsJN-plants interaction: from perception to the induced mechanisms. Front. Microbiol.9:2093. doi: 10.3389/fmicb.2018.02093
52
FelixG.DuranJ. D.VolkoS.BollerT. (1999). Plants have a sensitive perception system for the most conserved domain of bacterial flagellin. Plant J.18, 265–276. doi: 10.1046/j.1365-313X.1999.00265.x
53
FiererN.JacksonR. B. (2006). The diversity and biogeography of soil bacterial communities. Proc. Natl. Acad. Sci. USA103, 626–631. doi: 10.1073/pnas.0507535103
54
FinneganT.SteenkampP. A.PiaterL. A.DuberyI. A. (2016). The lipopolysaccharide-induced metabolome signature in Arabidopsis thaliana reveals dynamic reprogramming of phytoalexin and phytoanticipin pathways. PLoS One11:e0163572. doi: 10.1371/journal.pone.0163572
55
FrenchE.KaplanI.Iyer-PascuzziA.NakatsuC. H.EndersL. (2021). Emerging strategies for precision microbiome management in diverse agroecosystems. Nat Plants7, 256–267. doi: 10.1038/s41477-020-00830-9
56
FujitaM.FujitaY.NoutoshiY.TakahashiF.NarusakaY.Yamaguchi-ShinozakiK.et al. (2006). Crosstalk between abiotic and biotic stress responses: a current view from the points of convergence in the stress signaling networks. Curr. Opin. Plant Biol.9, 436–442. doi: 10.1016/j.pbi.2006.05.014
57
GaffneyT.FriedrichL.VernooijB.NegrottoD.NyeG.UknesS.et al. (1993). Requirement of salicylic-acid for the induction of systemic acquired-resistance. Science261, 754–756. doi: 10.1126/science.261.5122.754
58
GangeA. C.BowerE.BrownV. K. (1999). Positive effects of an arbuscular mycorrhizal fungus on aphid life history traits. Oecologia120, 123–131. doi: 10.1007/s004420050840
59
GangeA. C.NiceH. E. (1997). Performance of the thistle gall fly, Urophora cardui, in relation to host plant nitrogen and mycorrhizal colonization. New Phytol.137, 335–343. doi: 10.1046/j.1469-8137.1997.00813.x
60
GarbevaP.WeisskopfL. (2020). Airborne medicine: bacterial volatiles and their influence on plant health. New Phytol.226, 32–43. doi: 10.1111/nph.16282
61
Garcia-GutierrezL.ZeriouhH.RomeroD.CuberoJ.de VicenteA.Perez-GarciaA. (2013). The antagonistic strain Bacillus subtilis UMAF6639 also confers protection to melon plants against cucurbit powdery mildew by activation of jasmonate-and salicylic acid-dependent defence responses. Microb. Biotechnol.6, 264–274. doi: 10.1111/1751-7915.12028
62
GehringC.BennettA. (2009). Mycorrhizal fungal-plant-insect interactions: the importance of a community approach. Environ. Entomol.38, 93–102. doi: 10.1603/022.038.0111
63
GehringC. A.WhithamT. G. (2003). “Mycorrhizae-herbivore interactions: population and community consequences” in Mycorrhizal ecology. eds. van der HeijdenM. G. A.SandersI. R., vol. 157 (Berlin/Heidelberg, Germany: Springer), 295–320.
64
GeigerD.ScherzerS.MummP.StangeA.MartenI.BauerH.et al. (2009). Activity of guard cell anion channel SLAC1 is controlled by drought-stress signaling kinase-phosphatase pair. Proc. Natl. Acad. Sci. USA106, 21425–21430. doi: 10.1073/pnas.0912021106
65
GershenzonJ. (1994). Metabolic costs of terpenoid accumulation in higher plants. J. Chem. Ecol.20, 1281–1328. doi: 10.1007/BF02059810
66
GilbertG. S.HandelsmanJ.ParkeJ. L. (1994). Root camouflage by disease control. Phytopathology84, 222–225.
67
GlickB. R.ChengZ.CzarnyJ.DuanJ. (2007). Promotion of plant growth by ACC deaminase-producing soil bacteria. Eur. J. Plant Pathol.119, 329–339. doi: 10.1007/s10658-007-9162-4
68
Gonzalez-LopezM. D. C.Jijon-MorenoS.Dautt-CastroM.Ovando-VazquezC.ZivT.HorwitzB. A.et al. (2021). Secretome analysis of Arabidopsis-Trichoderma atroviride interaction unveils new roles for the plant glutamate glyoxylate aminotransferase GGAT1 in plant growth induced by the fungus and resistance against Botrytis cinerea. Int. J. Mol. Sci.22:6804. doi: 10.3390/ijms22136804
69
GoughC.CullimoreJ. (2011). Lipo-chitooligosaccharide signaling in endosymbiotic plant-microbe interactions. Mol. Plant-Microbe Interact.24, 867–878. doi: 10.1094/MPMI-01-11-0019
70
GuY.WeiZ.WangX.FrimanV. P.HuangJ.WangX.et al. (2016). Pathogen invasion indirectly changes the composition of soil microbiome via shifts in root exudation profile. Biol. Fertil. Soils52, 997–1005. doi: 10.1007/s00374-016-1136-2
71
GuoQ.LiY.LouY.ShiM.JiangY.ZhouJ.et al. (2019). Bacillus amyloliquefaciens Ba13 induces plant systemic resistance and improves rhizosphere microecology against tomato yellow leaf curl virus disease. Appl. Soil Ecol.137, 154–166. doi: 10.1016/j.apsoil.2019.01.015
72
GuoM.TianF.WamboldtY.AlfanoJ. R. (2009). The majority of the type III effector inventory of Pseudomonas syringae pv. tomato DC3000 can suppress plant immunity. Mol. Plant-Microbe Interact.22, 1069–1080. doi: 10.1094/MPMI-22-9-1069
73
HarmanG. E.HowelC. H.ViterboA.ChetI.LoritoM. (2004). Trichoderma species–opportunistic, avirulent plant symbionts. Nat. Rev. Microbiol.2, 43–56. doi: 10.1038/nrmicro797
74
HartleyS. E.GangeA. C. (2009). Impacts of plant symbiotic fungi on insect herbivores: mutualism in a multitrophic context. Annu. Rev. Entomol.54, 323–342. doi: 10.1146/annurev.ento.54.110807.090614
75
HirumaK. (2019). Roles of plant-derived secondary metabolites during interactions with pathogenic and beneficial microbes under conditions of environmental stress. Microorganisms7:362. doi: 10.3390/microorganisms7090362
76
HirumaK.GerlachN.SacristanS.NakanoR. T.HacquardS.KracherB.et al. (2016). Root endophyte Colletotrichum tofieldiae confers plant fitness benefits that are phosphate status dependent. Cell165, 464–474. doi: 10.1016/j.cell.2016.02.028
77
HohmannP.SchlaeppiK.SessitschA. (2020). mi CROPe 2019- emerging research priorities towards microbe-assisted crop production. FEMS Microbiol. Ecol.96:177. doi: 10.1093/femsec/fiaa177
78
HuangC. J.TsayJ. F.ChangS. Y.YangH. P.WuW. S.ChenC. Y. (2012). Dimethyl disulfide is an induced systemic resistance elicitor produced by Bacillus cereus C1L. Pest Manag. Sci.68, 1306–1310. doi: 10.1002/ps.3301
79
IavicoliA.BoutetE.BuchalaA.MetrauxJ. P. (2003). Induced systemic resistance in Arabidopsis thaliana in response to root inoculation with Pseudomonas fluorescens CHA0. Mol. Plant-Microbe Interact.16, 851–858. doi: 10.1094/MPMI.2003.16.10.851
80
IqbalZ.Shariq IqbalM.SinghS. P.BuaboochaT. (2020). Ca2+/calmodulin complex triggers CAMTA transcriptional machinery under stress in plants: Signaling cascade and molecular regulation. Front. Plant Sci.11:598327. doi: 10.3389/fpls.2020.598327
81
JiangC. H.FanZ. H.XieP.GuoJ. H. (2016a). Bacillus cereus AR156 extracellular polysaccharides served as a novel micro-associated molecular pattern to induced systemic immunity to Pst DC3000 in Arabidopsis. Front. Microbiol.7:664. doi: 10.3389/fmicb.2016.00664
82
JiangC. H.HuangZ. Y.XieP.GuC.LiK.WangD. C.et al. (2016b). Transcription factors WRKY70 and WRKY11 served as regulators in rhizobacterium Bacillus cereus AR156-induced systemic resistance to Pseudomonas syringae pv. Tomato DC3000 in Arabidopsis. J. Exp. Bot.67, 157–174. doi: 10.1093/jxb/erv445
83
JogawatA.MeenaM. K.KunduA.VarmaM.VadasseryJ. (2020). Calcium channel CNGC19 mediates basal defense signaling to regulate colonization by Piriformospora indica in Arabidopsis roots. J. Exp. Bot.71, 2752–2768. doi: 10.1093/jxb/eraa028
84
JohnsonJ. M.LudwigA.FurchA. C. U.MithoferA.ScholzS.ReicheltM.et al. (2019). The beneficial root-colonizing fungus Mortierella hyalina promotes the aerial growth of Arabidopsis and activates calcium-dependent responses that restrict Alternaria brassicae induced disease development in roots. Mol. Plant-Microbe Interact.32, 351–363. doi: 10.1094/MPMI-05-18-0115-R
85
JonesJ. D. G.DanglJ. L. (2006). The plant immune system. Nature444, 323–329. doi: 10.1038/nature05286
86
JuniperS.AbbottL. K. (2006). Soil salinity delays germination and limits growth of hyphae from propagules of arbuscular mycorrhizal fungi. Mycorrhiza16, 371–379. doi: 10.1007/s00572-006-0046-9
87
KamilovaF.LamersG.LugtenbergB. (2008). Biocontrol strain Pseudomonas fluorescens WCS365 inhibits germination of Fusarium oxysporum spores in tomato root exudate as well as subsequent formation of new spores. Environ. Microbiol.10, 2455–2461. doi: 10.1111/j.1462-2920.2008.01638.x
88
KamilovaF.ValidovS.AzarovaT.MuldersI.LugtenbergB. (2005). Enrichment for enhanced competitive plant root tip colonizers selects for a new class of biocontrol bacteria. Environ. Microbiol.7, 1809–1817. doi: 10.1111/j.1462-2920.2005.00889.x
89
KazanK.MannersJ. M. (2013). MYC2: the master in action. Mol. Plant6, 686–703. doi: 10.1093/mp/sss128
90
KhanM.ImranQ. M.ShahidM.MunB. G.LeeS. U.KhanM. A.et al. (2019). Nitric oxide-induced AtAO3 differentially regulates plant defense and drought tolerance in Arabidopsis thaliana. BMC Plant Biol.19:602. doi: 10.1186/s12870-019-2210-3
91
KhanG. A.VogiatzakiE.GlauserG.PoirierY. (2016). Phosphate deficiency induces the jasmonate pathway and enhances resistance to insect herbivory. Plant Physiol.171, 632–644. doi: 10.1104/pp.16.00278
92
KloepperJ. W.RyuC. M.ZhangS. (2004). Induced systemic resistance and promotion of plant growth by Bacillus spp. Phytopathology94, 1259–1266. doi: 10.1094/PHYTO.2004.94.11.1259
93
KnoesterM.PieterseC. M.BolJ. F.Van LoonL. C. (1999). Systemic resistance in Arabidopsis induced by rhizobacteria requires ethylene-dependent signaling at the site of application. Mol. Plant-Microbe Interact.12, 720–727. doi: 10.1094/MPMI.1999.12.8.720
94
KongH. G.ShinT. S.KimT. H.RyuC. M. (2018). Stereoisomers of the bacterial volatile compound 2,3-butanediol differently elicit systemic defense responses of pepper against multiple viruses in the field. Front. Plant Sci.9:90. doi: 10.3389/fpls.2018.00090
95
KonvalinkovaT.JansaJ. (2016). Lights off for arbuscular mycorrhiza: on its symbiotic functioning under light deprivation. Front. Plant Sci.7:782. doi: 10.3389/fpls.2016.00782
96
KorichevaJ.GangeA. C.JonesT. (2009). Effects of mycorrhizal fungi on insect herbivores: a meta-analysis. Ecology90, 2088–2097. doi: 10.1890/08-1555.1
97
LakkisS.Trotel-AzizP.RabenoelinaF.SchwarzenbergA.Nguema-OnaE.ClementC.et al. (2019). Strengthening grapevine resistance by Pseudomonas fluorescens PTA-CT2 relies on distinct defense pathways in susceptible and partially resistant genotypes to downy mildew and gray mold diseases. Front. Plant Sci.10:1112. doi: 10.3389/fpls.2019.01112
98
LakshmananV.CastanedaR.RudrappaT.BaisH. P. (2013). Root transcriptome analysis of Arabidopsis thaliana exposed to beneficial Bacillus subtilis FB17 rhizobacteria revealed genes for bacterial recruitment and plant defense independent of malate efflux. Planta238, 657–668. doi: 10.1007/s00425-013-1920-2
99
LatzE.EisenhauerN.RallB. C.ScheuS.JoussetA. (2016). Unravelling linkages between plant community composition and the pathogen-suppressive potential of soils. Sci. Rep.6:23584. doi: 10.1038/srep23584
100
LecourieuxD.MazarsC.PaulyN.RanjevaR.PuginA. (2002). Analysis and effects of cytosolic free calcium increases in response to elicitors in Nicotiana plumbaginifolia cells. Plant Cell14, 2627–2641. doi: 10.1105/tpc.005579
101
LeeS. C.LanW.BuchananB. B.LuanS. (2009). A protein kinase-phosphatase pair interacts with an ion channel to regulate ABA signaling in plant guard cells. Proc. Natl. Acad. Sci. USA106, 21419–21424. doi: 10.1073/pnas.0910601106
102
LeemanM.van PeltJ. A.den OudenF. M.HeinsbroekM.BakkerP. A. H. M.SchippersB. (1995). Induction of systemic resistance by Pseudomonas fluorescens in radish cultivars differing in susceptibility to fusarium wilt, using a novel bioassay. Eur. J. Plant Pathol.101, 655–664. doi: 10.1007/BF01874869
103
LiY.GuoQ.LiY.SunY.XueQ.LaiH. (2019). Streptomyces pactum Act12 controls tomato yellow leaf curl virus disease and alters rhizosphere microbial communities. Biol. Fertil. Soils55, 149–169. doi: 10.1007/s00374-019-01339-w
104
Lopez-RaezJ. A.CharnikhovaT.Gomez-RoldanV.MatusovaR.KohlenW.De VosR.et al. (2008). Tomato strigolactones are derived from carotenoids and their biosynthesis is promoted by phosphate starvation. New Phytol.178, 863–874. doi: 10.1111/j.1469-8137.2008.02406.x
105
LorenzoO.PiquerasR.Sanchez-SerranoJ. J.SolanoR. (2003). ETHYLENE RESPONSE FACTOR1 integrates signals from ethylene and jasmonate pathways in plant defense. Plant Cell15, 165–178. doi: 10.1105/tpc.007468
106
LuD.WuS.GaoX.ZhangY.ShanL.HeP. (2010). A receptor-like cytoplasmic kinase, BIK1, associates with a flagellin receptor complex to initiate plant innate immunity. Proc. Natl. Acad. Sci. USA107, 496–501. doi: 10.1073/pnas.0909705107
107
LugtenbergB.KamilovaF. (2009). Plant-growth-promoting rhizobacteria. Ann. Rev. Microbiol.63, 541–556. doi: 10.1146/annurev.micro.62.081307.162918
108
MaY.SzostkiewiczI.KorteA.MoesD.YangY.ChristmannA.et al. (2009). Regulators of PP2C phosphatase activity function as abscisic acid sensors. Science324, 1064–1068. doi: 10.1126/science.1172408
109
MadsenE. B.MadsenL. H.RadutoiuS.OlbrytM.RakwalskaM.SzczyglowskiK.et al. (2003). A receptor kinase gene of the LysM type is involved in legume perception of rhizobial signals. Nature425, 637–640. doi: 10.1038/nature02045
110
MahdiL. K.MiyauchiS.UhlmannC.Garrido-OterR.LangenG.WawraS.et al. (2022). The fungal root endophyte Serendipita vermifera displays inter-kingdom synergistic beneficial effects with the microbiota in Arabidopsis thaliana and barley. ISME J.16, 876–889. doi: 10.1038/s41396-021-01138-y
111
MaksimovI. V.AbizgildinaR. R.PusenkovaL. I. (2011). Plant growth promoting rhizobacteria as alternative to chemical crop protectors from pathogens (review). Appl. Biochem. Microbiol.47, 333–345. doi: 10.1134/S0003683811040090
112
MalacrinoA.KarleyA.SchenaL.BennettA. (2021). Soil microbial diversity impacts plant microbiota more than herbivory. Phytobiomes J.5, 408–417. doi: 10.1094/PBIOMES-02-21-0011-R
113
ManganielloG.SaccoA.ErcolanoM. R.VinaleF.LanzuiseS.PascaleA.et al. (2018). Modulation of tomato response to Rhizoctonia solani by Trichoderma harzianum and its secondary metabolite harzianic acid. Front. Microbiol.9:1966. doi: 10.3389/fmicb.2018.01966
114
MbengueM. D.HerveC.DebelleF. (2020). “Nod factor signaling in symbiotic nodulation” in Advances in botanical research, vol. 94 (Amsterdam, The Netherlands: Elsevier), 1–39.
115
MehnazS. (2013). “Secondary metabolites of Pseudomonas aurantiaca and their role in plant growth promotion” in Plant microbe symbiosis: fundamentals and advances. ed. AroraN. K. (India: Springer), 373–394.
116
MelottoM.UnderwoodW.KoczanJ.NomuraK.HeS. Y. (2006). Plant stomata function in innate immunity against bacterial invasion. Cell126, 969–980. doi: 10.1016/j.cell.2006.06.054
117
MilletY. A.DannaC. H.ClayN. K.SongnuanW.SimonM. D.Werck-ReichhartD.et al. (2010). Innate immune responses activated in Arabidopsis roots by microbe-associated molecular patterns. Plant Cell22, 973–990. doi: 10.1105/tpc.109.069658
118
MiransariM. (2013). Soil microbes and the availability of soil nutrients. Acta Physiol. Plant.35, 3075–3084. doi: 10.1007/s11738-013-1338-2
119
MishinaT. E.ZeierJ. (2007). Pathogen-associated molecular pattern recognition rather than development of tissue necrosis contributes to bacterial induction of systemic acquired resistance in Arabidopsis. Plant J.50, 500–513. doi: 10.1111/j.1365-313X.2007.03067.x
120
MitterB.BraderG.PfaffenbichlerN.SessitschA. (2019). Next generation microbiome applications for crop production - limitations and the need of knowledge-based solutions. Curr. Opin. Microbiol.49, 59–65. doi: 10.1016/j.mib.2019.10.006
121
MontilletJ. L.LeonhardtN.MondyS.TranchimandS.RumeauD.BoudsocqM.et al. (2013). An abscisic acid-independent oxylipin pathway controls stomatal closure and immune defense in Arabidopsis. PLoS Biol.11:e1001513. doi: 10.1371/journal.pbio.1001513
122
MorcilloR. J.SinghS. K.HeD.AnG. I.VílchezJ.TangK.et al. (2020). Rhizobacterium-derived diacetyl modulates plant immunity in a phosphate-dependent manner. EMBO J.39:e102602. doi: 10.15252/embj.2019102602
123
NagataM.YamamotoN.ShigeyamaT.TerasawaY.AnaiT.SakaiT.et al. (2015). Red/far red light controls arbuscular mycorrhizal colonization via jasmonic acid and strigolactone signaling. Plant Cell Physiol.56, 2100–2109. doi: 10.1093/pcp/pcv135
124
NazninH. A.KimuraM.MiyazawaM.HyakumachiM. (2012). Analysis of volatile organic compounds emitted by plant growth promoting fungus Phoma sp. GS8-3 for growth promotion effects on tobacco. Microbe Environ.28, 42–49. doi: 10.1264/jsme2.ME12085
125
NeerajaC.AnilK.PurushothamP.SumaK.SarmaP.MoerschbacherB. M.et al. (2010). Biotechnological approaches to develop bacterial chitinases as a bioshield against fungal diseases of plants. Crit. Rev. Biotechnol.30, 231–241. doi: 10.3109/07388551.2010.487258
126
NeilsonE. H.GoodgerJ. Q. D.WoodrowI. E.MøllerB. L. (2013). Plant chemical defense: at what cost?Trends Plant Sci.18, 250–258. doi: 10.1016/j.tplants.2013.01.001
127
NieP.ChenC.YinQ.JiangC.GuoJ.ZhaoH.et al. (2019). Function of miR825 and miR825* as negative regulators in Bacillus cereus AR156-elicited systemic resistance to Botrytis cinerea in Arabidopsis thaliana. Int. J. Mol. Sci.20:5032. doi: 10.3390/ijms20205032
128
NieP.LiX.WangS.GuoJ.ZhaoH.NiuD. (2017). Induced systemic resistance against Botrytis cinerea by Bacillus cereus AR156 through a JA/ET-and NPR1-dependent signaling pathway and activates PAMP-triggered immunity in Arabidopsis. Front. Plant Sci.8:238. doi: 10.3389/fpls.2017.00238
129
NiuD. D.LiuH. X.JiangC. H.WangY. P.WangQ. Y.JinH. L.et al. (2011). The plant growth-promoting rhizobacterium Bacillus cereus AR156 induces systemic resistance in Arabidopsis thaliana by simultaneously activating salicylate-and jasmonate/ethylee-dependent signaling pathways. Mol. Plant-Microbe Interact.24, 533–542. doi: 10.1094/MPMI-09-10-0213
130
NiuD.WangX.WangY.SongX.WangJ.GuoJ.et al. (2016a). Bacillus cereus AR156 activates PAMP-triggered immunity and induces a systemic acquired resistance through a NPR1-and SA-dependent signaling pathway. Biochem. Biophys. Res. Commun.469, 120–125. doi: 10.1016/j.bbrc.2015.11.081
131
NiuD.XiaJ.JiangC.QiB.LingX.LinS.et al. (2016b). Bacillus cereus AR156 primes induced systemic resistance by suppressing miR825/825* and activating defense-related genes in Arabidopsis. J. Integr. Plant Biol.58, 426–439. doi: 10.1111/jipb.12446
132
OldroydG. E. D.LeyserO. A. (2020). Plant’s diet, surviving in a variable nutrient environment. Science368:eaba0196. doi: 10.1126/science.aba0196
133
OngenaM.JourdanE.AdamA.PaquotM.BransA.JorisB.et al. (2007). Surfactin and fengycin lipopeptides of Bacillus subtilis as elicitors of induced systemic resistance in plants. Environ. Microbiol.9, 1084–1090. doi: 10.1111/j.1462-2920.2006.01202.x
134
ParkS. Y.FungP.NishimuraN.JensenD. R.FujiiH.ZhaoY.et al. (2009). Abscisic acid inhibits type 2C protein phosphatases via the PYR/PYL family of START proteins. Science324, 1068–1071. doi: 10.1126/science.1173041
135
PeiZ. M.MurataY.BenningG.ThomineS.KlusenerB.AllenG. J.et al. (2000). Calcium channels activated by hydrogen peroxide mediate abscisic acid signalling in guard cells. Nature406, 731–734. doi: 10.1038/35021067
136
Perez-MontanoF.Alias-VillegasC.BelloginR. A.del CerroP.EspunyM. R.Jimenez-GuerreroI.et al. (2014). Plant growth promotion in cereal and leguminous agricultural important plants: from microorganism capacities to crop production. Microbiol. Res.169, 325–336. doi: 10.1016/j.micres.2013.09.011
137
Perez-MontanoF.Jimenez-GuerreroI.ContrerasS. M. R.Lopez-BaenaF. J.OlleroF. J.Rodriguez-CarvajalM. A.et al. (2013). Rice and bean AHL-mimicquorum-sensing signals specifically interfere with the capacity to form biofilms by plant-associated bacteria. Res. Microbiol.164, 749–760.
138
PetersR. D.SturzA. V.CarterM. R.SandersonJ. B. (2003). Developing disease-suppressive soils through crop rotation and tillage management practices. Soil Tillage Res.72, 181–192. doi: 10.1016/S0167-1987(03)00087-4
139
PieterseC. M. J.TonJ.Van LoonL. C. (2001). Cross-talk between plant defence signalling pathways: boost or burden?AgBiotech.Net3:ABN068.
140
PieterseC. M. J.Van PeltJ. A.TonJ.ParchmannS.MuellerM. J.BuchalaA. J.et al. (2000). Rhizobacteria-mediated induced systemic resistance (ISR) in Arabidopsis requires sensitivity to jasmonate and ethylene but is not accompanied by an increase in their production. Physiol. Mol. Plant Pathol.57, 123–134. doi: 10.1006/pmpp.2000.0291
141
PieterseC. M.Van WeesS. C.HofflandE.Van PeltJ. A.Van LoonL. C. (1996). Systemic resistance in Arabidopsis induced by biocontrol bacteria is independent of salicylic acid accumulation and pathogenesis-related gene expression. Plant Cell8, 1225–1237. doi: 10.1105/tpc.8.8.1225
142
PieterseC. M.Van WeesS. C.PeltJ. A.KnoesterM.LaanR.GerritsH.et al. (1998). A novel signaling pathway controlling induced systemic resistance in Arabidopsis. Plant Cell10, 1571–1580. doi: 10.1105/tpc.10.9.1571
143
PieterseC. M. J.ZamioudisC.BerendsenR. L.WellerD. M.Van WeesS. C. M.BakkerP. A. H. M. (2014). Induced systemic resistance by beneficial microbes. Annu. Rev. Phytopathol.52, 347–375. doi: 10.1146/annurev-phyto-082712-102340
144
PinedaA.KaplanI.BezemerT. M. (2017). Steering soil microbiomes to suppress aboveground insect pests. Trends Plant Sci.22, 770–778. doi: 10.1016/j.tplants.2017.07.002
145
PinedaA.KaplanI.HannulaS. E.GhanemW.BezemerT. M. (2020). Conditioning the soil microbiome through plant-soil feedbacks suppresses an aboveground insect pest. New Phytol.226, 595–608. doi: 10.1111/nph.16385
146
PoelmanE. H.ZhengS. J.ZhangZ.HeemskerkN. M.CorteseroA. M.DickeM. (2011). Parasitoid-specific induction of plant responses to parasitized herbivores affects colonization by subsequent herbivores. Proc. Natl. Acad. Sci. USA108, 19647–19652. doi: 10.1073/pnas.1110748108
147
PozoM. J.Azcon-AguilarC. (2007). Unravelling mycorrhiza-induced resistance. Curr. Opin. Plant Biol.10, 393–398. doi: 10.1016/j.pbi.2007.05.004
148
PozoM. J.Lopez-RaezJ. A.Azcon-AguilarC.García-GarridoJ. M. (2015). Phytohormones as integrators of environmental signals in the regulation of mycorrhizal symbioses. New Phytol.205, 1431–1436. doi: 10.1111/nph.13252
149
PriceA. H.TaylorA.RipleyS. J.GriffithsA.TrewavasA. J.KnightM. R. (1994). Oxidative signals in tobacco increase cytosolic calcium. Plant Cell6, 1301–1310. doi: 10.2307/3869827
150
PrsicJ.OngenaM. (2020). Elicitors of plant immunity triggered by beneficial bacteria. Front. Plant Sci.11:594530. doi: 10.3389/fpls.2020.594530
151
RaghavendraA. S.GonuguntaV. K.ChristmannA.GrillE. (2010). ABA perception and signalling. Trends Plant Sci.15, 395–401. doi: 10.1016/j.tplants.2010.04.006
152
RamosS. B.BarriusoM. J.Pereyra de laI. M. T.DomenechJ.GutierrezM. F. J. (2008). Systemic disease protection elicited by plant growth promoting rhizobacteria strains: relationship between metabolic responses, systemic disease protection, and biotic elicitors. Phytopathology98, 451–457. doi: 10.1094/PHYTO-98-4-0451
153
RejebI. B.PastorV.Mauch-ManiB. (2014). Plant responses to simultaneous biotic and abiotic stress: molecular mechanisms. Plants3, 458–475. doi: 10.3390/plants3040458
154
RileyM. A.WertzJ. E. (2002). Bacteriocins: evolution, ecology, and application. Ann. Rev. Microbiol.56, 117–137. doi: 10.1146/annurev.micro.56.012302.161024
155
Robert-SeilaniantzA.GrantM.JonesJ. D. G. (2011). Hormone crosstalk in plant disease and defense: more than just jasmonate-salicylate antagonism. Annu. Rev. Phytopathol.49, 317–343. doi: 10.1146/annurev-phyto-073009-114447
156
RudrappaT.BiedrzyckiM. L.BaisH. P. (2008a). Causes and consequences of plant-associated biofilms. FEMS Microbiol. Ecol.64, 153–166. doi: 10.1111/j.1574-6941.2008.00465.x
157
RudrappaT.CzymmekK. J.PareP. W.BaisH. P. (2008b). Root-secreted malic acid recruits beneficial soil bacteria. Plant Physiol.148, 1547–1556. doi: 10.1104/pp.108.127613
158
RuoccoM.LanzuiseS.LombardiN.WooS. L.VinaleF.MarraR.et al. (2015). Multiple roles and effects of a novel Trichoderma hydrophobin. Mol. Plant-Microbe Interact.28, 167–179. doi: 10.1094/MPMI-07-14-0194-R
159
RyalsJ. A.NeuenschwanderU. H.WillitsM. G.MolinaA.SteinerH. Y.HuntM. D. (1996). Systemic acquired resistance. Plant Cell8, 1808–1819.
160
RyuC. M.FaragM. A.HuC. H.ReddyM. S.KloepperJ. W.PareP. W. (2004). Bacterial volatiles induce systemic resistance in Arabidopsis. Plant Physiol.134, 1017–1026. doi: 10.1104/pp.103.026583
161
RyuC. M.FaragM. A.HuC. H.ReddyM. S.WieH. X.ParéP. W.et al. (2003). Bacterial volatiles promote growth of Arabidopsis. Proc. Natl. Acad. Sci. USA100, 4927–4932. doi: 10.1073/pnas.0730845100
162
Saenz-MataJ.Salazar-BadilloB.Jimenez-BremontF.FranciscoJ. (2014). Transcriptional regulation of Arabidopsis thaliana WRKY genes under interaction with beneficial fungus Trichoderma atroviride. Acta Physiol. Plant.36, 1085–1093. doi: 10.1007/s11738-013-1483-7
163
SaijoY.LooE. P. I.YasudaS. (2018). Pattern recognition receptors and signaling in plant-microbe interactions. Plant J.93, 592–613. doi: 10.1111/tpj.13808
164
SakthivelA.BalachandarD. (2019). “Rhizobacteria-mediated root architectural improvement: a hidden potential for agricultural sustainability” in Plant growth promoting rhizobacteria for agricultural sustainability (Singapore: Springer), 111–128.
165
SarkarD.RovenichH.JeenaG.NizamS.TissierA.BalckeG. U.et al. (2019). The inconspicuous gatekeeper: endophytic Serendipita vermifera acts as extended plant protection barrier in the rhizosphere. New Phytol.224, 886–901. doi: 10.1111/nph.15904
166
SchneckerJ.WildB.HofhanslF.Eloy AlvesR. J.BartaJ.CapekP.et al. (2014). Effects of soil organic matter properties and microbial community composition on enzyme activities in cryoturbated arctic soils. PLoS One9:e94076. doi: 10.1371/journal.pone.0094076
167
SegonzacC.ZipfelC. (2011). Activation of plant pattern-recognition receptors by bacteria. Curr. Opin. Microbiol.14, 54–61. doi: 10.1016/j.mib.2010.12.005
168
ShenZ.WangB.ZhuJ.HuH.TaoC.OuY.et al. (2019). Lime and ammonium carbonate fumigation coupled with bio-organic fertilizer application steered banana rhizosphere to assemble a unique microbiome against Panama disease. Microb. Biotechnol.12, 515–527. doi: 10.1111/1751-7915.13391
169
ShuheggeR.IhringA.GantnerS.BahnwegG.KnappeC.VoggG.et al. (2006). Induction of systemic resistance in tomato by N-acyl-homoserine lactone-producing rhizosphere bacteria. Plant Cell Environ.29, 909–918. doi: 10.1111/j.1365-3040.2005.01471.x
170
SinghU. B.MalviyaD.SinghS.KumarM.SahuP. K.SinghH. V.et al. (2019). Trichoderma harzianum and methyl jasmonate-induced resistance to Bipolaris sorokiniana through enhanced phenylpropanoid activities in bread wheat (Triticum aestivum L.). Front. Microbiol.10:1697. doi: 10.3389/fmicb.2019.01697
171
SirichandraC.GuD.HuH. C.DavantureM.LeeS.DjaouiM.et al. (2009). Phosphorylation of the Arabidopsis AtrbohF NADPH oxidase by OST1 protein kinase. FEBS Lett.583, 2982–2986. doi: 10.1016/j.febslet.2009.08.033
172
SomersE.VanderleydenJ.SrinivasanM. (2004). Rhizosphere bacterial signalling, a love parade beneath our feet. Crit. Rev. Microbiol.30, 205–240. doi: 10.1080/10408410490468786
173
SpagnolettiF. N.LeivaM.ChiocchioV.LavadoR. S. (2018). Phosphorus fertilization reduces the severity of charcoal rot (Macrophomina phaseolina) and the arbuscular mycorrhizal protection in soybean. J. Plant Nutr. Soil Sci.181, 855–860. doi: 10.1002/jpln.201700569
174
SpoelS.KoornneefA.ClaessensS. M. C.KorzeliusJ. P.Van PeltJ. A.MuellerM. J.et al. (2003). NPR1 modulates cross-talk between salicylate-and jasmonate-dependent defense pathways through a novel function in the cytosol. Plant Cell15, 760–770. doi: 10.1105/tpc.009159
175
StringlisI. A.YuK.FeussnerK.de JongeR.Van BentumS.VerkM. C.et al. (2018). MYB72-dependent coumarin exudation shapes root microbiome assembly to promote plant health. Proc. Natl. Acad. Sci. USA115, E5213–E5222. doi: 10.1073/pnas.1722335115
176
SuQ.OliverK. M.XieW.WuQ.WangS.ZhangY. (2015). The whitefly-associated facultative symbiont Hamiltonella defensa suppresses induced plant defences in tomato. Funct. Ecol.29, 1007–1018. doi: 10.1111/1365-2435.12405
177
SzoboszlayM.White-MonsantA.MoeL. A. (2016). The effect of root exudate 7,4′-dihydroxyflavone and naringenin on soil bacterial community structure. PLoS One11:e0146555. doi: 10.1371/journal.pone.0146555
178
Tetard-JonesC.KerteszM. A.PreziosiR. F. (2012). Identification of plant quantitative trait loci modulating a rhizobacteria-aphid indirect effect. PLoS One7:e41524. doi: 10.1371/journal.pone.0041524
179
TimmermannT.GonzalezB.RuzG. A. (2020). Reconstruction of a gene regulatory network of the induced systemic resistance defense response in Arabidopsis using boolean networks. BMC Bioinformatics21:142. doi: 10.1186/s12859-020-3472-3
180
TjamosS. E.FlemetakisE.PaplomatasE. J.KatinakisP. (2005). Induction of resistance to Verticillium dahliae in Arabidopsis thaliana by the biocontrol agent K-165 and pathogenesis-related proteins gene expression. Mol. Plant-Microbe Interact.18, 555–561. doi: 10.1094/MPMI-18-0555
181
TojuH.PeayK. G.YamamichiM.NarisawaK.HirumaK.NaitoK.et al. (2018). Core microbiomes for sustainable agroecosystems. Nat Plants4, 247–257. doi: 10.1038/s41477-018-0139-4
182
TrdaL.FernandezO.BoutrotF.HeloirM. C.KelloniemiJ.DaireX.et al. (2014). The grapevine flagellin receptor VvFLS2 differentially recognizes flagellin-derived epitopes from the endophytic growth-promoting bacterium Burkholderia phytofirmans and plant pathogenic bacteria. New Phytol.201, 1371–1384. doi: 10.1111/nph.12592
183
TrewavasA. J.MalhoR. (1998). Ca2+ signalling in plant cells: the big network!Curr. Opin. Plant Biol.1, 428–433. doi: 10.1016/S1369-5266(98)80268-9
184
TyagiS.MullaS. I.LeeK. J.ChaeJ. C.ShuklaP. (2018). VOCs-mediated hormonal signaling and crosstalk with plant growth promoting microbes. Crit. Rev. Biotechnol.38, 1277–1296. doi: 10.1080/07388551.2018.1472551
185
UlrichD. E. M.SevantoS.RyanM.AlbrightM. B. N.JohansenR. B.DunbarJ. M. (2019). Plant-microbe interactions before drought influence plant physiological responses to subsequent severe drought. Sci. Rep.9:249. doi: 10.1038/s41598-018-36971-3
186
UmezawaT.SugiyamaN.MizoguchiM.HayashiS.MyougaF.Yamaguchi-ShinozakiK.et al. (2009). Type 2C protein phosphatases directly regulate abscisic acid-activated protein kinases in Arabidopsis. Proc. Natl. Acad. Sci. USA106, 17588–17593. doi: 10.1073/pnas.0907095106
187
VadasseryJ.RanfS.DrzewieckiC.MithöferA.MazarsC.ScheelD.et al. (2009). A cell wall extract from the endophytic fungus Piriformospora indica promotes growth of Arabidopsis seedlings and induces intracellular calcium elevation in roots. Plant J.59, 193–206. doi: 10.1111/j.1365-313X.2009.03867.x
188
ValladG. E.GoodmanR. M. (2004). Systemic acquired resistance and induced systemic resistance in conventional agriculture. Crop Sci.44, 1920–1934. doi: 10.2135/cropsci2004.1920
189
Van de MortelJ. E.de VosR. C.DekkersE.PinedaA.GuillodL.BouwmeesterK.et al. (2012). Metabolic and transcriptomic changes induced in Arabidopsis by the rhizobacterium Pseudomonas fluorescens SS101. Plant Physiol.160, 2173–2188. doi: 10.1104/pp.112.207324
190
Van der EntS.VerhagenB. W.Van DoornR.BakkerD.VerlaanM. G.PelM. J.et al. (2008). MYB72 is required in early signaling steps of rhizobacteria-induced systemic resistance in Arabidopsis. Plant Physiol.146, 1293–1304. doi: 10.1104/pp.107.113829
191
Van loonL. C. (1985). Pathogenesis-related proteins. Plant Mol. Biol.4, 111–116. doi: 10.1007/BF02418757
192
Van LoonL. C. (2000). “Systemic induced resistance” in Mechanisms of resistance to plant diseases. eds. SlusarenkoA. J.FraserR. S. S.Van LoonL. C. (Dordrecht: Kluwer Academic Publishers), 521–574.
193
Van LoonL. C. (2007). Plant responses to plant growth promoting bacteria. Eur. J. Plant Pathol.119, 243–254. doi: 10.1007/s10658-007-9165-1
194
Van LoonL. C.BakkerP. A. H. M.PieterseC. M. J. (1998). Systemic resistance induced by rhizosphere bacteria. Annu. Rev. Phytopathol.36, 453–483.
195
Van WeesS. C. M.De SwartE. A. M.Van PeltJ. A.Van LoonL. C.PieterseC. M. J. (2000). Enhancement of induced disease resistance by simultaneous activation of salicylate — and jasmonate-dependent defense pathways in Arabidopsis thaliana. Proc. Natl. Acad. Sci. USA97, 8711–8716. doi: 10.1073/pnas.130425197
196
Van WeesS. C.PieterseC. M.TrijssenaarA.Van’t WestendeY. A.HartogF.Van LoonL. C. (1997). Differential induction of systemic resistance in Arabidopsis by biocontrol bacteria. Mol. Plant-Microbe Interact.10, 716–724. doi: 10.1094/MPMI.1997.10.6.716
197
Van WeesS. C. M.Van der EntS.PieterseC. M. J. (2008). Plant immune responses triggered by beneficial microbes. Curr. Opin. Plant Biol.11, 443–448. doi: 10.1016/j.pbi.2008.05.005
198
VanpeerR. G.NiemannJ.SchippersB. (1991). Induced resistance and phytoalexin accumulation in biological control of fusarium wilt of carnation by Pseudomonas sp. strain WCS417r. Phytopathology81, 728–734.
199
VassilevN.VassilevaM.MartosV.Garcia Del MoralL. F.KowalskaJ.TylkowskiB.et al. (2020). Formulation of microbial inoculants by encapsulation in natural polysaccharides: focus on beneficial properties of carrier additives and derivatives. Front. Plant Sci.11:270. doi: 10.3389/fpls.2020.00270
200
VeenG. F.WubsE. R. J.BardgettR. D.BarriosE.BradfordM. A.CarvalhoS.et al. (2019). Applying the aboveground-belowground interaction concept in agriculture: spatio-temporal scales matter. Front. Ecol. Evol.7:300. doi: 10.3389/fevo.2019.00300
201
VesterlundS. R.HelanderM.FaethS. H.HyvonenT.SaikkonenK. (2011). Environmental conditions and host plant origin override endophyte effects on invertebrate communities. Fungal Divers.47, 109–118. doi: 10.1007/s13225-011-0089-x
202
VleesschauwerD.HofteM. (2009). Rhizobacteria-induced systemic resistance. Adv. Bot. Res.51, 223–281. doi: 10.1016/S0065-2296(09)51006-3
203
VlotA. C.SalesJ. H.LenkM.BauerK.BrambillaA.SommerA.et al. (2020). Systemic propagation of immunity in plants. New Phytol.229, 1234–1250. doi: 10.1111/nph.16953
204
WangL.LiX. (2019). Steering soil microbiome to enhance soil system resilience. Crit. Rev. Microbiol.45, 743–753. doi: 10.1080/1040841X.2019.1700906
205
WangC.WhiteP. J.LiC. (2017). Colonization and community structure of arbuscular mycorrhizal fungi in maize roots at different depths in the soil profile respond differently to phosphorus inputs on a long-term experimental site. Mycorrhiza27, 369–381. doi: 10.1007/s00572-016-0757-5
206
WangM.XueJ.MaJ.FengX.YingH.XuH. (2020). Streptomyces lydicus M01 regulates soil microbial community and alleviates foliar disease caused by Alternaria alternata on cucumbers. Front. Microbiol.11:942. doi: 10.3389/fmicb.2020.00942
207
WeiG.KloepperJ. W.TuzunS. (1991). Induction of systemic resistance of cucumber to Colletotrichum orbiculare by select strains of plant growth-promoting rhizobacteria. Phytopathology81, 1508–1512.
208
WuL.HuangZ.LiX.MaL.GuQ.WuH.et al. (2018a). Stomatal closure and SA-, JA/ET-signaling pathways are essential for Bacillus amyloliquefaciens FZB42 to restrict leaf disease caused by Phytophthora nicotianae in Nicotiana benthamiana. Front. Microbiol.9:847. doi: 10.3389/fmicb.2018.00847
209
WuL.LiX.MaL.BorrissR.WuZ.GaoX. (2018b). Acetoin and 2,3-butanediol from Bacillus amyloliquefaciens induce stomatal closure in Arabidopsis thaliana and Nicotiana benthamiana. J. Exp. Bot.69, 5625–5635. doi: 10.1093/jxb/ery326
210
XieS.JiangH.DingT.XuQ.ChaiW.ChengB. (2018). Bacillus amyloliquefaciens FZB42 represses plant miR846 to induce systemic resistance via a jasmonic acid-dependent signalling pathway. Mol. Plant Pathol.19, 1612–1623. doi: 10.1111/mpp.12634
211
YangT. B.PoovaiahB. W. (2002). A calmodulin-binding/CGCG box DNA-binding protein family involved in multiple signaling pathways in plants. J. Biol. Chem.277, 45049–45058. doi: 10.1074/jbc.M207941200
212
YangJ. W.YiH. S.KimH.LeeB.LeeS.GhimS. Y.et al. (2011). Whitefly infestation of pepper plants elicits defence responses against bacterial pathogens in leaves and roots and changes the below-ground microflora. J. Ecol.99, 46–56. doi: 10.1111/j.1365-2745.2010.01756.x
213
YedidiaI.BenhamouN.ChetI. (1999). Induction of defense responses in cucumber plants (Cucumis sativus L.) by the biocontrol agent Trichoderma harzianum. Appl. Environ. Microbiol.65, 1061–1070. doi: 10.1128/AEM.65.3.1061-1070.1999
214
YuY.GuiY.LiZ.JiangC.GuoJ.NiuD. (2022). Induced systemic resistance for improving plant immunity by beneficial microbes. Plants (Basel)11:386. doi: 10.3390/plants11030386
215
YuanM.JiangZ.BiG.NomuraK.LiuM.WangY.et al. (2021). Pattern-recognition receptors are required for NLR-mediated plant immunity. Nature592, 105–109. doi: 10.1038/s41586-021-03316-6
216
ZamioudisC.PieterseC. M. J. (2012). Modulation of host immunity by beneficial microbes. Mol. Plant-Microbe Interact.25, 139–150. doi: 10.1094/MPMI-06-11-0179
217
ZehnderG.KloepperJ.YaoC.WeiG. (1997). Induction of systemic resistance in cucumber against cucumber beetles (Coleoptera, Chrysomelidae) by plant growth-promoting rhizobacteria. J. Econ. Entomol.90, 391–396. doi: 10.1093/jee/90.2.391
218
ZhangN.WangD.LiuY.LiS.ShenQ.ZhangR. (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 Soil374, 689–700. doi: 10.1007/s11104-013-1915-6
219
ZhangJ.ZhouJ. M. (2010). Plant immunity triggered by microbial molecular signatures. Mol. Plant3, 783–793. doi: 10.1093/mp/ssq035
220
ZhaoJ.DavisL. C.VerpoorteR. (2005). Elicitor signal transduction leading to production of plant secondary metabolites. Biotechnol. Adv.23, 283–333. doi: 10.1016/j.biotechadv.2005.01.003
221
ZipfelC.OldroydG. E. D. (2017). Plant signalling in symbiosis and immunity. Nature543, 328–336. doi: 10.1038/nature22009
Summary
Keywords
microbial mediated induced resistance, Trichoderma, Bacillus, Pseudomonas, oxidative burst, Ca2+ ion influx, secondary metabolites, context dependency
Citation
Charpe AM, Aglave B and Ghosh DK (2025) Microbial-mediated induced resistance: interactive effects for improving crop health. Front. Microbiol. 16:1660944. doi: 10.3389/fmicb.2025.1660944
Received
07 July 2025
Accepted
14 August 2025
Published
22 September 2025
Volume
16 - 2025
Edited by
Xiancan Zhu, Anhui Normal University, China
Reviewed by
Sudeep Tiwari, University of Nebraska-Lincoln, United States
Bahman Khoshru, Soil and Water Research Institute, Iran
Updates
Copyright
© 2025 Charpe, Aglave and Ghosh.
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*Correspondence: Ashwini M. Charpe, ashwinicharpe@yahoo.com
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