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REVIEW article

Front. Plant Sci., 24 January 2024
Sec. Plant Symbiotic Interactions
This article is part of the Research Topic Highlights from the 12th Plant Growth-Promoting Rhizobacteria Workshop View all 11 articles

A plant’s perception of growth-promoting bacteria and their metabolites

  • Department for Innovation in Biological, Agrofood and Forest Systems (DIBAF), University of Tuscia, Viterbo, Italy

Many recent studies have highlighted the importance of plant growth-promoting (rhizo)bacteria (PGPR) in supporting plant’s development, particularly under biotic and abiotic stress. Most focus on the plant growth-promoting traits of selected strains and the latter’s effect on plant biomass, root architecture, leaf area, and specific metabolite accumulation. Regarding energy balance, plant growth is the outcome of an input (photosynthesis) and several outputs (i.e., respiration, exudation, shedding, and herbivory), frequently neglected in classical studies on PGPR-plant interaction. Here, we discuss the primary evidence underlying the modifications triggered by PGPR and their metabolites on the plant ecophysiology. We propose to detect PGPR-induced variations in the photosynthetic activity using leaf gas exchange and recommend setting up the correct timing for monitoring plant responses according to the specific objectives of the experiment. This research identifies the challenges and tries to provide future directions to scientists working on PGPR-plant interactions to exploit the potential of microorganisms’ application in improving plant value.

GRAPHICAL ABSTRACT
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Graphical Abstract

1 Introduction

Since 1950, the world’s population has almost tripled, reaching 8 billion people by the end of 2022, while it is expected to rise to over 10 billion by 2059 (UN, 2022). The increase in human population combined with the negative effects of climate change and pollution have meant a decline in per capita agricultural land available for crops and animal husbandry (FAO, 2021). Therefore, to meet the future food demand, new methods aiming at increasing productivity and supporting plant growth in marginal areas and under harsh climatic conditions while reducing chemicals need to be explored (Ruzzi and Aroca, 2015; Rahman et al., 2022).

Biostimulants are microbial or non-microbial products, generally applied to plants in small quantities, that stimulate their development by enhancing nutrient use efficiency and increasing the availability of confined nutrients in soil or rhizosphere, improve tolerance to abiotic stress, or augment plant quality traits (Kauffman et al., 2007; Du Jardin, 2015; EU, 2019). Microbial biostimulants (bacteria, archaea, fungi, viruses, and protists) are characterized by a high metabolic diversity and can provide beneficial molecules that induce positive plant physiological responses, particularly under biotic and abiotic stress (Orozco-Mosqueda et al., 2021; Gamalero et al., 2022). Their use can decrease the need of applying fertilizers, pesticides, and herbicides (Fiodor et al., 2021; Poudel et al., 2021; Pantoja-Guerra et al., 2023). Moreover, they can also contribute to a rise in carbon (C) allocation to the soil by enhancing above- and below-ground biomass and influencing C storage and sink capacity, inducing positive feedback to climate change mitigation (Lange et al., 2015; Jansson et al., 2021). Consequently, soil or plant inoculation with growth promoting microorganisms represents a sustainable bio-tool aiming at increasing plant productivity and reducing losses in various environments.

Plant growth-promoting bacteria (PGPB) represent one class of microbial biostimulants. They can inhabit the phyllosphere (leaves, stems, flowers, or fruits surfaces; phyllobacteria), colonize the plant tissues (endophytes), or live in the rhizosphere or the rhizoplane and have evolved the ability to affect plants’ physiological performances beneficially (Grover et al., 2021; Orozco-Mosqueda et al., 2021). Among phytomicrobiomes, the microbial community associated with roots is the most abundant and diverse (Backer et al., 2018). In fact, roots represent a nutrient-rich habitat for microorganisms, comprising PGPB, which can colonize the ecto- and endo- rizosphere and the rhizoplane.

In the recent years, a wide amount of research has been focused on assessing the use of these microbes in supporting plant growth (Table 1). PGPB and plant growth promoting rhizobacteria (PGPR) first appeared in the bibliography at the beginning of the 1980s, with more than 100 documents per year produced by the scientific community starting from 2008, particularly in 2018-2022 (Scopus, September 2023). The expressions “plant growth promoting microorganisms” and “plant growth promoting endophytes” are less used in the literature. In contrast, “plant growth promoting phyllobacteria” (referring to PGP bacteria inhabiting the phyllosphere) does not exist. However, about 100 papers on using PGPB isolated from or applied to plant leaves were published, 20% of which in the last year (Table 1). The main topics addressed by these research articles and reviews are the isolation of PGP bacteria and the description of their properties and potential role in alleviating plant abiotic and biotic stresses or being effective in bioremediation. The principal parameters measured to assess the effects of PGPR application are plant biomass or yield (Kang et al., 2014; Paungfoo-Lonhienne et al., 2019), while other studies monitor changes in plant morphological and functional traits (Larcher et al., 2003; Ferreira Rêgo et al., 2014). However, growth, which is the increment in biomass gain in plants and the consequent increase in agronomic yield, is the result of highly complicated processes that are directly related to the amount of carbon dioxide (CO2) fixed during the photosynthetic process, the way plants allocate this C and the losses through respiration, exudation, volatilization, and other negative balance sheet items, such as herbivory or shedding herbivory (Chapin et al., 2006; Collalti et al., 2020; Hilty et al., 2021). Therefore, the analysis of the result of this balance (biomass) does not give any information about the effects that PGPR can induce on the single terms of the equation, reducing the possibilities of selection and improvement of PGP bacteria with specific promoting traits.

Table 1
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Table 1 Keywords used for search within “Article title, Abstract, Keywords” on Scopus, number of documents produced by the research, and percentage of the specific research compared to the total number of documents found respectively for “Plant growth promoting rhizobacteria” and “Plant growth promoting bacteria”.

To date, less than 10% of the available research papers have focused on measuring photosynthesis (CO2 assimilation rate) and photosystem functionality, and many research articles have concentrated their attention on just one aspect of the photosynthetic activity (Tables 1, 2). However, photosynthesis is a complicated process, and a partial analysis of the main parameters involved in CO2 assimilation can lead to insufficient, misleading, or non-univocal interpretations.This review critically analyzes the literature regarding the effect of PGPR and PGPB on plant growth and sensing, under stressful and non-stressful conditions. Herein, we discuss the importance of using leaf gas exchange measurement to assess the modifications triggered by PGP bacteria and their metabolites on different aspects of the photosynthetic process. Finally, we highlight the gaps in the literature and identify the challenges to provide future directions to scientists working on bacteria-plant interactions to exploit the potential of PGP microorganisms’ application in improving plant value. Our objective is to point out the controversies that can derive from the consideration of an insufficient number of photosynthetic variables, the main evidence regarding the effect of PGP bacteria on leaf gas exchange under optimal plant growth conditions and in stressed plants, the importance of choosing the duration of the experiment, the type of PGPB and the concentration at which it is applied.

Table 2
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Table 2 Effects of PGPR inoculation on photosynthetic parameters measured in plants grown under non-stress conditions, compared to non-inoculated plants (↑: increase; ↓: decrease; = non-significant variations).

2 Plant growth in a changing environment

Plant growth can be defined as the increase in size, volume, or biomass resulting from two main cellular mechanisms: proliferation and cell expansion (Lambers and Oliveira, 2019). Cell proliferation determines an increase in the cell number. In contrast, cell expansion, occurring after proliferation, determines variations in the cell size/volume: elongation, extension (i.e., the development in one direction), and enlargement (i.e., the development in three dimensions) (Barrada et al., 2015; Harris et al., 2016; Oh et al., 2020).

Proliferation in plants is a lifetime continuous process driven by meristems which are a source of cells that differentiate and form new tissues (histogenesis) and organs (organogenesis): root and shoot primary meristems, and secondary meristems (axillary and intercalary meristems, meristemoids and lateral vascular and cork cambium) (Ramirez-Parra and Gutierrez, 2005; Sisodia and Bhatla, 2018). Although plants can vary in cell division rate, the increase in cell number per se does not determine growth, which is regulated by cell expansion (Reinhardt and Kuhlemeier, 2002; Lambers and Oliveira, 2019). While the increase in the number of cells resulting from mitotic cycles is usually not preceded by changes in vacuole volume (Majda and Robert, 2018), the directional and dimensional size variation of individual cells mostly depends on vacuole expansion through the uptake of water (Forouzesh et al., 2012; Sablowski and Dornelas, 2014). This turgor-driven extension is limited by the rigidity of the cell-wall matrix that surrounds plant cells, and which needs to be loosened to allow a volumetric modification of the cell (Forouzesh et al., 2012; Majda and Robert, 2018). The process, which is well described by Wolf et al. (2012), first requires the hydration and swelling of the cell wall, which facilitates the rearrangement of cellulose microfibrils, allowing wall extension, and activates, at the same time, a cascade of responses which ultimately result in the creation of cross-linking among the cell wall components and the consequent dehydration of the cell wall, finally followed by the deposition of new cell wall material.

Besides the complicated cellular mechanisms involved in division and expansion, it is clear that while water represents a cheap mean to increase cell size, the accumulation of cellular components due to macromolecular synthesis is cost effective and, consequently, depends on nutrient and energy availability (Sablowski and Dornelas, 2014).

Plants growing in natural environments are subjected to uncontrolled and ever-changing physical and biological conditions (Kollist et al., 2019). Therefore, the plant’s development is influenced by several abiotic (mainly light, water availability, temperature, contaminants, salinity) and biotic (herbivores, symbionts, and pathogens) factors, to which these sessile organisms must adapt and cope with, to survive (Osakabe et al., 2013).

Plant responses to changing environmental growth conditions can be positive or negative, and a specific variable’s effect on growth can affect species or biomes differently. For example, an increase in temperature in ecosystems in which a hot-dry period is already limiting plant development produces a negative effect on plant growth; however, in environments in which vegetation is limited by low temperatures, a warmer condition can induce a shift in thermal tolerance or positively alter plant phenology (Peñuelas et al., 2007). Similarly, referring to biotic factors, the plant can be affected by living organisms: positively, if it alone (commensalism) or both (mutualism) benefit from the interaction; negatively, if the plant is harmed by the living organism (parasitism); the plant can even be unaffected (neutralism) (Whipps, 2001; Wu et al., 2009).

Under sub-optimal growth conditions, both cell expansion and cell division can be limited, or, on the other hand, plants can stimulate the growth of specific tissues or organs to overcome or adapt to stress. Examples of this latter case are the production of deeper roots under reduced soil water availability (Pinheiro et al., 2005; David et al., 2007), the increase in shoot length when light is deficient (Kim et al., 2011), the emission of adventitious roots under anoxic or hypoxic soil conditions (Pedersen et al., 2021), or the substitution of less adapted with drought resistant leaves (de Dato et al., 2013). Thus, cell elongation or differentiation can represent one active strategy to displace organs in the space towards more favorable environmental conditions (Baluška et al., 2001) or provide more efficient means to limit the negative effect of the stressor on plant growth. Although these strategies usually sacrifice the development of other parts of the plant, and the whole plant biomass accumulation is often negatively affected, resulting in significant decreases in crop yield (Osakabe et al., 2013; Zhang et al., 2020), these findings suggest that the determination of the total plant biomass alone does not give precise information on the effect of one stress on plant C allocations.

Although plant responses aiming at coping with or avoiding specific stress can vary depending on the ecology of the plant and its plasticity, a common dynamic that triggers plants’ reactions to stress implies stress sensing, stress signaling, and, finally, stress-induced responses. Rapid (from seconds to minutes) physiological, biochemical, metabolic, and molecular responses to stress sensing are fundamental for the plant to face the stress and prevent irreversible damage. They can modulate slower (from minutes to hours) responses to successfully acclimate to the new environmental conditions (Kollist et al., 2019). Plants can sense environmental stimuli and regulate their growth and development responses to abiotic and biotic stresses after activating specific receptors (La et al., 2023). Reasonably, most of these receptors are in the outer borders of the vegetable cell, the cell wall, and the plasma membrane, and their activation by changing environmental conditions triggers a series of downstream signals that are transmitted to target proteins and activate transcriptional factors (Osakabe et al., 2013; Zhang et al., 2018; Kollist et al., 2019). For instance, phospholipids in the plasma membrane can be affected by changing temperature, determining a variation in the fluidity of the plasma membrane that can modify its functionality and change the structure of membrane proteins (Kollist et al., 2019); hyperosmotic stress, induced, for example, by drought or salinity, can affect plasma membrane curvature by modifying turgor pressure stimulating plasma membrane mechano-sensors (Zhang et al., 2020), while the salt overly sensitive (SOS) signaling pathway, which comprises the SOS3, SOS2, and SOS1 proteins able at detecting the increase in cytoplasmic Ca2+ concentration, concomitant to an increase in Na+ influx in the cell, activates a Na+/H+ antiporter which ultimately results in the efflux of excess ions (Ji et al., 2013; Zhang et al., 2018); an increase in cell wall peroxidases has been shown under osmotic stress in response to a rise in reactive oxygen species (ROS) concentration (Šimonovičová et al., 2004; Maia et al., 2013). The first signaling event after stress sensing, common to different stresses, is the modification of intracellular Ca2+ concentration and the production of secondary signaling molecules and ROS (Verma et al., 2016). The high number of biochemical pathways used by plants to protect themselves from stress activate a wide array of growth regulators and stress signaling molecules (Müller and Munné-Bosch, 2006; Roychoudhury and Aftab, 2021); thus, from embryogenesis to senescence, plant development is subjected to regulation, which is primarily mediated by phytohormones (Castro and Bucio, 2013).

Phytohormones are small biomolecules responsible for controlling cell expansion and division and regulating diverse mechanisms, mainly involved in immune reactions and responses to biotic stress (Davies, 2010; Vos et al., 2013; Altaf et al., 2023). The effect of each plant hormone depends on the plant species, target organ, rate of transport to the target tissue, and phytohormone concentration (Small and Degenhardt, 2018).

Under stress conditions, some phytohormones are known to induce an inhibition of plant growth. For example, the production of ethylene, a small gaseous molecule, is enhanced in response to multiple environmental stresses and, as reviewed by Dubois et al. (2018), the increase in the concentration of this hormone is mainly correlated with a reduction of leaf growth due to its negative effect on cell division and cell expansion. Abscisic acid (ABA) is the major phytohormone regulating developmental processes (seed maturation, seed dormancy) and stress responses (stomatal closure, leaf senescence, and growth inhibition), inducing the expression of many genes involved in the adaptation to plant stress (Zhang et al., 2020; Roychoudhury and Aftab, 2021). Stomatal closure represents one of the plants’ most rapid physical reactions under stress conditions mediated by an increase in ABA (Kollist et al., 2019). ABA triggers the accumulation of ROS in the cytoplasm of guard cells and increases the cytosolic concentration of Ca2+ (Liu et al., 2022), reducing turgor and inducing stomatal closure. Salicylic acid, a phenolic plant hormone, also has signaling activity during drought (Aloo et al., 2023) and may have a protective function in biotic stress tolerance. Moreover, hexokinases can also participate in the plant stress response by sensing the sugars produced during the photosynthetic process (Zhang et al., 2008). If sucrose production is not balanced by adequate phloem transport, the surplus sucrose is translocated to the stomata through the transpiration stream, activating stomatal closure via hexokinases and inhibiting photosynthesis while inducing storage processes (Granot et al., 2014).

Other hormones can play an important role in plant growth. Auxins stimulate cell division in the cambium (Davies, 2010; Rademacher, 2015; Gallei et al., 2020) and can control cell elongation by increasing osmolyte concentration and water permeability in cells while decreasing wall pressure (Keswani et al., 2020). Auxins are responsible for the apical dominance, the delay of leaf abscission, the development of flower organs and fruits, the emission of lateral roots and adventitious roots (Keswani et al., 2020; Altaf et al., 2023), although they are known to exert an inhibitory effect on primary root growth (Qin and Huang, 2018). Cytokinins regulate the synthesis of proteins involved in mitosis (Small and Degenhardt, 2018) and thus stimulate cell division in meristematic tissues (Rademacher, 2015). Furthermore, crosstalk interactions between hormones have been revealed to control cell division: auxins can cooperate with ethylene to control primary root and root hair growth and antagonistically interact with it in lateral root formation (Qin and Huang, 2018); cytokinins seem to work in pairs with auxins in the regulation of cell division, through a positive association in the growth of calli (Saini et al., 2013), or antagonistically to promote lateral plant growth rather than apex buds (George et al., 2008) and are therefore involved in the determination of apical dominance (Castro and Bucio, 2013). Regarding cell expansion, the initiation of wall slackening, its remodeling, and the following synthesis and deposition of new cell-wall components that will have to proceed contemporarily to cell expansion seem to be strictly and primarily controlled by transcriptional and non-transcriptional auxin signaling pathways (George et al., 2008; Barrada et al., 2015; Majda and Robert, 2018; Gallei et al., 2020), and secondarily by brassinosteroids (Caesar et al., 2011; Oh et al., 2020; Wang et al., 2020), cytokinins (Brault and Maldiney, 1999), and jasmonic acid (Takahashi et al., 1994). ABA has also been reported to stimulate cell expansion (Humplík et al., 2017).

Independently of plant species, an adaptive response to stress pushes the plant to allocate resources to organizing stress signaling networks or in repairing damages caused by stress (Osakabe et al., 2013): this reduces C consumption for growth (Zhang et al., 2020). One example is plant response to salinity. Salinity can lead to cellular dehydration, which causes osmotic and oxidative stress and, in turn, negatively affect cellular structures and metabolism (Bartels and Sunkar, 2005). It is well known that in saline conditions, plants accumulate solutes in their cells to reach a higher concentration compared to the external solution, to maintain a positive turgor pressure and avoid desiccation (Flowers et al., 2015). Differently from halophytes, that mainly accumulate Na+ and Cl- to increase turgor pressure, glycophytes synthetize organic solutes which, however, have a greater energy cost compared to vacuolar compartmentalization of sodium and, even more, chloride ions (Rea and Poole, 2003). Thus, the coupled effect of the reduction in assimilation rate due to stomatal limitations, and the high cost of production of secondary metabolites usually results in a lessening of the amount of photosynthates allocated for growth (Colmer et al., 1996).

Thus, either if they are growing in optimal or stress conditions, plants must constantly evaluate the environmental and endogenous signals that impact cell division and or differentiation programs to decide where to redirect their resources (Castro and Bucio, 2013; Dubois et al., 2018). Any factor increasing the amount of available resources or reducing the cost of stress responses can be considered as an important tool for improving plant growth.

Net photosynthesis depends on the amount of energy received by Photosystem II, on the efficiency of the linear transport of electrons through the electron transport chain (the electron transport rate), on the concentration of CO2 at the carboxylative sites, determined by stomatal and mesophyll conductance, and on RuBisCO carboxylative activity during the Calvin-Benson cycle (Kalaji et al., 2016). Chlorophyll fluorescence reflects the first reactions occurring during the photosynthetic process in which light energy is absorbed and is only partially transferred to the photochemical reactions (Zou and Zhang, 2020), while the rest can be dissipated as heat or re-emitted as light (chlorophyll fluorescence) (Maxwell and Johnson, 2000). Chlorophyll fluorescence, measure through a fluorometer, represents a valuable tool for detecting the changes provoked in plants by external stimuli and it can be used to estimate photochemical (ФPSII: quantum yield of Photosystem II or efficiency of Photosystem II photochemistry measured in illuminated leaves; Fv/Fm: the maximum quantum yield of Photosystem II, measured in dark-adapted leaves) and non-photochemical quenching (NFQ: the efficiency with which the energy is transformed into heat) parameters (Lambers and Oliveira, 2019). The estimation of the net CO2 assimilation rate, the dark respiration, the stomatal conductance, the transpiration rate, the intercellular CO2 concentration, and the electron transport and carboxylation rates can be measured or calculated by using gas exchange systems, which rely on IRGAs (infrared gas analyzers) to detect variations in CO2 and H2O concentrations between the air entering the leaf chamber and at the outlet (Bellasio et al., 2016; Lambers and Oliveira, 2019). The concomitant measurement of all these parameters allows the characterization of the plant status and the effect of any biotic and abiotic factor on plant growth, in a fast, non-destructive, and non-invasive way (Flexas et al., 2007). Therefore, they can efficiently be used to assess the effect of PGPR application on many important processes that drive plant growth.

3 Plant growth-promoting bacteria as biostimulants

The main positive effects of PGPR on plant performances can be categorized into four classes which are related to amelioration of the plant’s nutritional status, increased tolerance to abiotic stresses, prevention, and control of pathogen infections, and mitigation of the negative impact of contaminants (Ahluwalia et al., 2021; Ayuso-Calles et al., 2021; Bessai et al., 2021; Mishra et al., 2021).

The PGPR-driven improvement in plant nutritional status can be attained by increasing the availability of nutrients for plant uptake (Paungfoo-Lonhienne et al., 2019; Masood et al., 2020).

This effect can be achieved by adding new nutrients directly produced by the PGPRs (Fürnkranz et al., 2008; Moreau et al., 2019; Lorenzi et al., 2022). Nitrogen fixation by diazotrophs is one example of the role of PGPR in increasing the input of nutrients in the soil. Nitrogen is the main nutrient limiting plant growth in terrestrial ecosystems (Moreau et al., 2019). Some N-fixing microbes can convert N2 into NH4+, a reaction catalyzed by the enzyme nitrogenase, thus transforming N from a form unavailable to the plant into another that roots can absorb (Moreau et al., 2019). The fixation of N2 and its conversion to NH4+ is an energy-demanding process: the energy provided by the oxidation of one glucose molecule must almost all be devoted to producing NH4+, meaning that readily usable carbon sources must be available (Tate, 2020).

PGPR can also increase nutrient availability by modifying soil components from their less assimilable forms to more assimilable ones. Phosphorus (P) is an essential element for all living organisms, being required for the synthesis of many biologically fundamental molecules (Mackey and Paytan, 2009). In plants, it is the second most important macronutrient after nitrogen and is involved in energy transfer, cell proliferation, photosynthesis, development, and reproduction (Sashidhar and Podile, 2010; Billah et al., 2019). P is present in soils in the range of 400–800 mg kg-1 (Warren and Spiers, 2021) in both inorganic (primary and secondary phosphate (PO43-) minerals; Mackey and Paytan, 2009; Fink et al., 2016) and organic (inositol phosphate, phospholipids, nucleic acids, phosphorylated pyridines, and nucleotides; Tate, 2020) fractions. The plant uptake of specific compounds of the soil P pool can be different. Inorganic phosphate compounds (H2PO4- and HPO42-) deriving from orthophosphoric acid (H3PO4) are released from primary minerals and organic debris during pedogenesis and mineralization or added to soil through P fertilization (Fink et al., 2016; Solangi et al., 2023). Plants preferably absorb P in the form of H2PO4, whose solubility is higher at a pH of 5-6 (Sharanappa, 2023); an increase in pH can induce the conversion of monovalent ions to divalent and trivalent forms characterized by a reduced solubility (Billah et al., 2019). Orthophosphate ions are very reactive: the anions can (1) tightly bind soil cations and precipitate or (2) be adsorbed to charged soil constituents (Oburger et al., 2011; Fink et al., 2016), becoming not readily available for plant uptake (labile soil P fraction). Therefore, the reduced P accessibility to plants often represents a limiting factor for plant growth, as P deficiency can affect the balance between the synthesis and catabolism of carbon metabolites (Solangi et al., 2023), independently of the application of a P fertilizer, which can also bring to the accumulation of non-available P, the so-called “legacy P” (Yu et al., 2022). P fixation in soils depends on pH and soil type (Oburger et al., 2011). Considering pH, in acidic soils, inorganic phosphorous is fixed by aluminum (Al)/iron (Fe) cations, while in alkaline soils, it is bound by calcium (Ca) cations (Billah et al., 2019). In soils with high soil organic matter, the turnover of living biomass and the mineralization of soil organic matter pools can help plants meet their P requirements (Murphy, 2014; Tate, 2020). This result can be achieved directly through the release of P from mineralized organic matter and indirectly by the negatively charged functional groups in organic substances (e.g., carboxyl, phenol) (Fink et al., 2016), which trigger a cascade of effects that ultimately bring to the increase in the concentration of orthophosphates. A similar functional group’s mediated mechanism has been reported by Oburger et al. (2011), where the ability of organic acids to solubilize P was considered under different experimental conditions; particularly, organic acid has been reported to increase the solubilization of orthophosphates. Upon acid dissociation, carboxylic acid anions (R-COO-) can (1) adsorb to the positively charged minerals (i.e. iron and aluminum oxides), increasing competition with PO43- (and other anions) for adsorption sites, decreasing mineral’s positive surface charge and weakening the strength of P adsorption, or (2) replace PO43- on metal oxides adsorption sites (ligand exchange), (3) exchange precipitated forms of P (Fe, Al and Ca complexes); the released H+ can (1) induce the negatively charged carboxyl groups to chelate positive divalent cations with the consequent release of phosphates (H2PO4- or HPO42-) from phosphatic compounds, (2) acidify the environment, leading to the dissolution of inorganic P minerals and (3) decrease the PO43- negative charges, thus lowering their adsorption affinity (Jones, 1998; Sashidhar and Podile, 2010; Fink et al., 2016; Billah et al., 2019). On the other hand, organic acids can also decrease inorganic phosphate availability; for example, adsorbed carboxylic acid anions can bind metal cations which can bind orthophosphate in a structure called a cation bridge (Fink et al., 2016), while protonation can make the negatively charged surfaces more positive, thus increasing the retention of orthophosphates by the matrix (Oburger et al., 2011).

Notably, the degree of complexation of metal ions by organic acids depends on the number of carboxyl groups which increases with the number of (-C(=O)OH) groups, the type of metal, and the pH (Jones, 1998; Parker et al., 2005). Moreover, sorption depends on soil type, and the sorption trend is phosphate > oxalate > citrate > malate > sulfate > acetate (Jones, 1998). Many plants have evolved the ability to secrete large quantities of organic acid from the root apparatus (Raghothama, 2020), and soil microorganisms (bacteria and fungi) inhabiting the rhizosphere have been reported to assist plants in the mobilization of insoluble phosphate products, increasing plant P uptake and, consequently, growth (Raymond et al., 2021; Wang et al., 2022). The microorganisms involved in solubilizing inorganic soil phosphates unavailable for plant uptake are globally known as Phosphate-Solubilizing Microorganisms (PSM) (Raymond et al., 2021). PSM can secrete low molecular weight organic acids, among which gluconic and 2-keto gluconic acids are the most efficient in solubilization (Sashidhar and Podile, 2010). These two acids are released to the outer cell surface by microorganisms, mainly by Gram-negative bacteria, in which glucose is oxidized to gluconate by the quinoprotein glucose dehydrogenase (PQQGDH, containing pyrroloquinoline quinone) and, possibly in some bacteria, more oxidized to 2-keto glucate by gluconate dehydrogenase (GDH) through the Entner-Doudoroff pathway (Fuhrer et al., 2005; Sashidhar and Podile, 2010).

Another example of increased plant nutrient availability driven by microorganisms is iron. Although Fe is abundant in soils, it is mainly in an insoluble form (oxyhydroxide) that is not readily accessible to plants (Zhang et al., 2009). Rhizospheric bacteria can secrete low molecular weight Fe chelators, called siderophores, which solubilize Fe from minerals and organic matter, improving Fe mobility and availability to plants (Kumawat et al., 2019; de Andrade et al., 2023).

Finally, an improvement of the plant’s nutritional status can be achieved by increasing root absorption efficiency as a result of the change in root growth and architecture (Mantelin et al., 2006; Apine and Jadhav, 2011; Ferreira Rêgo et al., 2014). Root architecture results from interactions between the plant organ and its physical, biological, and chemical environment. Thus, root traits are shaped by nutrient availability, water, and environmental gradients, and by the biotic interaction with other plants, with the soil fauna, and with microorganisms (Grover et al., 2021). PGPR have been reported to change the root architecture deeply by enhancing root elongation (Shahzad et al., 2014; Kumari et al., 2015; Wang et al., 2015; Bisht et al., 2022), belowground biomass (Ait Barka et al., 2006; Bresson et al., 2013; Naveed et al., 2014), lateral roots (Mantelin et al., 2006; Contesto et al., 2010; Kumari et al., 2015), improving root acquisition of nutrients and water (Grover et al., 2021). One of the most important microbial drivers inducing root trait modifications is the capability of certain PGP strains to excrete plant hormones, which stimulate plant growth (Castro and Bucio, 2013). A vast amount of literature has focused on microbial auxins, particularly indole-3 acetic acid, because, as mentioned before, these hormones are directly involved in plant growth control, and more than 50% of the characterized PGPR produce auxins (Khalid et al., 2004). Bacterial synthesis of IAA can be tryptophan-dependent or tryptophan-independent. The tryptophan-dependent IAA production follows five pathways; the main pathway is the indole pyruvic acid, but indole-3-acetamide, tryptophan side-chain oxidase, tryptamine, and indole-3-acetonitrile pathways can also be adopted (Duca et al., 2014; Keswani et al., 2020). IAA effect in regulating plant growth is so valuable that it has been considered a distinctive trait to test microorganisms for their potential promoting action (Etesami et al., 2015; Eida et al., 2018), and IAA-based commercial products are marketed as biostimulators (Keswani et al., 2020).

While from a plant perspective, it is certainly correct to consider PGPR positively correlated with an improvement of the overall plant status and growth performance, it is also necessary to remember that microorganisms gain proceeds from these interactions. An important inter-talk exists between plants and their associated microbes. One of the main mechanisms by which microorganisms and plants can gain a mutual advantage is driven by the release of root exudates. Root exudates are primary and secondary metabolites leaked from plant roots in their surrounding media (Bardgett et al., 2014; Vives-Peris et al., 2020). As reported in many specific reviews, microorganisms can enhance the release of root exudates, while plants have been proven to change the composition of their exudates to recruit selected beneficial microorganisms (see the example regarding ACC release reported below; Hartmann et al., 2009; Ruzzi and Aroca, 2015; Canarini et al., 2019; Vives-Peris et al., 2020; Delamare et al., 2023).

Together with the improvement of the nutritional status of the plant, microorganisms have been reported to increase plant tolerance to both biotic and abiotic stresses (Ahluwalia et al., 2021; Bessai et al., 2021; Mishra et al., 2021; Upadhyay et al., 2022). One of the bacterial traits that helps the plants grow under stress conditions is reducing the perception of the stress itself. This result is mainly achieved by altering the concentration of certain plant hormones. For example, some beneficial rhizobacteria can use 1-amino-cyclopropane-1-carboxylic acid (ACC) as a C and N source (Grover et al., 2021; Teo et al., 2022) and transform it into ammonia and α-ketobutyrate, due to the possession of the enzyme 1-aminocyclopropane-1-carboxylate deaminase (Gamalero et al., 2023). ACC is the precursor of ethylene, thus limiting its transformation to ethylene and its induced growth inhibition (Shahid et al., 2023). Plants gain proceeds from this interaction with microorganisms to the extent that ACC has been proven to be released by plants in the rhizosphere to recruit specific bacteria able to cleave ACC (Ali and Kim, 2018; Gamalero et al., 2023). Moreover, IAA also upregulates ACC synthase, the enzyme responsible for the synthesis of ACC, underlying the existence of an important interaction between the two hormones (Gamalero et al., 2023). Ethylene perception and signaling is also involved in stress tolerance and bacteria-plant interactions. Ibort et al. (2017), by analyzing the impact of two PGPR (Bacillus megaterium and Enterobacter sp. C7) on tomatoes, demonstrated that the ethylene perception is essential for the recognition of beneficial PGPR and that this perception is strain-dependent. In fact, in ethylene-insensitive plants, B. megaterium was recognized by the plant as a pathogen-like microorganism, leading to oxidative stress (Supplementary Table S2). PGPR can stimulate plant ABA production, which determines a reduction in stomatal conductance and leaf water losses under osmotic or water stress and decreases the risk of desiccation (Bresson et al., 2013; Cohen et al., 2015). On the contrary, other PGPR have been reported to induce a drop in ABA concentration after plant inoculation, thus limiting the detrimental effects of this phytohormone on stomatal conductance and growth under water stress (Kang et al., 2014; Barquero et al., 2022).

PGPR are also useful in biocontrol, preventing agricultural losses due to pathogen infections by competing with the pathogen for limiting resources, by inducing systemic responses in plants, by antibiosis, and by the synthesis of fungal cell wall lysing enzymes and pathogen-limiting volatile organic compounds (Glick et al., 2007; Oleńska et al., 2020; Grover et al., 2021). The systemic acquired resistance is associated with the activation of pathogenesis-related proteins (Wang et al., 2005; Kang et al., 2012) and the coordinated synthesis of salicylic acid. Some PGPR can also produce salicylic acid and may contribute, together with the plant-produced hormone, to increase protection against biotic and abiotic stress (Aloo et al., 2023). Cyanogenic bacteria are able to produce hydrogen cyanide (HCN), which inhibit the growth of various pathogenes, and can, therefore, be used as biopesticides in sustainable agriculture (Sehrawat et al., 2022). Pathogens like Pythium, Fusarium, or Rhizoctonia usually infect plants at the seedling stage. The seedling stage represents a phase of plant development characterized by a weak immune system, and plantlets are too fragile to protect themselves from pathogen infection (Feng et al., 2023). PGPR can enhance plant resistance by simply improving plant growth rate, thus shortening the stage of development in which the plant is more susceptible (Van Loon, 2007). Moreover, some bacteriocins have also been reported to stimulate plant growth (Lee et al., 2009).

In contaminated soils, several PGPR can modify the selective properties of root cell membranes to reduce the uptake of toxic compounds or to induce an accumulation of osmoprotectants (Khan et al., 2020; Gupta et al., 2022; Teo et al., 2022) while exopolysaccharides produced by rhizobacteria can provide a physical defense against root desiccation or act as a physical barrier against harmful ions (Khan et al., 2020; Mishra et al., 2021; Morcillo and Manzanera, 2021).

PGPR effect on plant responses usually induces changes in its proteomic profile. Over-production of proteins involved in ROS-reduction, photosynthetic activity, cell architecture and energy metabolism are usually observed (Rodríguez-Vázquez and Mesa-Marín, 2023). Moreover, as demonstrated by Ibort et al. (2017) in tomato plants, these changes can be strain- and plant cultivar-dependent.

Although PGPR can support the plant’s development in different ways, it is crucial to define whether the induced increase in plant biomass is due to an enhancement of photosynthesis (light and dark reactions), a reduction in C losses, or both.

4 Plant ecophysiology as a tool to assess plant’s perception of PGPR under non-stressed and stressed growth conditions

The analysis of plant ecophysiological responses coupled with the quantification of morphoanatomical and growth parameters can help define how plants perceive the presence of PGPR and how they can positively affect photosynthetic activity (Figure 1). Plant ecophysiological responses to PGPR have been mainly studied in the model plant Arabidopsis thaliana and cereals, pulses, forage species, and some woody species of agronomic interest. Since 2000, many research articles have evaluated the effect of microorganisms’ application on plant growth by measuring parameters related to photosynthesis under unstressed and stressed conditions. Among these, chlorophyll fluorescence (mainly Fv/Fm and ϕPSII) is the most widely used, as it immediately responds to stress even before symptoms are visible on the leaf (Maxwell and Johnson, 2000; Gururani et al., 2013; Lambers and Oliveira, 2019).

Figure 1
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Figure 1 Classical and proposed multi-level approach for assessing plant responses to presumptive PGPR. (A) Cultivation of PGPR-inoculated and control plants under optimal and stressful growth conditions. (B) Classical plant growth measurements. (C) Proposed multi-level approach aiming at analyzing plant responses by measuring ecophysiological and anatomical parameters and analyzing plant metabolome.

Fv/Fm and ФPSII have been proven to react differently to PGPR application, possibly being similar (1) or higher (2) in inoculated vs. control plants under stressful and non-stressful conditions; higher in inoculated vs. control plants under stressful conditions only (3); lower in inoculated vs. non-inoculated plants under stressful conditions (4) (Table 2; Supplementary Table S2). Although these parameters allow a rapid and non-destructive measure of the performance of photosystem II, neither Fv/Fm nor ФPSII reflect net CO2 assimilation rate (Lindqvist and Bornman, 2002; for more details, see Kalaji et al., 2016), maximum RuBisCO carboxylation rate, or leaf N content (Bucher et al., 2018). Hence, chlorophyll fluorescence measurements must be coupled with leaf gas exchange determination if an understanding of the mechanisms that drive the photosynthetic and growth processes in the presence of beneficial microorganisms is desired.

The next paragraphs report a critical discussion of the main evidence regarding plant responses to PGPR. The objectives are to highlight the changes induced by beneficial bacteria on plant physiological processes under optimal growth or stress conditions to answer the following questions: is there a precise pattern of mechanisms that can be detected in plant ecophysiological responses to PGPR application? Which are the most useful parameters that should be measured to have a complete picture of the observed plant responses to PGPR? What time scale allows the detection of changes induced by PGPR on plant ecophysiological performance?

4.1 Effect of PGPR in non-stressed plants

4.1.1 Arabidopsis thaliana

In pot experiments carried out in a growth chamber (under controlled lighting, humidity, and temperature conditions), Barriuso et al. (2008) analyzed the response of A. thaliana to biotic and abiotic stresses after inoculation with four different Gram-positive PGPR isolated from Pinus sp.

In this work, the Authors observed that the application of auxin-producing and non-auxin-producing PGPR under non-stressed conditions had different effects on the photosynthetic efficiency and fresh weight production. The application of the non-auxin-producing Bacillus sp. determined an increase in the Fv/Fm ratio (Table 2) but did not affect biomass production (Supplementary Table S1). In contrast, applying the indole acetic acid (IAA)-producing strain Arthrobacter oxydans BB1 only determined an increase in fresh weight (Supplementary Table S1; Barriuso et al., 2008).

Works from Pare’s group on A. thaliana inoculated with Bacillus subtilis GB03 indicated a correlation between auxin-level/homeostasis and photosynthetic activity (Zhang et al., 2008; Xie et al., 2009). In cultivation experiments on Petri dishes and Magenta plant culture boxes containing half-strength Murashige & Skoog (MS) medium, the Authors demonstrated that a two-week exposure of A. thaliana seeding to VOCs produced by strain GB03 determined variations in the auxin level, which increased in the root tissues and decreased in the aerial portions. These changes in the auxin spatial distribution were accompanied by an increase in quantum yields of photosystem II (Fv/Fm and ϕPSII), chlorophyll content, and dry weight, indicating that these parameters were positively affected by both auxin production and differential transport (Table 2; Supplementary Table S1).

In pot experiments, A. thaliana plantlets obtained from seeds inoculated with Phyllobacterium brassicacearum STM196 (a PGPR isolated for its ability to antagonize the effect of high nitrate on the lateral root development; Contesto et al., 2010) showed an increase in root dry weight compared to non-inoculated controls (Bresson et al., 2013). Remarkedly, the inoculation with this PGPR did not affect A. thaliana shoot dry weight. The inability of the STM196 strain to produce auxin (Contesto et al., 2010) suggested that the increase in A. thaliana root biomass was determined by changes in the endogenous auxin homeostasis triggered by the PGPR. Interestingly, the seed inoculation with P. brassicacearum STM196 determined a significant increase in leaf area and number, with no change in the leaf mass (Supplementary Table S1) and a decrease in the CO2 assimilation rate compared to non-inoculated plants (Table 2). In inoculated plants, a shift from thicker to thinner leaves was observed, which suggested, according to Hoshino et al. (2019), STM196 induced a disturbance in the periclinal cell division and anisotropic growth. As indicated by Bresson et al. (2013) results, this effect could be determined by the increase in the sucrose content (Supplementary Table S1), which is known to promote paradermal growth (increase in the cell area expansion and cell division number), rather than an increase in the number of cell layers of the palisade tissue (Hoshino et al., 2019). Lobo Moreira et al. (2015) demonstrated that an increase in leaf sucrose concentration could decrease carboxylation activity and RuBisCO content, negatively affecting the CO2 assimilation rate. Although most studies on the effect of PGPR on plant ecophysiology and leaf gas exchange in C3 plants omit to analyze RuBisCO activity, this parameter should be carefully analyzed to understand the PGPR-plant interaction. Granot et al. (2014) reported that a decrease in CO2 assimilation rate can be a consequence of stomatal closure induced by an increase in ABA or sucrose concentration. The reduced transpiration and CO2 assimilation rate observed in A. thaliana inoculated with P. brassicacearum STM196 (Table 2) result from the accumulation of ABA and sucrose in shoots. At the same time, the increase in the root biomass in STM196 inoculated plants can be explained by reallocating the energy obtained, increasing the total photosynthetic area (leaf area × leaf number) and the energy use efficiency, and reducing the C losses (Supplementary Table S1).

4.1.2 Fabaceae

As discussed for A. thaliana, inoculation of members of the Fabaceae family with PGPR differentially affects the total biomass production. Moreover, in inoculated plants, changes in the plant weight and maximum quantum yield of PSII are not linearly correlated.

In pot experiments carried out with Glycine max L. (soybean) inoculated with different PGPR, Algar et al. (2014) did not observe any variation in the total fresh biomass when Pseudomonas fluorescens N21.4, Stenotrophomonas maltophilia N5.18 or Chryseobacterium balustinum Aur9 strains were used as inoculants (Supplementary Table S1). In contrast, inoculation of G. max with Curtobacterium sp. M84 determined a reduction of fresh biomass production without affecting ϕPSII, whose levels decreased when the previously mentioned strains were used as inoculants (Table 2).

Similar observations were reported by Kumari et al. (2015), who investigated the effect of Pseudomonas sp. AK-1 and Bacillus sp. SJ-5 on the growth of soybean plants. In inoculated plants, these authors observed an increase in the total root length and lateral root production compared to non-inoculated plants without any significant effect on the total fresh weight (Supplementary Table S1). These results highlighted the importance of the PGPR-induced modifications of the plant architecture for the correct evaluation of beneficial microorganisms that do not promote plant growth under favorable cultivation conditions.

Apart from the abovementioned studies, other findings with different Fabaceae species and bacterial inoculants indicate that PGPR can enhance plant growth and photosynthetic activity. In a pot experiment aiming to evaluate the effect of a consortium of three PGPRs on the germination and growth of Trigonella foenum-grecum, Bisht et al. (2022) reported an increase in CO2 assimilation rate induced by higher stomatal conductance and higher content of photosynthetic pigments (Table 2). The Authors showed that 45 days after the inoculation with the PGPR consortium, the increase in energy availability allowed an enhancement of leaf area, shoot length, root dry weight, and N and protein content in plant tissues of inoculated plants (Supplementary Table S1).

Similar positive effects of PGPRs were observed in Cicer arietinum inoculated with Mesorhizobium ciceri (diazotroph), Serratia sp. ST9 or SF3 (capable of solubilizing phosphate) or a combination of M. ciceri with the single Serratia sp. strains. With all the inoculants, a significant increase in the shoot, root, and nodule dry mass, root and shoot length, grain yield, and number of nodules per plant was observed (Shahzad et al., 2014; Supplementary Table S1). In contrast, the Authors detected higher CO2 assimilation rate, chlorophyll content, and grain protein content only in plants co-inoculated with M. ciceri and P-solubilizing Serratia strains (Table 2). Similar effects on the protein content of C. arietinum seeds were observed by Singh et al. (2014) and Uddin et al. (2014) utilizing phosphate solubilizing bacteria in combination with diammonium phosphate fertilization or Rhizobium sp. inoculation, respectively. These data indicate that for increasing the seed protein content in Fabaceae, a consortium of P-solubilizing and N-fixing bacteria is mandatory to reduce the use of chemical fertilization. In this respect, as shown by Shahzad et al. (2014), the measurement of the CO2 assimilation rate can be a rapid tool to predict the efficiency of microbial consortium on the increase in seed quality.

An enhancement of the grain yield in response to the application of a consortium of two Bacillus strains (B. pumilus S4, with phosphate solubilization and siderophore production capacity, and B. mycoides S7, an IAA producer) was also observed in a field experiment on Phaseolus coccineus (Stefan et al., 2013; Supplementary Table S1). The experimental design of the work included a non-inoculated control, a treatment in which the plants were inoculated with the microbial consortium S4+S7, and two additional treatments in which P. coccineus was inoculated, separately, with the single Bacillus strains (B. pumilus S4; which did not increase grain yield; B. mycoides S7, which increased grain yield to a less extent). This study highlighted that the increase in assimilation rate due to the application of PGPR might not be immediate: the increases in the CO2 assimilation rate in S7 and S7+S4 and water use efficiency were observed during the first vegetative (28 days after inoculation) and at early flowering (42 days after inoculation) stages (Table 2). As chlorophyll content did not change over time, the results reported by Stefan et al. (2013) suggest that applying the Bacillus strains determined an increase in the electron transport efficiency or carboxylation rate. Although the final grain yield at harvest (96 days after inoculation) was higher in inoculated plants, the CO2 assimilation rate did not differ among treatments (Table 2). The latter scenario highlights the importance of deciding the timing of measurements, as the determination of photosynthetic and growth parameters at the end of the plant agronomical cycle may not reflect the actual changes in plant responses triggered by microorganisms.

4.1.3 Graminaceae

Inoculation with the Gram-negative endophyte PGPR Burkholderia phytopfirmans PsJN, an IAA and ACC deaminase producer, positively affects the plant growth of different Graminaceae species. In Panicum virgatum, the endophyte stimulates root length, diameter, area, and dry weight, leaf elongation, leaf biomass, leaf area, specific leaf weight (dry weight of leaves/leaf area) while decreasing specific root length (root length/root dry mass), indicating changes in development (Wang et al., 2015; Supplementary Table S1). In this study, B. phytofirmans strain PsJN has also been demonstrated to increase CO2 assimilation rate and aboveground biomass 17 days after switchgrass seedling inoculation, initially without increased stomatal conductance (Table 2). Therefore, the enhanced CO2 assimilation rate was dependent on an increase in carboxylation activity rather than stomatal conductance, as suggested by the lower intercellular CO2 concentration observed in inoculated plants compared to non-bacterized ones (Table 2). Developing a more efficient root apparatus stimulated by the auxin-producer PGPR might have improved nutrient uptake, increasing photosynthetic rates.

In two Zea mays cultivars (Mazurka and Kaleo), PsJN stimulation of CO2 assimilation rate (+45% in Mazurka, + 25% in Kaleo) was accompanied by enhanced stomatal conductance and quantum yield of PSII in dark-adapted leaves (Naveed et al., 2014; Table 2). The superior photosynthetic activity increased plant above and below-ground biomass (+47.8% in Mazurka, +28.7% in Kaleo), augmenting leaf number and area. In the same experiment, although the PGPR Enterobacter sp. FD17 increased assimilation rate (+30% in Mazurka, + 19% in Kaleo) and total biomass production (+28.7% in Mazurka, +16.4% in Kaleo), Fv/Fm, stomatal conductance and leaf number were not enhanced by the microorganism, highlighting a different PGP activity compared to PsJN (Table 2). This might be due to the better Burkholderia colonization ability observed with PsJN by Naveed et al. (2014).

A contrasting effect was observed in a greenhouse experiment on the same plant species inoculated with Bacillus megaterium; leaf gas exchanges were not affected by the treatment, and shoot biomass did not increase, while root biomass decreased upon inoculation (Romero-Munar et al., 2023; Table 2). On the other hand, according to the observations made by Stefan et al. (2013) in P. coccineus, inoculation of Triticum aestivum with a consortium of PGPR (Bacillus sp. and two Azospirilli) increased plant yield and rose N, P and potassium (K) content in grains, suggesting similar induced microbial mechanisms (Akhtar et al., 2021; Supplementary Table S1).

4.1.4 Other plant species

4.1.4.1 Tree species

PGPR application in tree species has emerged as an important strategy to improve seedling acclimation (Nunes Tiepo et al., 2018).

Inoculation of 1-year-old Sambucus williamsii seedlings with Acinetobacter calcoaceticus X128 determined an increase in root biomass, CO2 assimilation rate, and stomatal conductance (Liu et al., 2019b; Table 2). Interestingly, a higher ABA content was only detected in root tissues in inoculated plants, which could be why the increase in the ABA content failed to induce stomatal closure as expected. The inoculation with the X128 strain also determined an increase in the shoot cytokinin content compared to non-inoculated plants. The inhibitory effects of cytokinins and auxins on ABA stomatal closure induction were already observed by Tanaka et al. (2006), who reported that both hormones modulate ethylene biosynthesis, but only cytokinins inhibit the ABA-induced reduction of osmotic pressure in the guard cells.

Differently from what was observed in S. williamsii, inoculation of Trema micrantha and Cariniana estrellensis (two neotropical tree species) with Azospirillum brasilense Ab-V5, Bacillus sp., and Azomonas sp. did not determine any increase in the assimilation rate (Nunes Tiepo et al., 2018; Table 2). In contrast, inoculation of C. estrellensis with Azorhizophillus sp. determined reduced CO2 assimilation rate and stomatal conductance and increased H2O2 leaf concentration (Table 2). These variations can be connected to oxidative stress that did not affect biomass production.

4.1.4.2 Vitis vinifera

The Ait Barka group at the University of Reims observed contrasting effects on the leaf gas exchanges of Vitis vinifera cultivar Chardonnay after inoculation with Burkholderia phytofirmans PsJN (Table 2). In preliminary work, in which the micro-propagated plants were treated with a diluted PsJN cell suspension (106 CFU ml-1), Ait Barka et al. (2006) detected an increase in the assimilation rate and plant growth compared to the non-inoculated plants (Table 2). In a subsequent paper, the same research group performed a similar experiment using a 100-fold more concentrated bacterial inoculum (108 CFU ml-1). In the latter conditions, the lowest CO2 assimilation rate was observed in the PsJN-inoculated plants (Fernandez et al., 2012; Table 2). These results highlight the importance of testing different inoculum concentrations to evaluate the effect of a PGPR on the target plant system. At the same time, the decrease in the CO2 assimilation rate determined by an increase in the PsJN cell density indicated that, at high cell dosages, a PGPR could be perceived by the plant as an external agent causing biotic stress.

Backes et al. (2021) also reported a similar effect in barley inoculated with a different strain belonging to the same genus: Burkholderia sp. strain B25. The foliar application of strain B25 at a concentration of 109 CFU ml-1 was associated with increased cyclic electron flow (Table 2). This pathway allows the synthesis of ATP and is involved in protecting PSI in plants under stress. Under this point of view, the measurement of the plant ecophysiological responses to PGPRs can be a valuable tool to optimize the dose of the inoculum and the application mode of the PGPR biostimulant (seed, soil or foliar; Jing et al., 2023).

4.1.4.3 Salicornia ramosissima

The effect of the PGPR consortium of Thalassaspira australica SRT8, Pseudarthrobacter oxydans SRT15, and Vibrio neocaledonicus SRT1 was analyzed by Mesa-Marín et al. (2020). The application of microorganisms did not enhance CO2 assimilation rate or stomatal conductance, and the quantum yield of PSII in dark-adapted leaves was lower, while dissipated energy flux was higher compared to non-inoculated plants, indicating a reduced amount of energy transfer to photochemistry reactions (Table 2). Nevertheless, the relative growth rate increased in inoculated S. ramosissima, probably because of reduced C losses.

4.2 Effect of PGPR under abiotic and biotic stress

4.2.1 Salinity

PGPR have been shown to affect leaf gas exchanges under saline conditions positively. This can be achieved by increasing stomatal conductance, synthesizing secondary metabolites and antioxidant enzymes, or by altering the selectivity of ion absorption in the roots. Particularly, Wang et al. (2023) proved that the application of Bacillus pumilus JIZ13 on Oryza sativa exposed to high salinity (NaCl 300 mM) increased assimilation rate, stomatal conductance, and chlorophyll content compared to non-inoculated plants (Supplementary Table S2). The ability of the JIZ13 strain to produce IAA and siderophores and solubilize phosphate also determined an increase in nutrient acquisition and root growth. The increased production of compatible solutes (i.e., proline and sugars) and antioxidant enzymes could be supported by higher energy availability associated with increased photosynthetic activity. The accumulation of osmolytes and enzymatic activities were responsible for a decrease in oxidative stress by regulating the steady-state concentration of ROS (malondeadehyde, H2O2, and O2-).

Similar results on the photosynthetic activity were obtained by Bisht et al. (2022) in fenugreek plants grown under moderate salinity (70 and 150 mM NaCl) after inoculation with a microbial consortium including Azotobacter chroococcum, Enterobacter asburiae, and Lactococcus lactis. Also, in this PGPR-plant interaction, the increased photosynthetic rate was coupled with higher stomatal conductance, transpiration, intercellular CO2 concentration, chlorophyll a and total chlorophyll, and carotenoids, compared to non-inoculated plant, with a consequent increase in shoot and root dry weight (Supplementary Table S2).

A positive effect of PGPR application on photosynthetic rates, chlorophyll content (a and b), and stomatal conductance was also observed inoculating Glomus versiforme with Micrococcus yunnanensis (Afrangan et al., 2023; Supplementary Table S2). The Authors observed that, under all salinity levels, the PGPR application determined no changes in Na+ concentration in root and shoots compared to non-inoculated plants and an increase in K+ in roots and shoots, probably related to changes in selective ion absorption and transportation (Supplementary Table S2). In plants treated with M.yunnanensis, the improved redox status was accompanied by increased antioxidant enzymatic activities and carotenoid concentrations similar to what was observed with B. pumilus JIZ13 in O. sativa.

In Glycine max grown under saline stress, Kumari et al. (2015) observed that the inoculation with Pseudomonas sp. strain AK-1 and Bacillus sp. determined an increase in the total chlorophyll content compared to non-inoculated plants (Supplementary Table S2). Under the same conditions, the PGPR determined an enhancement in plant biomass and the production of molecules (proline and lipoxygenase), which can be involved in determining salt tolerance (Supplementary Table S2).

García-Cristobal et al. (2015), studying the response of O. sativa to two non-nodulating diazotrophic bacteria (Bacillus sp. L81 and Aeromonas sp. AMG272) under saline conditions, observed a reduction of the stress symptoms, which was not accompanied by significant variations in the efficiency of photosystem II (Supplementary Table S2). The relief of saline stress was coupled to a variation in enzymatic activities related to oxidative stress, especially ascorbate peroxidase and superoxide dismutase (Supplementary Table S2).

4.2.2 Drought

Under drought stress, the application of PGPR has shown different effects on plant growth and photosynthetic efficiency.

In pot culture experiments carried out with Sambucus williamsii grown under a reduced water regime, Liu et al. (2019b) demonstrated that inoculation with Acinetobacter calcoaceticus X128 determined a delay in the inhibitory effect of drought stress (Supplementary Table S2). Under the same cultivation conditions, non-inoculated drought-stressed plants showed a detectable reduction of stomatal conductance and assimilation rate already on day six from the onset of the treatment. In inoculated plants, the reduction in stomatal conductance and assimilation rate were less pronounced compared to non-inoculated plants. Both parameters remained significantly higher after long-term exposure to drought stress (days 24 and 30), supporting the conclusion that the crosstalk between A. calcoaceticus X128 and the plant triggered a response that mitigates the drought symptoms. The Authors correlated the lower intercellular CO2 concentration measured in inoculated plants at the end of the treatment (day 36) to an increase in the carboxylative activity by RuBisCO induced by the PGPR. Moreover, X128 inoculated plants showed a complete recovery of the photosynthetic activity 6 days after rewetting: assimilation rate and stomatal conductance were similar to the control and higher than non-inoculated plants.

The same Authors, analyzing the protecting effect of A. calcoaceticus X128 on S. williamsii under different severity levels of drought stress (from light to severe), showed that this strain, in addition to the increase in the assimilation rate, stomatal conductance, and dry mass, determined an increase in the relative water content of the plant under all drought conditions (Supplementary Table S2; Liu et al., 2019a).

An increase in the photosynthetic activity (higher assimilation rate and stomatal conductance, higher chlorophyll a and b content) was also reported by Akhtar et al. (2021) in T. aestivum subjected to drought treatment and inoculated with a consortium of one Bacillus sp. and two Azospirillum strains (Supplementary Table S2). The Authors observed that the enhancement of the photosynthetic activity was related to an increase in some antioxidant enzymatic activities (peroxidase and catalase) and the concentration of K and P in root and shoot tissues. Moreover, N, K, and P content in grains was ameliorated, increasing the nutritional value of the production (Supplementary Table S2). Although the CO2 assimilation rate was higher in inoculated plants, no biomass increase was observed, probably because of the high energy costs of secondary metabolite production.

In an interesting study on the effect of two endophytes (Burkholderia phytofirmans PsJN and Enterobacter sp. FD17) on the growth of two maize cultivars (Mazurka and Kaleo) under drought conditions, Naveed et al. (2014) reported that the inoculation with both PGPR determined greater assimilation rate, higher chlorophyll content and Fv/Fm compared to non-inoculated plants (Supplementary Table S2). In PsJN-treated plants, the increase of these parameters was associated with higher stomatal conductance, while no effect on stomatal conductance was observed in FD17-inoculated plants (Supplementary Table S2). Data reported by Naveed et al. (2014) also indicated that the assimilation rate measured in PsJN-inoculated plants under drought stress was similar to that in non-stressed plants (Supplementary Table S2). At the same time, the inoculation of this microorganism allowed the authors to obtain an increase in the aboveground biomass even compared to non-stress plants. The latter results were also observed for FD17 but only in one of the two cultivars (Mazurka; Supplementary Table S2).

Inoculation of C. arietinum seeds with strains belonging to M. ciceri (MC), S. marcescens SF3, and Serratia sp. ST9 determined increased plant biomass, height, and grain yield without significantly enhancing the photosynthetic parameters (Shahzad et al., 2014; Supplementary Table S2). Under the same experimental conditions, an inoculation of C. arietinum seeds with a combination of MC and the other strains (MC+SF3 and MC+ST9) determined both an increase in the plant growth and the photosynthetic parameters (Supplementary Table S2). These results indicate that a correct and comprehensive measurement of the photosynthetic parameter can be valuable to studying PGPR-plant interactions and the cumulative effect of combinations of selected PGPR strains on plant physiology. Differently from what Naveed et al. (2014) observed, PGPR application might also not ameliorate growth conditions under stress. Inoculation of the tree species Trema micrantha and Cariniana estrellensis with Bacillus sp., Azomonas sp., and Azorhizophillus sp. grown under drought conditions did not increase plant biomass or assimilation rate compared to non-inoculated plants (Nunes Tiepo et al., 2018; Supplementary Table S2). Only Azospirillum brasilense Ab-V5 provoked a positive effect on photosynthetic rates in C. estrellensis, which were induced by a higher carboxylation efficiency rather than enhanced stomatal conductance (Supplementary Table S2). Moreover, Romero-Munar et al. (2023) also found no effect on assimilation rate, stomatal conductance, root and shoot biomass in maize treated with B. megaterium and subjected to the combined drought and high-temperature stresses compared to non-inoculated plants (Supplementary Table S2). Although changes in hormone concentrations were observed, these were insufficient to induce a positive effect on plant growth (Supplementary Table S2). Different responses to drought were observed inoculating recombinant tomato’s inbred lines (RIL20, 40, 66, 100) with the PGPR Variovorax paradoxus 5C-2 (Table 2; Supplementary Table S2; Calvo-Polanco et al., 2016). Only in one of the four inbred lines (RIL66), the PGPR determined an increase in the aboveground biomass. Interestingly, this effect was not accompanied by a concomitant increase in CO2 assimilation rates and by a decrease in the proline content and the abundance of plasma membrane intrinsic proteins subfamily PIP1 and PIP2 (aquaporin channels that facilitate the passive movement of water molecules from cell to cell). These results, together with the negative observed correlation between root hydraulic conductivity and phosphorylated PIP2 in RIL66 demonstrated that the enhanced root hydraulic conductivity in inoculated plants was related to altered apoplastic water flow. This study highlights the importance of using selected plant material which positively respond to PGPR inoculation to ameliorate the cultivation conditions under drought stress.

In A. thaliana inoculated with P. brassicacearum STM196, a reduction in assimilation rate and stomatal conductance (transpiration) (Supplementary Table S3), not coupled with a decrease in stomatal density were observed by Bresson et al. (2013) under drought stress. The reduction in stomatal conductance triggered by an increase in ABA content limited CO2 assimilation but protected the plant against desiccation by increasing water use efficiency, leaf water preservation (relative water content), and drought resistance (Supplementary Table S2).

4.2.3 Flooding

Waterlogging and flooding trigger a series of biological, chemical, and physical modifications in soils which can limit plant growth and survival. The supply of oxygen to the roots becomes one of the main factors reducing plant growth in these environments. Hormonal signals transmitted from the roots to the shoots (ABA and cytokinin) usually induce stomatal closure, limiting leaf gas exchange (Koslowski, 1997), while, in tolerant plants, aerenchyma and adventitious root formation are usually observed (Visser et al., 1995; Blom and Voesenek, 1996; Abou Jaoudé et al., 2013). Together with plant responses, PGPB have also been reported to induce plant anatomical modifications aiming at reducing root anoxia. For example, Ueckert et al. (1990) demonstrated that inoculation with Azospirillum brasilense increased the size of aerenchyma and, proportionally, the oxygen concentration in the rhizosphere. In the same study, an interesting increase in the permeability of the cell wall was observed which increased the oxidation of the rhizosphere.

Salazar-Garcia et al. (2022) reported an increase in stomatal conductance, chlorophyll index and optimal Fv/Fm values in radish plants subjected to flooding and treated with Azospirillum brasilense, compared to non-inoculated plants (Supplementary Table S2). The overall betterment of the photosynthetic performances was also remarkable in terms of plant architecture and biomass production: the leaf area, leaf number, and diameter of the tuberous roots were all comparable to plants grown under control conditions, while the total plant dry weight, although lower compared to control plants, was significantly higher than non-inoculated waterlogged ones. However, the mechanisms behind this growth enhancement remained unclear. In fact, despite A. brasilense being a well-studied PGPR known for its multi- (fixing nitrogen, production of IAA, gibberellins, ABA, cytokinins and ethylene), and some strain-specific promoting activity, its growth promotion is often the result of cumulative effects (Bashan and de-Bashan, 2010).

Czarnes et al. (2020), evaluating the effect of Azospirillum lipoferum CTR1 inoculation on maize subjected to waterlogging, obtained contrasting results analyzing different cultivars. Inoculation with strain CTR1 enhanced the photosynthetic performances of the cultivar FriedriXX, with a slight increase in the root length and a decrease in the leaf area compared to non-inoculated plants. In contrast, inoculation of cultivar FuturiXX with A. lipoferum CTR1 determined a reduction in the ФPSII and photosynthetic rate.

Thus, although using bacteria with multiple promoting traits like Azospirillum strains might be advantageous in terms of growth stimulation, experiments need to be designed more accurately taking into account both the cultivar physiological performances and the strain promoting traits if a clear understanding of the specific mechanism(s) taking part to the growth stimulation process needs to be achieved.

4.2.4 Chilling

Chilling, i.e., the cold temperature above the freezing point (0-15°C), inhibits plant growth and development in susceptible plants, inactivating plasma membrane and tonoplast, decreasing photosynthesis because of increased stomatal resistance and photosystems’ damage, causing metabolic disorders (Larcher, 1995). When chilling occurs at a high light intensity, oxidative stress and photoinhibition were observed: the accumulation of ROS can lead to programmed cell death, a strategy plants use to escape oxidative damage (Aslam et al., 2022).

The effect of PGPRs on cold stress was studied in monocotyledons and dicotyledons using different bacterial systems. In works carried out at the University of Reims with micro-propagated grapevine (Vitis vinifera) cultivar Chardonnay, the research group headed by Ait Barka demonstrated that inoculation with Burkholderia phytofirmans PsJN induced physiological changes that enhanced the adaptation of plants to cold stress (Supplementary Table S2). In particular, the inoculation with strain PsJN determined increased CO2 fixation and O2 evolution and starch and proline content, indicating an osmotic adjustment (Ait Barka et al., 2006; Supplementary Table S2). Moreover, the conversion of fructose and mannose in ascorbic acid might have induced the stimulation of ROS-scavenging via ascorbate synthesis, reducing oxidative stress compared to non-inoculated grapevine plantlets (Fernandez et al., 2012).

4.2.5 Nutrient limitations

The role of PGPR in contrasting the adverse effects of nutrient limitations on plant growth has been widely reviewed, especially in poor, arid, and saline soils (Poria et al., 2022; Khan et al., 2023; Naorem et al., 2023). However, studies aiming at analyzing the effect of bacteria with specific abilities to enhance plant nutrient status on photosynthesis are limited.

An interesting study was conducted by Calzavara et al. (2018), who analyzed the effect of applying two PGPR to maize plants grown under optimal and reduced N fertilization (Table 3). Under low nitrogen input, the two microorganisms, a diazotroph A. brasilense (Ab-V5) and a no-nitrogen-fixing Bacillus sp. strain (ZK), affected physiological plant performances differently without inducing a modification in plant growth compared to non-inoculated plants. Inoculation with Bacillus sp. ZK determined an increase in CO2 assimilation rates and maximum quantum yield of PSII without affecting plant biomass and architecture or the leaf content of organic and inorganic N compounds compared to non-inoculated plants.

Table 3
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Table 3 Effects of PGPR inoculation on photosynthetic parameters, anatomical traits, nutrients’ content, and metabolites measured in plants grown under low or high N, or with the addition of an insoluble P source (rock phosphate) compared to non-inoculated plants (↑: increase; ↓: decrease; = non-significant variations).

Conversely, no variations in the photosynthetic performances, plant architecture and plant biomass were induced by A. brasilense Ab-V5 compared to non-inoculated plants. Still, leaf N compounds significantly increased. The scenario changed under high N input: in plants inoculated with the diazotroph A. brasilense strain Ab-V5, CO2 assimilation rates were higher due to increased carboxylation activity. However, no increase in plant biomass occurred compared to non-inoculated plants. In plants inoculated with Bacillus sp. strain ZK, the higher N availability did not increase CO2 assimilation rates, although an increase in above- and belowground biomass was observed. Unexpectedly, in this study, the diazotroph A. brasilense strain Ab-V5 did not produce an increase in CO2 assimilation rates or biomass under low N input, but the opposite occurred. These data indicate that an increase in the soluble sugar concentration in the leaves have a negative effect the photosynthetic process. In fact, under low N inputs, total soluble sugar concentration increased in the leaves, and vice versa when the input on N was high. Again, as already reported, changes in sugar metabolism induced by microorganisms might be important in affecting plant photosynthesis. Nevertheless, in this experiment, the observed increase in assimilation rates never produced an increment in plant biomass, independently of N availability, demonstrating that other extra carbon and energy were unavailable for plant growth. The authors hypothesized that bacterial signals might have increased rhizodeposition to support the plant–bacteria mutualism.

Regarding phosphorus limitations, both Gram-positive and Gram-negative bacteria with phosphate solubilizing activity have been proven to beneficially affect plant photosynthesis, growth, or yield when the inoculated plants were supplied with insoluble P (Table 3).

Omar et al. (2022) showed that inoculation of cucumber plants with four Streptomyces-affiliated strains having the ability to solubilize phosphate and produce IAA and siderophores had a positive effect on plant height, leaf number, area, fruit number, and fresh weight compared when rock phosphate was used as P fertilizer. Nevertheless, Streptomyces strains stimulated plant growth to different extents, independently of the observed in vitro quantified promoting traits. Notably, strains having similar P-solubilizing abilities (HM2, HM8 and HM10) differently affected plant growth performances (leaf number, plant height and root length) and fruit production. On the other hand, inoculation of cucumber plants with Streptomyces strains having significantly different P-solubilizing activity (HM3 and HM8) determined a similar stimulatory effect on plant growth and fruit production. These data indicate that a high P-solubilizing potential determined under laboratory conditions is not always associated with a superior plant growth promotion in the presence of water-insoluble P.

Similar evidence was obtained by Collavino et al. (2010) analyzing the effect of two strains with high P-solubilizing activity, Enterobacter aerogenes R4M-A and Burkholderia spp. R4M-F, on Phaseolus vulgaris. The authors reported an increase in shoot and root dry mass, leaf area, P concentration and CO2 assimilation rates only in plants inoculated with E. aerogenes R4M-A.

Omar et al. (2022) also reported that the biomass increase observed in Streptomyces-inoculated cucumbers was not associated with higher CO2 assimilation rates, indicating that the interaction between this PGPR and the plant might have reduced carbon loss (Table 3).

To date, only few studies have been conducted to assess the effect of PGPR inoculation on plant carbon losses, through respiration or exudation. Regarding losses through respiration, Vonderwell et al. (2001) observed a decrease in root respiration coupled with an increase in total root length, root and shoot biomass and IAA root concentration in loblolly pine six weeks after inoculation with the bacterial strain INR7. On the other hand, C losses through increased exudation have been reported after inoculation of Cupressus sempervirens with Bacillus subtilis and Pseudomonas stutzeri (Oppenheimer-Shaanan et al., 2022), sorghum seedling with the nitrogen-fixing bacteria Azospirillum brasilense, Azotobacter vinelandii or Klebsiella pneumoniae (Lee and Gaskins, 1982).

The use of consortia of P-solubilizing bacteria provide a more complex picture of the PGPR-plant interaction in low-phosphate conditions. Using two-month-old pot transplanted strawberry (Fragariavesca var. Rociera) plants and a consortium of five PGPR (SDT3, HPJ40, SMT38, SRT15 and S110, respectively affiliated to Pseudomonas sp, Bacillus zhangzhouensi, Bacillus velezensis, Pseudarthrobacter oxydans, and Variovorax), Valle-Romero et al. (2023) analyzed the impact of the bacterial inoculation on plants grown under sub-optimal phosphorous fertilization (Table 3). The bacterial consortium included three P-solubilizing strains (SDT3, HPJ40, SRT15) and 2 non-P-solubilizing bacteria (SMT38 and S110) producing ACC-deaminase activity. Four of these five strain were able to fix nitrogen (HPJ40, SMT38, SRT15 and S110) and produce siderophores (SDT3, HPJ40, SMT38 and S110); two of them also were able to produce IAA under laboratory conditions (SRT15 and S110). Under phosphorous limitation or in the presence of water-insoluble P, the plant inoculation with the PGPR consortium had a positive effect on CO2 assimilation rates, stomatal conductance, carboxylation activity by RuBisCO and water use efficiency compared to the non-inoculated plants. However, root and shoot biomass only significantly increased when plants were grown with insoluble P. Decoupling of photosynthesis and plant growth in inoculated plants due to the lack of insoluble P addition were mainly explained by an invariant mesophyll conductance, and a less marked increase in Vcmax, ΦPSII and electron transport rate in the short-term compared to bio-fertilized and insoluble P-treated plants. Moreover, P and potassium (K) leaf and root concentrations, and C/N were higher in all inoculated plants, and even higher when plants were supplied with insoluble P.

These experiments clearly demonstrate that an amelioration of the plant photosynthetic performances might not necessarily be translated into a biomass increase (and vice versa). Considering that PGP activity positively and negatively influence the plant carbon balance, the amelioration effects associated to PGPR inoculation should be evaluated integrating the analysis of photosynthetic activity, plant biomass production and plant architecture.

4.2.6 Heavy-metals and pollutants

Plant toxicity by heavy metals has emerged as one of the most severe threats to crop production (Riyazuddin et al., 2022). Heavy metals have been reported to induce modifications in the structure and function of stomata (Guo et al., 2023) and RuBisCO activity (Li et al., 2010; Dhir et al., 2011) and altering the functionality of photosystems, thus negatively affecting light and dark reactions of photosynthesis (Riyazuddin et al., 2022).

Inoculation with PGPR has been shown to reduce the effect of toxicity of these pollutants in plants. For example, a reduction of metal ion (Zn, Cd) transfer from the roots to the shoots and a higher As accumulation in roots but not in the leaves were reported after inoculation of Burkholderia sp. D54 on Lolium multiflorum seeds and plantlet roots grown in heavy-metal contaminated paddy soil (200 mg kg-1 for Zn, 30 mg kg-1 for As, 0.3 mg kg-1 for Cd and 80 mg kg-1 for Pb; Guo et al., 2014; Supplementary Table S2). Although photosynthetic rates did not increase in response to inoculation, both root and shoot biomass were significantly higher compared to non-inoculated plants, and this did not decrease the total plant bioaccumulation (Supplementary Table S2). Inoculation of L. multiflorum and G. max with Bradyrhizobium sp. YL-6 showed contrasting effects when plants were grown in soil with 20 mg kg-1 Cd (Guo and Chi, 2014). Inoculation increased chlorophyll and carotenoid content in both species, though an enhancement in shoot biomass was observed only in L. multiflorum (Supplementary Table S2). The Cd root concentration in this plant was less than half compared to G. max (Supplementary Table S2). The higher Cd concentration in the roots seemed to have limited aboveground biomass production in this last species. The root/shoot being almost 80% lower than L. multiflorum (0.311 and 0.06, respectively, for L. multiflorum and G. max under drought). As Mg and Fe concentrations were higher, while Cd was lower in G. max leaves compared to L. multiflorum, we can hypothesize that the lack of an increase in above and belowground biomass was not the result of a decreased availability of these two ions (Supplementary Table S2). Belowground biomass allocation seems, therefore, to play an important role in determining the positive effect of PGPR under heavy metal stress.

A different scenario was reported by Mesa-Marín et al. (2020) in Salicornia ramosissima subjected to heavy-metal pollution and inoculated with Thalassaspira australica SRT8, Pseudarthrobacter oxydans SRT15 and Vibrio neocaledonicus SRT1. The three PGPR enhanced relative growth rate and stem branches increment as a result of a higher photosynthetic rate, which was due to an increase in RuBisCO activity rather than higher stomatal conductance, as suggested by the lower CO2 intercellular concentration (Supplementary Table S2). Inoculation also enhanced the quantum yield of PSII and decreased the dissipation energy flux (Supplementary Table S2). As Cu, Ni, Pb, and Zn concentrations were higher in inoculated plants compared to non-inoculated ones, a positive effect of the treatment might have been connected to an optimization of metal compartmentalization or an increase in antioxidant activity, which, however, was not measured in this work (Supplementary Table S2).

Another important class of pollutants that negatively affect plant physiology and morphology is represented by petroleum hydrocarbons (PHs). Soil contamination by PHs determines a reduction in plant growth associated with an ethylene response and oxidative stress in the root tissues.

In Secale cereale cultivated in PHs contaminated soil, Gurska et al. (2015) reported that inoculation with Pseudomonas putida UW4, an IAA and ACC deaminase producing PGPR, determined an increase in the root diameter compared to non-inoculated plants. This morphological modification was coupled to a decrease in non-photochemical quenching (heat dissipation) and an increase in the expression of genes involved in the defense/stress response. PDS (encoding phytoene desaturase, a key enzyme involved in synthesizing carotenoids), PABP (encoding an RNA-binding protein important for mRNA translation and metabolism), cytochrome P450 monooxygenases (which catalyze many reactions involved in metabolism contaminants, increasing solubility and bioremediation), and PMA (encoding the plasma membrane H+ATPase, that is involved in inducing stomatal opening, and regulating cell elongation and intracellular pH) were all upregulated in shoots of UW4 inoculated plants.

In maize grown in soil contaminated with spent metalworking fluids (MWFs) inoculated with P. fluorescens Aur6 determined a significant increase in the Hill reaction and the number of chloroplasts compared to non-inoculated plants (Grijalbo et al., 2013; Supplementary Table S2).

These results demonstrate that PGPR can decrease the detrimental effects of toxins by modifying the expression of plant genes encoding for stress response and by directly protecting the plant against the damage produced by pollutants.

4.2.7 Biotic stress

Biotic stress has been reported to induce changes in the photosynthetic activity. Although not all PGPR are effective in biocontrol, they can improve overall plant fitness, inducing a better pathogen response.

Among the considered research articles, leaf gas exchange was measured only by Backes et al. (2021), while fluorescence was taken into account in other studies evaluating the plant response to pathogens in the presence of PGPR. Burkholderia strain B25, a PGPR with antifungal activity, was reported to increase the maximum quantum yield of photosystem II in inoculated non-stressed Hordeum vulgare, with no enhancement of the CO2 assimilation rate, compared to non-inoculated control (Supplementary Table S2); however, when B25 was applied to Hordeum vulgare infected with Drechslera teres, the observed enhancement of Fv/Fm was coupled to an increase in the net CO2 assimilation rate compared to non-inoculated stressed plants (Supplementary Table S2). Similar results were reported by García-Cristobal et al. (2015), who found pathogenesis-related proteins and ROS detoxification activity increasing in Oryza sativa after inoculation with strains Bacillus sp. L81 and Aeromonas sp. AMG272, known to be effective against X. campestris; the protection mechanisms prevented the reduction of the maximum quantum yield of photosystem II instead observed in non-inoculated plants (Supplementary Table S2). The quantum yield of PSII in the light was also reported not to change in G. max inoculated with Pseudomonas fluorescens N21.4, Stenotrophomonas maltophilia N5.18, Chryseobacterium balustinum Aur9 and infected by Xanthomonas axonopodis (Algar et al., 2014; Supplementary Table S2). The Authors reported a reduced relative disease index (probably due to a higher isoflavone content observed in plants inoculated with three of the four PGPR used in this research; Supplementary Table S2). The enhancement of quantum yield of photosystem II due to the inoculation with PGP bacteria can also have different effects, whether the microorganisms are applied in stressed or unstressed plants. In pot experiments carried out in a growth chamber, Barriuso et al. (2008) analyzed the effect of four Gram-positive PGP rhizobacteria isolated from Pinus sp. on the biomass production and photosynthetic activity of Arabidopsis thaliana grown under biotic (Pseudomonas syringae DC3000) and abiotic (saline, NaCl 60 mM) stress. They showed that these strains determined a significant reduction in the disease index after challenging with P. syringae DC3000 and, for three of them, of the chlorotic symptoms under saline stress (Supplementary Table S2). They also reported inoculating A. thaliana with the PGP strain Streptomyces sp. I26 determined a significant Fv/Fm ratio increase only under biotic and abiotic stress conditions and no effect on biomass production (measured as fresh weight) under either stress or control conditions (Supplementary Table S2). In contrast, inoculation with Arthrobacter oxidans BB1, the unique strain able to stimulate biomass production under all the tested conditions, had no significant effect on the photosynthetic activity of unstressed plants but stimulated photosynthesis in A. thaliana exposed to biotic or abiotic stress (Barriuso et al., 2008; Supplementary Table S2).

Inoculating A. thaliana with M84, a strain belonging to Curtobacterium (Actinobacteria phylum), a genus commonly found in the phyllosphere microbiome (Mulani et al., 2021), the Fv/Fm ratio and fresh weight varied following the same pattern. It increased only in plants exposed to the biotic stress (Supplementary Table S2). In contrast, the treatment of A. thaliana with Bacillus sp. L81 determined a significant increase in the photosynthetic activity under all tested conditions and when plant growth was unchanged (unstressed and biotic stressed plants; Supplementary Table S2).

These results indicated that the photosynthetic activity (even when limited to a single parameter such as the Fv/Fm ratio) could be a valuable tool to differentiate among biocontrol agents that are effective in plant pathogen or abiotic stress protection and have PGP activity only on stressed plants.

On the other hand, the quantum yield of photosystem II has also been reported to decrease after inoculation of stressed plants with PGPR compared to non-inoculated stressed plants. In A. thaliana treated with Phyllobacterium brassicacearum STM196, Bresson et al. (2014) reported lower Fv/Fm in plants surviving severe drought compared to non-inoculated plants (Supplementary Table S2). The authors described a relationship between Fv/Fm and survival probability: inoculation did not affect the A. thaliana mortality threshold. However, it delayed and reduced the mortality rate during soil drying, inducing a higher recovery of perishing plants after rewetting. Therefore, the quantum yield of PSII can be a parameter used to predict the fate of plants when subjected to severe stress but cannot give precise insights into what is happening to the whole photosynthetic process.

4.3 Effect of abiotic stress on PGPR

Microorganisms are not always immune to the stress to which plants are subjected. Under the same growth conditions, PGP microorganisms can be differently tolerant to stress, and the tolerance can be strain dependent. For instance, Quiñones et al. (2013) showed that nodulation of Lupinusalbus was stopped and chlorophyll and xanthophyll content were lower if the plants were inoculated with a Hg-sensitive Bradyrhizobium canariense strain and treated with high concentration of HgCl2, compared to plants inoculated with an Hg-tolerant strain. In a count of viable PGPR under drought stress, Acinetobacter calcoaceticus X128 exhibited greater tolerance to drought among seven microorganisms (Brevundimonas sp. X60, Pseudomonas sp. X123, A. calcoaceticus X128, Bacillus cereus Z77, Paenibacillus polymyxa SC2, Bacillus subtilis GE1, and Enterobacter cloacae T026) isolated from the rhizosphere of soils often subjected to severe and repeated water shortage (Liu et al., 2019b). Microorganisms can also exhibit more or less efficient plant growth-promoting traits when grown under stress conditions (Kumari et al., 2015; Wang et al., 2023). The bacterium Bacillus sp. JIZ13 showed lower IAA and siderophore production and reduced phosphate solubilizing and ACC deaminase activity when grown in media at increasing NaCl concentration compared to control (Wang et al., 2023).

Bacterial strains applied to the same plant cultivar have been shown to promote plant growth under stress differentially (Supplementary Table S2). Naveed et al. (2014) showed that PsJN was more effective compared to FD17 in increasing assimilation rate, probably due to lower non-stomatal limitations (stomatal conductance, Fv/Fm and chlorophyll content were similar). Moreover, Akhtar et al. (2021) demonstrated that growth-promoting activity can be affected by the stress microorganisms are supposed to alleviate in plants. In this exhaustive study, phytohormone production measured in different PGPR was differently affected by drought: IAA and cytokinins produced by Bacillus sp., Azospirillum lipoferum, A. brasilense and a consortium of the three strains significantly decreased under 10% PEG in culture media, while ABA increased significantly in all strains. Moreover, under both control and 10% PEG treatment, IAA, ABA, and cytokinins were produced in higher amounts by the consortium of the three strains rather than the single ones. Ahmed et al. (2021) reported drought-tolerant strain Enterobacter sp./Leclercia adecarboxylata (MT672579.1) to exhibit higher in vitro production of IAA, ACC deaminase, salicylic acid, and the phenolic compound 2, 3-dihydroxybenzoic acid, and phosphate-solubilizing activity at increasing PEG concentrations. The persistence of the inoculated strains might not be the same, independent of the application of the stress. Thus, strains can differ in their colonization efficiency: PsJN CFU/g dry biomass was higher than FD17. This result may explain the higher growth promotion measured in plants treated with PsJN compared to FD17. Kumari et al. (2015) report bacterial colonization of Pseudomonas sp. strain AK-1 and Bacillus sp. strain SJ-5 to differ regarding CFU/g root in both control and saline conditions. Notably, under control conditions, higher colonization was found in SJ-5 (105 CFU/g root) compared to AK-1 (103 CFU/g root). Under saline conditions, SJ-5 showed better colonization (108 CFU/g root) than AK-1 (101 CFU/g root). It is worth noting that both strains showed an in vitro comparable growth under different salt concentrations, highlighting that factors other than the stress treatment can affect the colonization efficiency; the same bacterial strain applied to different cultivars of the same plant species can differently affect plant growth under stress, even if the cultivars’ photosynthetic activity is comparable under control conditions. Barriuso et al. (2008) also showed that bacterial strains selected from Pinus sp. that had shown PGPR traits in vitro could not stimulate growth in A. thaliana grown under optimal conditions.

These observations suggest that, although tolerant to a particular stress, an extensive evaluation of the effectiveness of a plant growth promoter must be done to define eventual changes in the promoting traits. Moreover, microorganisms might have different promoting activities depending on the plant species they apply to.

5 Conclusions and future perspectives

This review critically analyzed the literature regarding the effect of PGPR on plant growth and sensing under stressful and non-stressful conditions. Our synthesis revealed non-univocal plant ecophysiological responses to applying PGPR under control and stress conditions.

The analysis of the sole chlorophyll fluorescence does not represent a complete picture of the photosynthetic process. Thus, even if its measure is straightforward, it does not give insights into the mechanisms that drive the photosynthetic and growth processes in the presence of beneficial microorganisms. Fluorometric measurements must, therefore, be coupled to leaf gas exchange and plant anatomical and architectural analysis if more complete information is needed.

Some microorganisms have been shown to stimulate the photosynthetic assimilation rate and efficiency of photosystem II, promoting plant growth. In contrast, others did not produce a positive effect on photosynthesis but did stimulate plant growth by prolonging the vegetative period or increasing leaf number, leaf area and biomass, and root length and biomass.

In most papers where a reduction of the photosynthetic rate was observed, it resulted from a lower stomatal conductance. The latter was caused by an increase in the leaf sucrose content, which might have been triggered by changes in auxin production, transport, and homeostasis induced by the PGPR inoculation. Moreover, if leaf sucrose concentration increases due to a reduced phloem transport, hexokinase can also provoke stomata to close. Non-stomatal limitations to photosynthesis might also occur, mainly due to an increase in sucrose content, which has been proven to reduce RuBisCO content and carboxylative activity. Remarkably, the activity of RuBisCO, the most important enzyme in the Carbon Benson cycle, has been analyzed only in a reduced number of the considered articles, suggesting that we are far from understanding the effect of PGPR on the whole photosynthetic process. Deeper analyses are therefore needed to achieve this objective. Under stress conditions, the increased resistance to desiccation or ion toxicity was achieved by producing primary and secondary metabolites: proline and sugars were used as osmolytes by plants grown under saline conditions and drought.

In contrast, a concomitant increase in enzymes having antioxidant activity reduced ROS concentration in leaves. Different ion absorption and translocation differences were also observed at a root level due to PGPR inoculation. Microorganisms can induce selective absorption by changing root architecture and modifying root hydraulic properties. Although PGPR can enhance plant development and growth under stress conditions, the plant often does not reach the photosynthetic efficiency of non-inoculated plants grown under optimal cultivation conditions.

Plant responses to stress can have different timescales. Sometimes, changes in assimilation rate could only be detected during the late vegetative period, but not at the experiment’s beginning or end. This topic raises a time-connected question. Therefore, it is important to define the best timing to monitor detectable plant changes to reduce time-consuming measurements and increase laboratory efficiency. Depending on the setup and the objectives of the research (testing plant growth-promoting activity under optimal cultivation conditions, analyzing the effect of PGPR compared to non-inoculated plants grown under stressful conditions, or exploring the efficiency of PGPR-induced tolerance in the presence of stress compared to non-inoculated plants grown under optimal conditions), the timescale of the experiment can vary. Short-term (within days) leaf gas exchange measurements can be misleading because changes due to the adaptation to PGPR inoculation can obscure the potential initial benefit of the microorganism. Medium-term experiments seem to fit better when comparing inoculated to uninoculated plants grown in the presence of a specific stress, particularly if a comparison of the efficiency of different single-applied PGPR is the aim of the research. Long-term experiments are recommended when photosynthetic and growth performances of inoculated plants are analyzed compared to control, both in the presence or absence of stress. Moreover, in sequential measurements, the efficiency of PGPR in alleviating the effect of a specific stress must be evaluated in long-term experiments, considering that differences between controls and inoculated plants in the first stages of the application of the stress might probably be undetectable. As growth determines an increase in the time of plant dimension, more extended experiments also need more space; as an increase in competition for light and a possible overlap of canopies can occur, the spatial scale of the investigation must be adequately set.

It is worth considering that the choice of microorganisms with plant growth-promoting traits and their concentration must be carefully considered. Testing in vitro growth-promoting traits is not sufficient: microorganisms can show different efficiency in a specific trait; however, the effectiveness of their abilities also depends on their capacity to survive and colonize the soil, rhizo- or the phyllosphere. The production of some metabolites having promoting activity can be modified by the stress that the microorganism is supposed to alleviate in plants. Moreover, the inoculum concentration must also be studied in application tests before the beginning of the experiment, as high concentrations might trigger a negative response in plants, as demonstrated in the two research papers on Vitis vinifera considered in this review.

In this work, some articles did not investigate the effect of PGPR on plant biomass or architecture. In some others, only the fresh weight was considered, although water content can strongly affect this parameter. In many experiments, no variations in plant growth were observed in response to PGPR inoculation in both control and stress conditions. If no stimulation in plant biomass, size, or volume occurs compared to non-inoculated plants, can we still call the microorganism “plant growth-promoter”? Can we design experiments on PGPR without considering plant biomass, size or volume? We believe it is essential to integrate plant architecture and leaf physiological measures to test the real potentiality of presumptive PGPR.

Author contributions

RAJ: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Visualization, Writing – original draft, Writing – review & editing. FL: Formal analysis, Investigation, Writing – review & editing. AF: Formal analysis, Investigation, Writing – review & editing. MR: Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Supervision, Writing – review & editing.

Funding

The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was carried out within the Agritech National Research Center and received funding from the European Union Next-GenerationEU (PIANO NAZIONALE DI RIPRESA E RESILIENZA (PNRR) – MISSIONE 4 COMPONENTE 2, INVESTIMENTO 1.4 – D.D. 1032 17/06/2022, CN00000022).

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Author disclaimer

This manuscript reflects only the authors’ views and opinions, neither the European Union nor the European Commission can be considered responsible for them.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fpls.2023.1332864/full#supplementary-material

Abbreviations

ABA, abscisic acid; IAA, indole acetic acid; CEF, cyclic electron flow; Ci, intercellular CO2 concentration; ETR, electron transport rate; YCEF, quantum of cyclic electron flow; Y(I), quantum yield of photochemical energy conversion in PSI; Y(II), quantum yield of photochemical energy conversion in PSII; Y(NA), acceptor side limitation; Y(ND), donor side limitation; Y(NO), quantum yield of non-regulated non-photochemical energy loss in PSII; Fv/Fm, maximum quantum yield of PSII photochemistry measured in dark-adapted leaves; ФPSII, quantum yield of PSII or efficiency of PSII photochemistry measured in illuminated leaves; Ja-Ile, jasmonic acid-isoleucine; NPQ, non-photochemical quenching of chlorophyll fluorescence; ROS, reactive oxygen species; Vcmax, maximum rate of carboxylation; Jmax, maximum rate of electron transport; VTPU, triose phosphate utilization rate.

References

Abou Jaoudé, R., de Dato, G., Palmegiani, M., De Angelis, P. (2013). Impact of fresh and saline water flooding on leaf gas exchange in two Italian provenances of Tamarix africana Poiret. Plant Biol. 15, 109–117. doi: 10.1111/J.1438-8677.2012.00597.X

CrossRef Full Text | Google Scholar

Afrangan, F., Abdolreza, S. K., Alinia, M., Mastinu, A. (2023). Glomus versiforme and Micrococcus yunnanensis reduce the negative effects of salinity stress by regulating the redox state and ion homeostasis in Brassica napus L. crops. Biol. (Bratisl) 1, 3. doi: 10.1007/s11756-023-01479-3

CrossRef Full Text | Google Scholar

Ahluwalia, O., Singh, P. C., Bhatia, R. (2021). A review on drought stress in plants: Implications, mitigation and the role of plant growth promoting rhizobacteria. Resources Environ. Sustainability 5, 100032. doi: 10.1016/j.resenv.2021.100032

CrossRef Full Text | Google Scholar

Ahmed, B., Shahid, M., Syed, A., Rajput, V. D., Elgorban, A. M., Minkina, T., et al. (2021). Drought Tolerant Enterobacter sp./Leclercia adecarboxylata Secretes Indole-3-acetic Acid and Other Biomolecules and Enhances the Biological Attributes of Vigna radiata (L.) R. Wilczek in Water Deficit Conditions. Biol. (Basel) 10. doi: 10.3390/biology10111149

CrossRef Full Text | Google Scholar

Ait Barka, E., Nowak, J., Clément, C. (2006). Enhancement of chilling resistance of inoculated grapevine plantlets with a plant growth-promoting rhizobacterium, Burkholderia phytofirmans strain PsJN. Appl. Environ. Microbiol. 72, 7246–7252. doi: 10.1128/AEM.01047-06/ASSET/E91E3874-BC47-4F60-8E60-4B5B757AFF07/ASSETS/GRAPHIC/ZAM0110672530004.JPEG

PubMed Abstract | CrossRef Full Text | Google Scholar

Akhtar, N., Ilyas, N., Mashwani, Z.-U.-R., Hayat, R., Yasmin, H., Noureldeen, A., et al. (2021). Synergistic effects of plant growth promoting rhizobacteria and silicon dioxide nano-particles for amelioration of drought stress in wheat. Plant Physiol. Biochem. 166, 160–176. doi: 10.1016/j.plaphy.2021.05.039

PubMed Abstract | CrossRef Full Text | Google Scholar

Algar, E., Gutierrez-Mañero, F. J., Garcia-Villaraco, A., García-Seco, D., Lucas, J. A., Ramos-Solano, B. (2014). The role of isoflavone metabolism in plant protection depends on the rhizobacterial MAMP that triggers systemic resistance against Xanthomonas axonopodis pv. glycines in Glycine max (L.) Merr. cv. Osumi. Plant Physiol. Biochem. 82, 9–16. doi: 10.1016/J.PLAPHY.2014.05.001

PubMed Abstract | CrossRef Full Text | Google Scholar

Ali, S., Kim, W.-C. (2018). Plant growth promotion under water: decrease of waterlogging-induced ACC and ethylene levels by ACC deaminase-producing bacteria. Front. Microbiol. 9. doi: 10.3389/fmicb.2018.01096

CrossRef Full Text | Google Scholar

Aloo, B. N., Dessureault-Rompré, J., Tripathi, V., Nyongesa, B. O., Were, B. A. (2023). Signaling and crosstalk of rhizobacterial and plant hormones that mediate abiotic stress tolerance in plants. Front. Microbiol. 14. doi: 10.3389/FMICB.2023.1171104/BIBTEX

PubMed Abstract | CrossRef Full Text | Google Scholar

Altaf, M. A., Shahid, R., Kumar, R., Altaf, M. M., Kumar, A., Khan, L. U., et al. (2023). Phytohormones mediated modulation of abiotic stress tolerance and potential crosstalk in horticultural crops. J. Plant Growth Regul. 42, 4724–4750. doi: 10.1007/S00344-022-10812-0/METRICS

CrossRef Full Text | Google Scholar

Apine, O. A., Jadhav, J. P. (2011). Optimization of medium for indole-3-acetic acid production using Pantoea agglomerans strain PVM. J. Appl. Microbiol. 110, 1235–1244. doi: 10.1111/J.1365-2672.2011.04976.X

PubMed Abstract | CrossRef Full Text | Google Scholar

Aslam, M., Fakher, B., Ashraf, M. A., Cheng, Y., Wang, B., Qin, Y. (2022). Plant low-temperature stress: signaling and response. Agronomy 12. doi: 10.3390/agronomy12030702

PubMed Abstract | CrossRef Full Text | Google Scholar

Ayuso-Calles, M., Flores-Félix, J.D., Rivas, R., Freitas, H., Oliveira, R. S. (2021). Overview of the role of rhizobacteria in plant salt stress tolerance. Agronomy 11. doi: 10.3390/agronomy11091759

CrossRef Full Text | Google Scholar

Backes, A., Vaillant-Gaveau, N., Esmaeel, Q., Ait Barka, E., Jacquard, C. (2021 2021). A biological agent modulates the physiology of barley infected with drechslera teres. Sci. Rep. 11, 1 11, 1–16. doi: 10.1038/s41598-021-87853-0

CrossRef Full Text | Google Scholar

Backer, R., Rokem, J. S., Ilangumaran, G., Lamont, J., Praslickova, D., Ricci, E., et al. (2018). Plant growth-promoting rhizobacteria: Context, mechanisms of action, and roadmap to commercialization of biostimulants for sustainable agriculture. Front. Plant Sci. 871. doi: 10.3389/FPLS.2018.01473/BIBTEX

CrossRef Full Text | Google Scholar

Baluška, F., Jasik, J., Edelmann, H. G., Salajová, T., Volkmann, D. (2001). Latrunculin B-induced plant dwarfism: plant cell elongation is F-actin-dependent. Dev. Biol. 231, 113–124. doi: 10.1006/dbio.2000.0115

PubMed Abstract | CrossRef Full Text | Google Scholar

Bardgett, R. D., Mommer, L., De Vries, F. T. (2014). Going underground: root traits as drivers of ecosystem processes. Trends Ecol. Evol. 29, 692–699. doi: 10.1016/j.tree.2014.10.006

PubMed Abstract | CrossRef Full Text | Google Scholar

Barquero, M., Poveda, J., Laureano-Marín, A. M., Ortiz-Liébana, N., Brañas, J., González-Andrés, F. (2022). Mechanisms involved in drought stress tolerance triggered by rhizobia strains in wheat. Front. Plant Sci. 13. doi: 10.3389/FPLS.2022.1036973/BIBTEX

PubMed Abstract | CrossRef Full Text | Google Scholar

Barrada, A., Montané, M.-H., Robaglia, C., Menand, B. (2015). Spatial regulation of root growth: placing the plant TOR pathway in a developmental perspective. Int. J. Mol. Sci. 16, 16. doi: 10.3390/ijms160819671

CrossRef Full Text | Google Scholar

Barriuso, J., Solano, B. R., Gutiérrez Mañero, F. J. (2008). Biological Control Protection Against Pathogen and Salt Stress by Four Plant Growth-Promoting Rhizobacteria Isolated from Pinus sp. on Arabidopsis thaliana. Phytopathology 98. doi: 10.1094/PHYTO-98-6-0666

PubMed Abstract | CrossRef Full Text | Google Scholar

Bartels, D., Sunkar, R. (2005). Drought and salt tolerance in plants. CRC Crit. Rev. Plant Sci. 24, 23–58. doi: 10.1080/07352680590910410

CrossRef Full Text | Google Scholar

Bashan, Y., de-Bashan, L. E. (2010). How the plant growth-promoting bacterium azospirillum promotes plant growth—A critical assessment. Adv. Agron. 108, 77–136. doi: 10.1016/S0065-2113(10)08002-8

CrossRef Full Text | Google Scholar

Bellasio, C., Beerling, D. J., Griffiths, H. (2016). An Excel tool for deriving key photosynthetic parameters from combined gas exchange and chlorophyll fluorescence: theory and practice. Plant Cell Environ. 39, 1180–1197. doi: 10.1111/PCE.12560

PubMed Abstract | CrossRef Full Text | Google Scholar

Bessai, S. A., Corrêa, A., Cruz, C., Yadav, A. N., Nabti, E. (2021). Plant Growth Promoting Microbes as Biofertilizers: Promising solutions for sustainable agriculture under climate change associated abiotic stresses. Plant Sci. Today 8, 60–76. doi: 10.14719/PST.1608

CrossRef Full Text | Google Scholar

Billah, M., Khan, M., Bano, A., Hassan, T. U., Munir, A., Gurmani, A. R. (2019). Phosphorus and phosphate solubilizing bacteria: Keys for sustainable agriculture. Geomicrobiol J. 36, 904–916. doi: 10.1080/01490451.2019.1654043

CrossRef Full Text | Google Scholar

Bisht, S., Singh, S., Singh, M., Sharma, J. G. (2022). Augmentative role of Piriformospora indica fungus and plant growth promoting bacteria in mitigating salinity stress in Trigonella foenum-graecum. J. Appl. Biol. Biotechnol. 10, 85–94. doi: 10.7324/JABB.2021.100111

CrossRef Full Text | Google Scholar

Blom, C. W. P. M., Voesenek, L. A. C. J. (1996). Flooding: the survival strategies of plants. Tree 11, 290–295. doi: 10.1016/0169-5347(96)10034-3

PubMed Abstract | CrossRef Full Text | Google Scholar

Brault, M., Maldiney, R. (1999). Mechanisms of cytokinin action. Plant Physiol. Biochem. 37, 403–412. doi: 10.1016/S0981-9428(99)80046-1

CrossRef Full Text | Google Scholar

Bresson, J., Varoquaux, F., Bontpart, T., Touraine, B., Vile, D. (2013). The PGPR strain Phyllobacterium brassicacearum STM196 induces a reproductive delay and physiological changes that result in improved drought tolerance in Arabidopsis. New Phytol. 200, 558–569. doi: 10.1111/nph.12383

PubMed Abstract | CrossRef Full Text | Google Scholar

Bresson, J., Vasseur, F., Dauzat, M., Labadie, M., Varoquaux, F., Touraine, B., et al. (2014). Interact to survive: Phyllobacterium brassicacearum improves arabidopsis tolerance to severe water deficit and growth recovery. PloS One 9. doi: 10.1371/journal.pone.0107607

PubMed Abstract | CrossRef Full Text | Google Scholar

Bucher, S. F., Bernhardt–Römermann, M., Römermann, C. (2018). Chlorophyll fluorescence and gas exchange measurements in field research: an ecological case study. Photosynthetica 56, 1161–1170. doi: 10.1007/S11099-018-0809-5/METRICS

CrossRef Full Text | Google Scholar

Caesar, K., Elgass, K., Chen, Z., Huppenberger, P., Witthö Ft, J., Schleifenbaum, F., et al. (2011). A fast brassinolide-regulated response pathway in the plasma membrane of Arabidopsis thaliana. Plant J. 66, 528–540. doi: 10.1111/j.1365-313X.2011.04510.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Calvo-Polanco, M., Sánchez-Romera, B., Aroca, R., Asins, M. J., Declerck, S., Dodd, I. C., et al. (2016). Exploring the use of recombinant inbred lines in combination with beneficial microbial inoculants (AM fungus and PGPR) to improve drought stress tolerance in tomato. Environ Exp Bot 131. doi: 10.1016/j.envexpbot.2016.06.015

CrossRef Full Text | Google Scholar

Calzavara, A. K., Paiva, P. H. G., Gabriel, L. C., Oliveira, A. L. M., Milani, K., Oliveira, H. C., et al. (2018). Associative bacteria influence maize (Zea mays L.) growth, physiology and root anatomy under different nitrogen levels. Plant Biol. 20, 870–878. doi: 10.1111/plb.12841

CrossRef Full Text | Google Scholar

Canarini, A., Kaiser, C., Merchant, A., Richter, A., Wanek, W. (2019). Root exudation of primary metabolites: mechanisms and their roles in plant responses to environmental stimuli. Front. Plant Sci. 10. doi: 10.3389/fpls.2019.00157

CrossRef Full Text | Google Scholar

Castro, R. O., Bucio, J. L. (2013). “Small molecules involved in transkingdom communication between plants and rhizobacteria,” in Molecular Microbial Ecology of the Rhizosphere (John Wiley & Sons, Ltd), 295–307. doi: 10.1002/9781118297674.CH28

CrossRef Full Text | Google Scholar

Chapin, III, F. S., Woodwell, G. M., Randerson, J. T., Rastetter, E. B., Lovett, G. M., Baldocchi, D. D., et al. (2006). Reconciling carbon-cycle concepts, terminology, and methods. Ecosystems 9, 1041–1050. doi: 10.1007/s10021-005-0105-7

CrossRef Full Text | Google Scholar

Cohen, A. C., Bottini, R., Pontin, M., Berli, F. J., Moreno, D., Boccanlandro, H., et al. (2015). Azospirillum brasilense ameliorates the response of Arabidopsis thaliana to drought mainly via enhancement of ABA levels. Physiol. Plant 153, 79–90. doi: 10.1111/ppl.12221

PubMed Abstract | CrossRef Full Text | Google Scholar

Collalti, A., Tjoelker, M. G., Hoch, G., Mäkelä, A., Guidolotti, G., Heskel, M., et al. (2020). Plant respiration: Controlled by photosynthesis or biomass? Glob Chang Biol. 26, 1739–1753. doi: 10.1111/GCB.14857

PubMed Abstract | CrossRef Full Text | Google Scholar

Collavino, M. M., Sansberro, P. A., Mroginski, L. A., Aguilar, O. M. (2010). Comparison of in vitro solubilization activity of diverse phosphate-solubilizing bacteria native to acid soil and their ability to promote Phaseolus vulgaris growth. Biol. Fertil Soils 46, 727–738. doi: 10.1007/S00374-010-0480-X

CrossRef Full Text | Google Scholar

Colmer, T. D., Fan, T. W. M., Läuchli, A., Higashi, R. M. (1996). Interactive effects of salinity, nitrogen and sulphur on the organic solutes in Spartina alterniflora leaf blades. J. Exp. Bot. 47, 369–375. doi: 10.1093/JXB/47.3.369

CrossRef Full Text | Google Scholar

Contesto, C., Milesi, S., Mantelin, S., Zancarini, A., Desbrosses, G., Varoquaux, F., et al. (2010). The auxin-signaling pathway is required for the lateral root response of Arabidopsis to the rhizobacterium Phyllobacterium brassicacearum. Planta 232, 1455–1470. doi: 10.1007/s00425-010-1264-0

PubMed Abstract | CrossRef Full Text | Google Scholar

Czarnes, S., Mercier, P. E., Lemoine, D. G., Hamzaoui, J., Legendre, L. (2020). Impact of soil water content on maize responses to the plant growth-promoting rhizobacterium azospirillum lipoferum CRT1. J. Agron. Crop Sci. 206, 505–516. doi: 10.1111/JAC.12399

CrossRef Full Text | Google Scholar

David, T. S., Henriques, M. O., Kurz-Besson, C., Nunes, J., Valente, F., Vaz, M., et al. (2007). Water-use strategies in two co-occurring Mediterranean evergreen oaks: surviving the summer drought. Tree Physiol. 27, 793–803. doi: 10.1093/treephys/27.6.793

PubMed Abstract | CrossRef Full Text | Google Scholar

Davies, P. J. (2010). “The plant hormones: Their nature, occurrence, and functions”, in Plant Hormones (Dordrecht: Springer), 1–15. doi: 10.1007/978-1-4020-2686-7_1/COVER

CrossRef Full Text | Google Scholar

de Andrade, L. A., Santos, C. H. B., Frezarin, E. T., Sales, L. R., Rigobelo, E. C. (2023). Plant growth-promoting rhizobacteria for sustainable agricultural production. Microorganisms 11, 1088. doi: 10.3390/MICROORGANISMS11041088

PubMed Abstract | CrossRef Full Text | Google Scholar

de Dato, G. D., Micali, M., Abou Jaoudé, R., Liberati, D., De Angelis, P. (2013). Earlier summer drought affects leaf functioning of the Mediterranean species Cistus monspeliensis L. Environ. Exp. Bot. 93, 13–19. doi: 10.1016/j.envexpbot.2013.03.007

CrossRef Full Text | Google Scholar

Delamare, J., Brunel-Muguet, S., Boukerb, A. M., Bressan, M, Dumas, L., Firmin, S., et al. (2023). Impact of PGPR inoculation on root morphological traits and root exudation in rapeseed and camelina: interactions with heat stress. Physiol Plant 175. doi: 10.1111/ppl.14058

PubMed Abstract | CrossRef Full Text | Google Scholar

Dhir, B., Sharmila, P., Pardha Saradhi, P., Sharma, S., Kumar, R., Mehta, D. (2011). Heavy metal induced physiological alterations in Salvinia natans. Ecotoxicol Environ. Saf. 74, 1678–1684. doi: 10.1016/j.ecoenv.2011.05.009

PubMed Abstract | CrossRef Full Text | Google Scholar

Dubois, M., Selden, K., Bediée, A., Rolland, G., Baumberger, N., Noir, S., et al. (2018). SIAMESE-RELATED1 is regulated posttranslationally and participates in repression of leaf growth under moderate drought 1. Plant Physiol. 176, 2834–2850. doi: 10.1104/pp.17.01712

PubMed Abstract | CrossRef Full Text | Google Scholar

Duca, D., Lorv, J., Patten, C. L., Rose, D., Glick, B. R. (2014). Indole-3-acetic acid in plant-microbe interactions. Antoine van Leuwenhoek 106, 85–125. doi: 10.1007/s10482-013-0095-y

CrossRef Full Text | Google Scholar

Du Jardin, P. (2015). Plant biostimulants: definition, concept, main categories and regulation. Sci. Hortic. 196, 3–14. doi: 10.1016/j.scienta.2015.09.021

CrossRef Full Text | Google Scholar

Eida, A. A., Ziegler, M., Lafi, F. F., Michell, C. T., Voolstraid, C. R., Hirtid, H., et al. (2018). Desert plant bacteria reveal host influence and beneficial plant growth properties. PloS One 13. doi: 10.1371/journal.pone.0208223

CrossRef Full Text | Google Scholar

El-Tarabily, K. A., Youssef, T. (2010). Enhancement of morphological, anatomical and physiological characteristics of seedlings of the mangrove avicennia marina inoculated with a native phosphate-solubilizing isolate of oceanobacillus picturae under greenhouse conditions. Plant Soil 332, 147–162. doi: 10.1007/S11104-010-0280-Y

CrossRef Full Text | Google Scholar

Etesami, H., Alikhani, A., Hosseini, H. M. (2015). Indole-3-acetic acid (IAA) production trait, a useful screening to select endophytic and rhizosphere competent bacteria for rice growth promoting agents. MethodsX 2, 72–78. doi: 10.1016/j.mex.2015.02.008

PubMed Abstract | CrossRef Full Text | Google Scholar

EU (2019). REGULATION (EU) 2019/1009 OF THE EUROPEAN PARLIAMENT AND OF THE COUNCIL of 5 June 2019 laying down rules on the making available on the market of EU fertilising products and amending Regulations (EC) No 1069/2009 and (EC) No 1107/2009 and repealing Regulation (EC) No 2003/2003.

Google Scholar

FAO (2021). “The state of the world’s land and water resources for food and agriculture – Systems at breaking point,” in Synthesis report 2021 (Rome). Available at: https://www.fao.org/documents/card/en/c/cb9910en.

Google Scholar

Feng, D., Gao, Q., Liu, J., Tang, J., Hua, Z., Sun, X. (2023). Categories of exogenous substances and their effect on alleviation of plant salt stress. Eur. J. Agron. 142, 126656. doi: 10.1016/J.EJA.2022.126656

CrossRef Full Text | Google Scholar

Fernandez, O., Theocharis, A., Bordiec, S., Feil, R., Jacquens, L., Clément, C., et al. (2012). Burkholderia phytofirmans psJN acclimates grapevine to cold by modulating carbohydrate metabolism. Mol. Plant Microbe Interact. 496, 496–504. doi: 10.1094/MPMI

CrossRef Full Text | Google Scholar

Ferreira Rêgo, M. C., Ilkiu-Borges, F., De Filippi, M. C. C., Gonçalves, L. A., Da Silva, G. B. (2014). Morphoanatomical and biochemical changes in the roots of rice plants induced by plant growth-promoting microorganisms. J. Bot. 2014. doi: 10.1155/2014/818797

CrossRef Full Text | Google Scholar

Fink, J. R., Inda, A. V., Tiecher, T., Barrón, V. (2016). Iron oxides and organic matter on soil phosphorus availability. Ciec. e Agrotecnologia 40, 369–379. doi: 10.1590/1413-70542016404023016

CrossRef Full Text | Google Scholar

Fiodor, A., Singh, S., Pranaw, K. (2021). The Contrivance of Plant Growth Promoting Microbes to Mitigate Climate Change Impact in Agriculture. Microorganisms 9. doi: 10.3390/microorganisms9091841

PubMed Abstract | CrossRef Full Text | Google Scholar

Flexas, J., Diaz-Espejo, A., Galmés, J., Kaldenhoff, R., Medrano, H., Ribas-Carbo, M. (2007). Rapid variations of mesophyll conductance in response to changes in CO2 concentration around leaves. Plant Cell Environ. 30, 1284–1298. doi: 10.1111/J.1365-3040.2007.01700.X

PubMed Abstract | CrossRef Full Text | Google Scholar

Flowers, T. J., Munns, R., Colmer, T. D. (2015). Sodium chloride toxicity and the cellular basis of salt tolerance in halophytes. Ann. Bot. 115, 1–13. doi: 10.1093/aob/mcu217

PubMed Abstract | CrossRef Full Text | Google Scholar

Forouzesh, E., Goel, A., Mackenzie, S. A., Turner, J. A. (2012). In vivo extraction of Arabidopsis cell turgor pressure using nanoindentation in conjunction with finite element modeling. Plant J. 73, 509–520. doi: 10.1111/tpj.12042

PubMed Abstract | CrossRef Full Text | Google Scholar

Fuhrer, T., Fischer, E., Sauer, U. (2005). Experimental identification and quantification of glucose metabolism in seven bacterial species. J. Bacteriol 187, 1581–1590. doi: 10.1128/JB.187.5.1581-1590.2005

PubMed Abstract | CrossRef Full Text | Google Scholar

Fürnkranz, M., Wanek, W., Richter, A., Abell, G., Rasche, F., Sessitsch, A. (2008). Nitrogen fixation by phyllosphere bacteria associated with higher plants and their colonizing epiphytes of a tropical lowland rainforest of Costa Rica. ISME J. 2, 561–570. doi: 10.1038/ISMEJ.2008.14

PubMed Abstract | CrossRef Full Text | Google Scholar

Gallei, M., Luschnig, C., Friml, J. (2020). Auxin signalling in growth: Schrödinger’s cat out of the bag. Curr. Opin. Plant Biol. 53, 43–49. doi: 10.1016/J.PBI.2019.10.003

PubMed Abstract | CrossRef Full Text | Google Scholar

Gamalero, E., Bona, E., Glick, B. R. (2022). Current Techniques to Study Beneficial Plant-Microbe Interactions. Microorganisms 10. doi: 10.3390/microorganisms10071380

CrossRef Full Text | Google Scholar

Gamalero, E., Lingua, G., Glick, B. R. (2023). Ethylene, ACC, and the plant growth-promoting enzyme ACC deaminase. Biology 12. doi: 10.3390/biology12081043

PubMed Abstract | CrossRef Full Text | Google Scholar

García-Cristobal, J., García-Villaraco, A., Ramos, B., Gutierrez-Mañero, J., Lucas, J. A. (2015). Priming of pathogenesis related-proteins and enzymes related to oxidative stress by plant growth promoting rhizobacteria on rice plants upon abiotic and biotic stress challenge. J. Plant Physiol. 188, 72–79. doi: 10.1016/J.JPLPH.2015.09.011

PubMed Abstract | CrossRef Full Text | Google Scholar

George, E. F., Hall, M. A., De Klerk, G. J. (2008). Plant growth regulators I: Introduction; Auxins, their analogues and inhibitors. Plant Propagation by Tissue Culture 3rd Edition 1, 175–204. doi: 10.1007/978-1-4020-5005-3_5

CrossRef Full Text | Google Scholar

Glick, B. R., Cheng, Z., Czarny, J., Duan, J. (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/METRICS

CrossRef Full Text | Google Scholar

Granot, D., Kelly, G., Stein, O., David-Schwartz, R. (2014). Substantial roles of hexokinase and fructokinase in the effects of sugars on plant physiology and development. J. Exp. Bot. 65, 809–819. doi: 10.1093/jxb/ert400

PubMed Abstract | CrossRef Full Text | Google Scholar

Grijalbo, L., Fernandez-Pascual, M., García-Seco, D., Javier Gutierrez-Mã Nero, F., Lucas, J. A. (2013). Spent metal working fluids produced alterations on photosynthetic parameters and cell-ultrastructure of leaves and roots of maize plants. J. Hazard Mater 260, 220–230. doi: 10.1016/j.jhazmat.2013.05.026

PubMed Abstract | CrossRef Full Text | Google Scholar

Grover, M., Bodhankar, S., Sharma, A., Sharma, P., Singh, J., Nain, L. (2021). PGPR mediated alterations in root traits: way toward sustainable crop production. Front. Sustain Food Syst. 4. doi: 10.3389/FSUFS.2020.618230/BIBTEX

PubMed Abstract | CrossRef Full Text | Google Scholar

Guo, J., Chi, J. (2014). Effect of Cd-tolerant plant growth-promoting rhizobium on plant growth and Cd uptake by Lolium multiflorum Lam. and Glycine max (L.) Merr. in Cd-contaminated soil. Plant Soil 375, 205–214. doi: 10.1007/S11104-013-1952-1/METRICS

CrossRef Full Text | Google Scholar

Guo, J., Feng, R., Ding, Y., Wang, R. (2014). Applying carbon dioxide, plant growth-promoting rhizobacterium and EDTA can enhance the phytoremediation efficiency of ryegrass in a soil polluted with zinc, arsenic, cadmium and lead. J. Environ. Manage 141, 1–8. doi: 10.1016/J.JENVMAN.2013.12.039

PubMed Abstract | CrossRef Full Text | Google Scholar

Guo, Z., Gao, Y., Yuan, X., Yuan, M., Huang, L., Wang, S., et al. (2023). Effects of heavy metals on stomata in plants: A review. Int. J. Mol. Sci. 24. doi: 10.3390/ijms24119302

CrossRef Full Text | Google Scholar

Gupta, A., Mishra, R., Rai, S., Bano, A., Pathak, N., Fujita, M., et al. (2022). Mechanistic insights of plant growth promoting bacteria mediated drought and salt stress tolerance in plants for sustainable agriculture. Int. J. Mol. Sci. 2022, 3741. doi: 10.3390/ijms23073741

CrossRef Full Text | Google Scholar

Gurska, J., Glick, B. R., Greenberg, B. M. (2015 2015). Gene expression of secale cereale (Fall rye) grown in petroleum hydrocarbon (PHC) impacted soil with and without plant growth-promoting rhizobacteria (PGPR), pseudomonas putida. Water Air Soil pollut. 226, , 1–,19. doi: 10.1007/S11270-015-2471-X

CrossRef Full Text | Google Scholar

Gururani, M. A., Upadhyaya, C. P., Baskar, V., Venkatesh, J., Nookaraju, A., Park, S. W. (2013). Plant growth-promoting rhizobacteria enhance abiotic stress tolerance in solanum tuberosum through inducing changes in the expression of ROS-scavenging enzymes and improved photosynthetic performance. J. Plant Growth Regul. 32, 245–258. doi: 10.1007/S00344-012-9292-6/METRICS

CrossRef Full Text | Google Scholar

Harris, P. J., McQueen-Mason, S., Darley, C., Roberts, P., Jones, L. (2016). Cell growth. Encyclopedia Appl. Plant Sci. 1, 155–160. doi: 10.1016/B978-0-12-394807-6.00118-0

CrossRef Full Text | Google Scholar

Hartmann, A., Schmid, M., van Tuinen, D., Berg, G. (2009). Plant-driven selection of microbes. Plant Soil 321, 235–257. doi: 10.1007/S11104-008-9814-Y

CrossRef Full Text | Google Scholar

Hilty, J., Muller, B., Pantin, F., Leuzinger, S. (2021). Plant growth: the what, the how, and the why. New Phytol. 232, 25–41. doi: 10.1111/nph.17610

PubMed Abstract | CrossRef Full Text | Google Scholar

Hoshino, R., Yoshida, Y., Tsukaya, H. (2019). Multiple steps of leaf thickening during sun-leaf formation in Arabidopsis. The Plant Journal 100. doi: 10.1111/tpj.14467

PubMed Abstract | CrossRef Full Text | Google Scholar

Humplík, J. F., Bergougnoux, V., Van Volkenburgh, E. (2017). To stimulate or inhibit? That is the question for the function of abscisic acid. Trends Plant Sci. 22, 830–841. doi: 10.1016/J.TPLANTS.2017.07.009

PubMed Abstract | CrossRef Full Text | Google Scholar

Ibort, P., Imai, H., Uemura, M., Aroca, R. (2017). Proteomic analysis reveals that tomato interaction with plant growth promoting bacteria is highly determined by ethylene perception. J Plant Physiol 220. doi: 10.1016/j.jplph.2017.10.008

PubMed Abstract | CrossRef Full Text | Google Scholar

Jansson, C., Faiola, C., Wingler, A., Zhu, X.-G., Kravchenko, A., De Graaff, M.-A., et al. (2021). Crops for carbon farming. Front. Plant Sci. 12. doi: 10.3389/fpls.2021.636709

PubMed Abstract | CrossRef Full Text | Google Scholar

Ji, H., Pardo, J. M., Batelli, G., Van Oosten, M. J., Bressan, R. A., Li, X. (2013). The salt overly sensitive (SOS) pathway: established and emerging roles. Mol. Plant 6, 275–286. doi: 10.1093/mp/sst017

PubMed Abstract | CrossRef Full Text | Google Scholar

Jing, D., Liu, B., Ma, H., Liu, F., Liu, X., Ren, L. (2023). Effects of inoculation with different plant growth-promoting rhizobacteria on the eco-physiological and stomatal characteristics of walnut seedlings under drought stress. Agronomy 13. doi: 10.3390/agronomy13061486

CrossRef Full Text | Google Scholar

Jones, D. L. (1998). Organic acids in the rhizosphere - A critical review. Plant Soil 205, 25–44. doi: 10.1023/A:1004356007312

CrossRef Full Text | Google Scholar

Kalaji, H. M., Schansker, G., Brestic, M., Bussotti, F., Calatayud, A., Ferroni, L., et al. (2016). Frequently asked questions about chlorophyll fluorescence, the sequel. Photosynthesis Res. 132:1, 13–66. doi: 10.1007/S11120-016-0318-Y

CrossRef Full Text | Google Scholar

Kang, S.-M., Latif Khan, A., Waqas, M., You, Y.-H., Kim, J.-H., Kim, J.-G., et al. (2014). Plant growth-promoting rhizobacteria reduce adverse effects of salinity and osmotic stress by regulating phytohormones and antioxidants in Cucumis sativus. J. Plant Interact. 9, 673–682. doi: 10.1080/17429145.2014.894587

CrossRef Full Text | Google Scholar

Kang, G., Li, G., Xu, W., Peng, X., Han, Q., Zhu, Y., et al. (2012). Proteomics reveals the effects of salicylic acid on growth and tolerance to subsequent drought stress in wheat. J. Proteome Res. 11, 6066–6079. doi: 10.1021/PR300728Y

PubMed Abstract | CrossRef Full Text | Google Scholar

Kauffman, G. L., Kneivel, D. P., Watschke, T. L. (2007). Effects of a biostimulant on the heat tolerance associated with photosynthetic capacity, membrane thermostability, and polyphenol production of perennial ryegrass. Crop Sci. 47, 261–267. doi: 10.2135/CROPSCI2006.03.0171

CrossRef Full Text | Google Scholar

Keswani, C., Singh, S. P., Cueto, L., García-Estrada, C., Mezaache-Aichour, S., Glare, T. R., et al. (2020). Auxins of microbial origin and their use in agriculture. Appl. Microbiol. Biotechnol. 104, 8549–8565. doi: 10.1007/S00253-020-10890-8/METRICS

PubMed Abstract | CrossRef Full Text | Google Scholar

Khalid, A., Arshad, M., Zahir, Z. A. (2004). Screening plant growth-promoting rhizobacteria for improving growth and yield of wheat. J. Appl. Microbiol. 96, 473–480. doi: 10.1046/J.1365-2672.2003.02161.X

PubMed Abstract | CrossRef Full Text | Google Scholar

Khan, N., Ali, S., Tariq, H., Latif, S., Yasmin, H., Mehmood, A., et al. (2020). Water conservation and plant survival strategies of rhizobacteria under drought stress. Agronomy 10, 1683. doi: 10.3390/AGRONOMY10111683

CrossRef Full Text | Google Scholar

Khan, N., Humm, E. A., Jayakarunakaran, A., Hirsch, A. M. (2023). Reviewing and renewing the use of beneficial root and soil bacteria for plant growth and sustainability in nutrient-poor, arid soils. Front. Plant Sci. 14. doi: 10.3389/FPLS.2023.1147535/BIBTEX

CrossRef Full Text | Google Scholar

Kim, S. J., Yu, J., Kim, T.-C., Lee, H. J. (2011). Growth and photosynthetic characteristics of blueberry (Vaccinium corymbosum cv. Bluecrop) under various shade levels. Sci. Hortic. 129, 486–492. doi: 10.1016/j.scienta.2011.04.022

CrossRef Full Text | Google Scholar

Kollist, H., Zandalinas, S. I., Sengupta, S., Nuhkat, M., Kangasjärvi, J., Mittler, R. (2019). Rapid responses to abiotic stress: priming the landscape for the signal transduction network. Trends Plant Sci. 24, 25–37. doi: 10.1016/j.tplants.2018.10.003

PubMed Abstract | CrossRef Full Text | Google Scholar

Koslowski, T. (1997). Responses of woody plants to flooding and salinity. Tree Physiol 17, 490. Available at: http://www.heronpublishing.com/tp/monograph/kozlowski.pdf.

Google Scholar

Kumari, S., Vaishnav, A., Jain, S., Varma, A., Choudhary, D. K. (2015). Bacterial-mediated induction of systemic tolerance to salinity with expression of stress alleviating enzymes in soybean (Glycine max L. Merrill). J. Plant Growth Regul. 34, 558–573. doi: 10.1007/S00344-015-9490-0

CrossRef Full Text | Google Scholar

Kumawat, K. C., Sharma, P., Sirari, A., Singh, I., Gill, B. S., Singh, U., et al. (2019). Synergism of Pseudomonas aeruginosa (LSE-2) nodule endophyte with Bradyrhizobium sp. (LSBR-3) for improving plant growth, nutrient acquisition and soil health in soybean. World J. Microbiol. Biotechnol. 35, 1–17. doi: 10.1007/S11274-019-2622-0/METRICS

CrossRef Full Text | Google Scholar

La, V. H., Kim, T.-H., Calderon-Urrea, A., Janda, T. (2023). Editorial: Plant signaling in response to environmental stresses. Front. Plant Sci. 14. doi: 10.3389/FPLS.2023.1282465

CrossRef Full Text | Google Scholar

Lambers, H., Oliveira, R. (2019). Plant physiological ecology. Ed. Oliveira, R. S. (Cham: Springer). doi: 10.1007/978-3-030-29639-1

CrossRef Full Text | Google Scholar

Lange, M., Eisenhauer, N., Sierra, C. A., Bessler, H., Engels, C., Griffiths, R. I., et al. (2015). Plant diversity increases soil microbial activity and soil carbon storage. Nat. Commun. 6. doi: 10.1038/ncomms7707

PubMed Abstract | CrossRef Full Text | Google Scholar

Larcher, W. (1995). Photosynthesis as a tool for indicating temperature stress events. Eds. Schulze, E. D., Caldwell, M. M. (eds) Ecophysiology of Photosynthesis. Springer Study Edition. Springer, Berlin, Heidelberg. vol 100. doi: 10.1007/978-3-642-79354-7_13

CrossRef Full Text | Google Scholar

Larcher, M., Muller, B., Mantelin, S., Rapior, S., Cleyet-Marel, J.-C. (2003). Early modifications of Brassica napus root system architecture induced by a plant growth-promoting Phyllobacterium strain. New Phytol. 160, 119–125. doi: 10.1046/j.1469-8137.2003.00862.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Lee, K. J., Gaskins, M. H. (1982). Increased root exudation of 14C-compounds by sorghum seedlings inoculated with nitrogen-fixing bacteria. Plant Soil 69, 391–399. doi: 10.1007/BF02372460

CrossRef Full Text | Google Scholar

Lee, K. D., Gray, E. J., Mabood, F., Jung, W. J., Charles, T., Clark, S. R. D., et al. (2009). The class IId bacteriocin thuricin-17 increases plant growth. Planta 229, 747–755. doi: 10.1007/S00425-008-0870-6/METRICS

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, Q., Chen, L.-S., Jiang, H.-X., Tang, N., Yang, L.-T., Lin, Z.-H., et al. (2010). Effects of manganese-excess on CO2 assimilation, ribulose-1,5-bisphosphate carboxylase/oxygenase, carbohydrates and photosynthetic electron transport of leaves, and antioxidant systems of leaves and roots in Citrus grandis seedlings. BMC Plant Biol 10. doi: 10.1186/1471-2229-10-42

CrossRef Full Text | Google Scholar

Lindqvist, H., Bornman, J. F. (2002). Influence of time of lifting and storage on the potential photosynthetic efficiency in newly developed leaves of bare-root silver birch and common oak. Sci. Hortic. 94, 171–179. doi: 10.1016/S0304-4238(01)00361-2

CrossRef Full Text | Google Scholar

Liu, F., Ma, H., Du, Z., Ma, B., Liu, X., Peng, L., et al. (2019b). Physiological response of North China red elder container seedlings to inoculation with plant growth-promoting rhizobacteria under drought stress. PLoS One 14. doi: 10.1371/journal.pone.0226624

CrossRef Full Text | Google Scholar

Liu, F., Ma, H., Peng, L., Du, Z., Ma, B., Liu, X. (2019a). Effect of the inoculation of plant growth-promoting rhizobacteria on the photosynthetic characteristics of Sambucus williamsii Hance container seedlings under drought stress. AMB Expr 9. doi: 10.1186/s13568-019-0899-x

CrossRef Full Text | Google Scholar

Liu, H., Song, S., Zhang, H., Li, Y., Niu, L., Zhang, J., et al. (2022). Signaling transduction of ABA, ROS, and ca2+ in plant stomatal closure in response to drought. Int J Mol Sci. 23. doi: 10.3390/ijms232314824

CrossRef Full Text | Google Scholar

Lobo Moreira, A. K., De Oliveira Martins, M., Lima Neto, M. C., Caruso MaChado, E., Ribeiro, R. V., Albenisio, J., et al. (2015). Exogenous sucrose supply changes sugar metabolism and reduces photosynthesis of sugarcane through the down-regulation of Rubisco abundance and activity. J. Plant Physiol. 179, 113–121. doi: 10.1016/j.jplph.2015.03.007

PubMed Abstract | CrossRef Full Text | Google Scholar

Lorenzi, A. S., Bonatelli, M. L., Chia, M. A., Peressim, L., Quecine, M. C. (2022). Opposite sides of pantoea agglomerans and its associated commercial outlook. Microorganisms 10, 2072. doi: 10.3390/MICROORGANISMS10102072/S1

PubMed Abstract | CrossRef Full Text | Google Scholar

Mackey, K. R. M., Paytan, A. (2009). Phosphorus cycle. Encyclopedia Microbiology Third Edition, ed. Schaechter, M. (Oxford: Academic Press), 322–334. doi: 10.1016/B978-012373944-5.00056-0

CrossRef Full Text | Google Scholar

Maia, J. M., Voigt, E. L., Ferreira-Silva, S. L., Fontenele, A. V., Macêdo, C. E. C., Silveira, J. A. G. (2013). Differences in cowpea root growth triggered by salinity and dehydration are associated with oxidative modulation involving types I and III peroxidases and apoplastic ascorbate. J. Plant Growth Regul. 32, 376–387. doi: 10.1007/S00344-012-9308-2/METRICS

CrossRef Full Text | Google Scholar

Majda, M., Robert, S. (2018). The role of auxin in cell wall expansion. Int. J. Mol. Sci. 19. doi: 10.3390/ijms19040951

PubMed Abstract | CrossRef Full Text | Google Scholar

Mantelin, S., Desbrosses, G., Larcher, M., Tranbarger, T. J., Cleyet-Marel, J. C., Touraine, B. (2006). Nitrate-dependent control of root architecture and N nutrition are altered by a plant growth-promoting Phyllobacterium sp. Planta 223, 591–603. doi: 10.1007/S00425-005-0106-Y

PubMed Abstract | CrossRef Full Text | Google Scholar

Masood, S., Zhao, X. Q., Fang Shen, R. (2020). Bacillus pumilus promotes the growth and nitrogen uptake of tomato plants under nitrogen fertilization. Sci. Hortic. 227. doi: 10.1016/j.scienta.2020.109581

CrossRef Full Text | Google Scholar

Maxwell, K., Johnson, G. N. (2000). Chlorophyll fluorescence–a practical guide. J. Exp. Bot. 51, 659–668. doi: 10.1093/JXB/51.345.659

PubMed Abstract | CrossRef Full Text | Google Scholar

Mesa-Marín, J., Pérez-Romero, J. A., Redondo-Gómez, S., Pajuelo, E., Rodríguez-Llorente, I. D., Mateos-Naranjo, E. (2020). Impact of plant growth promoting bacteria on salicornia ramosissima ecophysiology and heavy metal phytoremediation capacity in estuarine soils. Front Microbiol 11. doi: 10.3389/fmicb.2020.553018

PubMed Abstract | CrossRef Full Text | Google Scholar

Mishra, P., Mishra, J., Arora, N. K. (2021). Plant growth promoting bacteria for combating salinity stress in plants-Recent developments and prospects: A review. Microbiol. Res. 252, 126861. doi: 10.1016/j.micres.2021.126861

PubMed Abstract | CrossRef Full Text | Google Scholar

Morcillo, R. J. L., Manzanera, M. (2021). The effects of plant-associated bacterial exopolysaccharides on plant abiotic stress tolerance. Metabolites 11. doi: 10.3390/metabo11060337

CrossRef Full Text | Google Scholar

Moreau, D., Bardgett, R. D., Finlay, R. D., Jones, D. L., Philippot, L. (2019). A plant perspective on nitrogen cycling in the rhizosphere. Funct. Ecol. 33, 540–552. doi: 10.1111/1365-2435.13303/SUPPINFO

CrossRef Full Text | Google Scholar

Mulani, R., Mehta, K., Saraf, M., Goswami, D. (2021). Decoding the mojo of plant-growth-promoting microbiomes. Physiol. Mol. Plant Pathol. 115, 101687. doi: 10.1016/J.PMPP.2021.101687

CrossRef Full Text | Google Scholar

Müller, M., Munné-Bosch, S. (2006). Several plant hormones, such as ethylene. Plant Physiol. Ò 169, 32–41. doi: 10.1104/pp.15.00677

CrossRef Full Text | Google Scholar

Murphy, B. W. (2014). Soil organic matter and soil function-review of the literature and underlying data (Canberra, Australia: Department of the Environment).

Google Scholar

Naorem, A., Jayaraman, S., Dang, Y. P., Dalal, R. C., Sinha, N. K., Rao, C. S., et al. (2023). Soil constraints in an arid environment-challenges, prospects, and implications. Agronomy 13. doi: 10.3390/agronomy13010220

CrossRef Full Text | Google Scholar

Naveed, M., Mitter, B., Reichenauer, T. G., Wieczorek, K., Sessitsch, A. (2014). Increased drought stress resilience of maize through endophytic colonization by Burkholderia phytofirmans PsJN and Enterobacter sp. FD17. Environ. Exp. Bot. 97, 30–39. doi: 10.1016/j.envexpbot.2013.09.014

CrossRef Full Text | Google Scholar

Nunes Tiepo, A., Fernandes Hertel, M., Santos Rocha, S., Kikuchi Calzavara, A., Luiz, A., De Oliveira, M., et al. (2018). Enhanced drought tolerance in seedlings of Neotropical tree species inoculated with plant growth-promoting bacteria. Plant Physiology and Biochemistry 130, 277–288. doi: 10.1016/j.plaphy.2018.07.021

PubMed Abstract | CrossRef Full Text | Google Scholar

Oburger, E., Jones, D. L., Wenzel, W. W. (2011). Phosphorus saturation and pH differentially regulate the efficiency of organic acid anion-mediated P solubilization mechanisms in soil. Plant Soil 341, 363–382. doi: 10.1007/S11104-010-0650-5

CrossRef Full Text | Google Scholar

Oh, M.-H., Honey, S. H., Tax, F. E. (2020). The control of cell expansion, cell division, and vascular development by brassinosteroids: A historical perspective. Int. J. Mol. Sci. 21. doi: 10.3390/ijms21051743

CrossRef Full Text | Google Scholar

Oleńska, E., Małek, W., Wójcik, M., Swiecicka, I., Thijs, S., Vangronsveld, J. (2020). Beneficial features of plant growth-promoting rhizobacteria for improving plant growth and health in challenging conditions: A methodical review. Sci. Total Environ. 743, 140682. doi: 10.1016/J.SCITOTENV.2020.140682

PubMed Abstract | CrossRef Full Text | Google Scholar

Omar, A. F., Abdelmageed, A. H. A., Al-Turki, A., Abdelhameid, N. M., Sayyed, R. Z., Rehan, M., et al. (2022). Exploring the plant growth-promotion of four streptomyces strains from rhizosphere soil to enhance cucumber growth and yield. Plants 11. doi: 10.3390/plants11233316

CrossRef Full Text | Google Scholar

Oppenheimer-Shaanan, Y., Jakoby, G., Starr, M. L., Karliner, R., Eilon, G., Itkin, M., et al. (2022). A dynamic rhizosphere interplay between tree roots and soil bacteria under drought stress. Elife 11. doi: 10.7554/ELIFE.79679

PubMed Abstract | CrossRef Full Text | Google Scholar

Orozco-Mosqueda, M. D. C., Flores, A., Rojas-Sánchez, B., Urtis-Flores, C. A., Morales-Cedeño, L. R., Valencia-Marin, M. F., et al. (2021). Plant growth-promoting bacteria as bioinoculants: attributes and challenges for sustainable crop improvement. Agronomy 11. doi: 10.3390/agronomy11061167

CrossRef Full Text | Google Scholar

Osakabe, Y., Yamaguchi-Shinozaki, K., Shinozaki, K., Phan Tran, L.-S. (2013). Sensing the environment: key roles of membrane-localized kinases in plant perception and response to abiotic stress. J. Exp. Bot. 64, 445–458. doi: 10.1093/jxb/ers354

PubMed Abstract | CrossRef Full Text | Google Scholar

Pantoja-Guerra, M., Valero-Valero, N., Ramírez, C. A. (2023). Total auxin level in the soil-plant system as a modulating factor for the effectiveness of PGPR inocula: a review. Chem. Biol. Technol. Agric. 10, 6. doi: 10.1186/s40538-022-00370-8

CrossRef Full Text | Google Scholar

Parker, D. R., Reichman, S. M., Crowley, D. E. (2005). “Metal chelation in the rhizosphere,”. In: Zobel, R. W., Wright, S. F., eds. Root and soil management: interactions between roots and the soil. Monograph No. 48. (Madison, WI, USA: American Society of Agronomy, Crop Science Society of America, Soil Science Society of America). doi: 10.2134/agronmonogr48.c4

CrossRef Full Text | Google Scholar

Paungfoo-Lonhienne, C., Redding, M., Pratt, C., Wang, W. (2019). Plant growth promoting rhizobacteria increase the efficiency of fertilisers while reducing nitrogen loss. J. Environ. Manage 233, 337–341. doi: 10.1016/J.JENVMAN.2018.12.052

PubMed Abstract | CrossRef Full Text | Google Scholar

Pedersen, O., Sauter, M., Colmer, T. D. (2021). Regulation of root adaptive anatomical and morphological traits during low soil oxygen. New Phytol. 229, 42–49. doi: 10.1111/nph.16375

PubMed Abstract | CrossRef Full Text | Google Scholar

Pinheiro, H. A., DaMatta, F. M., Chaves, A. R. M., Loureiro, M. E., Ducatti, C. (2005). Drought tolerance is associated with rooting depth and stomatal control of water use in clones of coffea canephora. Ann. Bot. 96, 101–108. doi: 10.1093/aob/mci154

PubMed Abstract | CrossRef Full Text | Google Scholar

Peñuelas, J., Prieto, P., Beier, C., Cesaraccio, C., de Angelis, P., de Dato, G., et al. (2007). Response of plant species richness and primary productivity in shrublands along a north–south gradient in Europe to seven years of experimental warming and drought: reductions in primary productivity in the heat and drought year of 2003. Glob Chang Biol. 13, 2563–2581. doi: 10.1111/J.1365-2486.2007.01464.X

CrossRef Full Text | Google Scholar

Poria, V., Dębiec-Andrzejewska, K., Fiodor, A., Lyzohub, M., Ajijah, N., Singh, S., et al. (2022). Plant Growth-Promoting Bacteria (PGPB) integrated phytotechnology: A sustainable approach for remediation of marginal lands. Front Plant Sci 13. doi: 10.3389/fpls.2022.999866

PubMed Abstract | CrossRef Full Text | Google Scholar

Poudel, M., Fiorilli, V., Egamberdieva, D., Banchio, E., Martins, S. J., Las, C., et al. (2021). The role of plant-associated bacteria, fungi, and viruses in drought stress mitigation. Front. Microbiol. 12. doi: 10.3389/fmicb.2021.743512

PubMed Abstract | CrossRef Full Text | Google Scholar

Qin, H., Huang, R. (2018). Molecular sciences auxin controlled by ethylene steers root development. Int. J. Mol. Sci. 19. doi: 10.3390/ijms19113656

CrossRef Full Text | Google Scholar

Quiñones, M. A., Ruiz-Díez, B., Fajardo, S., López-Berdonces, M. A., Higueras, P. L., Fernández-Pascual, M. (2013). Lupinus albus plants acquire mercury tolerance when inoculated with an Hg-resistant Bradyrhizobium strain. Plant Physiol. Biochem. 73, 168–175. doi: 10.1016/J.PLAPHY.2013.09.015

PubMed Abstract | CrossRef Full Text | Google Scholar

Rademacher, W. (2015). Plant growth regulators: backgrounds and uses in plant production. J. Plant Growth Regul. 34, 845–872. doi: 10.1007/S00344-015-9541-6/METRICS

CrossRef Full Text | Google Scholar

Raghothama, K. (2020). Phosphate transport and signaling. Curr. Opin. Plant Biol. 3, 182–187. doi: 10.1016/S1369-5266(00)80063-1

CrossRef Full Text | Google Scholar

Rahman, S., Anik, A. R., Sarker, J. R. (2022). Climate, environment and socio-economic drivers of global agricultural productivity growth. Land (Basel) 11. doi: 10.3390/land11040512

PubMed Abstract | CrossRef Full Text | Google Scholar

Ramirez-Parra, E., Gutierrez, C. (2005). Balance between cell division and differentiation during plant development. Int. J. Dev. Biol. 49, 467–477. doi: 10.1387/ijdb.052001er

PubMed Abstract | CrossRef Full Text | Google Scholar

Raymond, N. S., Gómez-Muñoz, B., van der Bom, F. J. T., Nybroe, O., Jensen, L. S., Müller-Stöver, D. S., et al. (2021). Phosphate-solubilising microorganisms for improved crop productivity: a critical assessment. New Phytol. 229, 1268–1277. doi: 10.1111/NPH.16924

PubMed Abstract | CrossRef Full Text | Google Scholar

Rea, P. A., Poole, R. J. (2003). Vacuolar H+ -translocating pyrophosphatase. Annu Rev Plant Physiol Plant Mol Biol 44, 157–180. doi: 10.1146/ANNUREV.PP.44.060193.001105

CrossRef Full Text | Google Scholar

Reinhardt, D., Kuhlemeier, C. (2002). Plant architecture. EMBO Rep. 3, 846–851. doi: 10.1093/EMBO-REPORTS/KVF177

PubMed Abstract | CrossRef Full Text | Google Scholar

Riyazuddin, R., Nisha, N., Ejaz, B., Iqbal, M., Khan, R., Kumar, M., et al. (2022). A comprehensive review on the heavy metal toxicity and sequestration in plants. Biomolecules 12. doi: 10.3390/biom12010043

CrossRef Full Text | Google Scholar

Rodríguez-Vázquez, R., Mesa-Marín, J. (2023). Plant responses to plant growth promoting bacteria: Insights from proteomics. J. Plant Physiol. 287, 154031. doi: 10.1016/j.jplph.2023.154031

PubMed Abstract | CrossRef Full Text | Google Scholar

Romero-Munar, A., Aroca, R., Zamarreño, A. M., García-Mina, J. M., Perez-Hernández, N., Ruiz-Lozano, J. M. (2023). Dual Inoculation with Rhizophagus irregularis and Bacillus megaterium Improves Maize Tolerance to Combined Drought and High Temperature Stress by Enhancing Root Hydraulics, Photosynthesis and Hormonal Responses. Int. J. Mol. Sci. 24, 5193. doi: 10.3390/IJMS24065193/S1

PubMed Abstract | CrossRef Full Text | Google Scholar

Roychoudhury, A., Aftab, T. (2021). Phytohormones, plant growth regulators and signaling molecules: cross-talk and stress responses. Plant Cell Rep. 40, 1301–1303. doi: 10.1007/s00299-021-02755-9

PubMed Abstract | CrossRef Full Text | Google Scholar

Ruzzi, M., Aroca, R. (2015). Plant growth-promoting rhizobacteria act as biostimulants in horticulture. Sci. Hortic. 196, 124–134. doi: 10.1016/j.scienta.2015.08.042

CrossRef Full Text | Google Scholar

Sablowski, R., Dornelas, M. C. (2014). Interplay between cell growth and cell cycle in plants. J. Exp. Bot. 65, 2703–2714. doi: 10.1093/jxb/ert354

PubMed Abstract | CrossRef Full Text | Google Scholar

Saini, S., Sharma, I., Kaur, N., Pati, P. K. (2013). Auxin: A master regulator in plant root development. Plant Cell Rep. 32, 741–757. doi: 10.1007/S00299-013-1430-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Salazar-Garcia, G., Enrique Balaguera-Lopez, H., Pablo Hernandez, J. (2022). Effect of Plant Growth-Promoting Bacteria Azospirillum brasilense on the Physiology of Radish (Raphanus sativus L.) under Waterlogging Stress. Agronomy 12. doi: 10.3390/agronomy12030726

PubMed Abstract | CrossRef Full Text | Google Scholar

Sashidhar, B., Podile, A. R. (2010). Mineral phosphate solubilization by rhizosphere bacteria and scope for manipulation of the direct oxidation pathway involving glucose dehydrogenase. J. Appl. Microbiol. 109, 1–12. doi: 10.1111/J.1365-2672.2009.04654.X

PubMed Abstract | CrossRef Full Text | Google Scholar

Sehrawat, A., Sindhu, S. S., Glick, B. R. (2022). Hydrogen cyanide production by soil bacteria: Biological control of pests and promotion of plant growth in sustainable agriculture. Pedosphere 32, 15–38. doi: 10.1016/S1002-0160(21)60058-9

CrossRef Full Text | Google Scholar

Shahid, M., Singh, U. B., Saghir Khan, M., Singh, P., Kumar, R., Narian Singh, R., et al. (2023). Bacterial ACC deaminase: Insights into enzymology, biochemistry, genetics, and potential role in amelioration of environmental stress in crop plants. Front. Microbiol. 14. doi: 10.3389/fmicb.2023.1132770

CrossRef Full Text | Google Scholar

Shahzad, S. M., Khalid, A., Arif, M. S., Riaz, M., Ashraf, M., Iqbal, Z., et al. (2014). Co-inoculation integrated with P-enriched compost improved nodulation and growth of Chickpea (Cicer arietinum L.) under irrigated and rainfed farming systems. Biol. Fertil Soils 50, 1–12. doi: 10.1007/S00374-013-0826-2/TABLES/8

CrossRef Full Text | Google Scholar

Sharanappa (2023). Soil Fertility and Nutrient Management: Principles and Practices. First edition. Ed. Sharanappa Abingdon, Oxon: CRC Press. doi: 10.1201/9781003364955

CrossRef Full Text | Google Scholar

Šimonovičová, M., Huttová, J., Mistrík, I., Široká, B., Tamás, L. (2004). Peroxidase mediated hydrogen peroxide production in barley roots grown under stress conditions. Plant Growth Regul. 44, 267–275. doi: 10.1007/S10725-004-4662-0/METRICS

CrossRef Full Text | Google Scholar

Singh, U., Singh, B., Singh, S. K., Maurya, D. K. (2014). Growth analysis and yield of rainfed chickpea (Cicer arietinum L.) under soil and foliar application of diammonium phosphate in conjunction with phosphate solubilizing bacteria. Res. Crops 15, 790–796. doi: 10.5958/2348-7542.2014.01413.2

CrossRef Full Text | Google Scholar

Sisodia, R., Bhatla, S. C. (2018). Embryogenesis, vegetative growth, and organogenesis. Plant Physiology Dev. Metab., 767–796. doi: 10.1007/978-981-13-2023-1_24

CrossRef Full Text | Google Scholar

Small, C. C., Degenhardt, D. (2018). Plant growth regulators for enhancing revegetation success in reclamation: a review. Ecol. Eng. 118, 43–51. doi: 10.1016/J.ECOLENG.2018.04.010

CrossRef Full Text | Google Scholar

Solangi, F., Zhu, X., Khan, S., Rais, N., Majeed, A., Sabir, M. A., et al. (2023). The global dilemma of soil legacy phosphorus and its improvement strategies under recent changes in agro-ecosystem sustainability. ACS Omega 8, 23271–23282. doi: 10.1021/acsomega.3c00823

PubMed Abstract | CrossRef Full Text | Google Scholar

Stefan, M., Munteanu, N., Stoleru, V., Mihasan, M., Hritcu, L. (2013). Seed inoculation with plant growth promoting rhizobacteria enhances photosynthesis and yield of runner bean (Phaseolus coccineus L.). Sci. Hortic. 151, 22–29. doi: 10.1016/j.scienta.2012.12.006

CrossRef Full Text | Google Scholar

Takahashi, K., Fujino, K., Kikuta, Y., Koda, Y. (1994). Expansion of potato cells in response to jasmonic acid. Plant Sci. 100, 3–8. doi: 10.1016/0168-9452(94)90127-9

CrossRef Full Text | Google Scholar

Tanaka, Y., Sano, T., Tamaoki, M., Nakajima, N., Kondo, N., Hasezawa, S. (2006). Cytokinin and auxin inhibit abscisic acid-induced stomatal closure by enhancing ethylene production in Arabidopsis. J. Exp. Bot. 57, 2259–2266. doi: 10.1093/jxb/erj193

PubMed Abstract | CrossRef Full Text | Google Scholar

Tate, R. L. (2020). Soil microbiology (Hoboken, NJ, 07030-5774, USA: John Wiley & Sons, Inc.). doi: 10.1002/9781119114314

CrossRef Full Text | Google Scholar

Teo, H. M., Aziz, A., Wahizatul, A. A., Bhubalan, K., Siti, N. M. S., Muhamad, S. C. I., et al. (2022). Setting a plausible route for saline soil-based crop cultivations by application of beneficial halophyte-associated bacteria: a review. Microorganisms 10, 657. doi: 10.3390/MICROORGANISMS10030657

PubMed Abstract | CrossRef Full Text | Google Scholar

Uddin, M., Hussain, S., Masroor, M., Khan, A. (2014). Use of N and P biofertilizers reduces inorganic phosphorus application and increases nutrient uptake, yield, and seed quality application. Turkish J. Agric. Forestry 38, 47–54. doi: 10.3906/tar-1210-36

CrossRef Full Text | Google Scholar

Ueckert, J., Hurek, T., Fendrik, I., Niemann, E.-G. (1990). Radial gas diffusion from roots of rice (Oryza sativa l.) and kallar grass (Leptochioa fusca l. kunth), and effects of inoculation with azospirillum brasilense cd. Plant Soil 122, 59–65.

Google Scholar

UN (2022). World population prospects 2022: summary of results. UN DESA/POP/2022/TR/NO.3. United Nations, New York, 10017, USA.

Google Scholar

Upadhyay, S. K., Srivastava, A. K., Rajput, V. D., Chauhan, P. K., Bhojiya, A. A., Jain, D., et al. (2022). Root exudates: mechanistic insight of plant growth promoting rhizobacteria for sustainable crop production. Front. Microbiol. 13. doi: 10.3389/FMICB.2022.916488/BIBTEX

CrossRef Full Text | Google Scholar

Valle-Romero, P., García-López, J. V., Redondo-Gómez, S., Flores-Duarte, N. J., Rodríguez-Llorente, I. D., Idaszkin, Y. L., et al. (2023). Biofertilization with PGP bacteria improve strawberry plant performance under sub-optimum phosphorus fertilization. Agronomy 13. doi: 10.3390/agronomy13020335

CrossRef Full Text | Google Scholar

Van Loon, L. C. (2007). Plant responses to plant growth-promoting rhizobacteria. Eur J Plant Pathol 119, 243–254. doi: 10.1007/S10658-007-9165-1/TABLES/5

CrossRef Full Text | Google Scholar

Verma, V., Ravindran, P., Kumar, P. P. (2016). Plant hormone-mediated regulation of stress responses. BMC Plant Biol. 16, 1–10. doi: 10.1186/S12870-016-0771-Y/FIGURES/1

PubMed Abstract | CrossRef Full Text | Google Scholar

Visser, E. J. W., Heijink, C. J., Van Hout, K. J. G. M., Voesenek, L. A. C. J., Barendse, G. W. M., Blom, C. W. P. M. (1995). Regulatory role of auxin in adventitious root formation in two species of Rumex, differing in their sensitivity to waterlogging. Physiol. Plant 93, 116–122. doi: 10.1034/J.1399-3054.1995.930117.X

CrossRef Full Text | Google Scholar

Vives-Peris, V., de Ollas, C., Gómez-Cadenas, A., Pérez-Clemente, R. M. (2020). Root exudates: from plant to rhizosphere and beyond. Plant Cell Rep. 39, 3–17. doi: 10.1007/S00299-019-02447-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Vonderwell, J. D., Enebak, S. A., Samuelson, L. J. (2001) Associate professor, school of forestry and wildlife sciences. Available at: https://academic.oup.com/forestscience/article/47/2/197/4617400.

Google Scholar

Vos, I. A., Pieterse, C. M. J., Van Wees, S. C. M. (2013). Costs and benefits of hormone-regulated plant defences. Plant Pathol. 62, 43–55. doi: 10.1111/PPA.12105

CrossRef Full Text | Google Scholar

Wang, L., Hart, B. E., Abbas Khan, G., Cruz, E. R., Persson, S., Wallace, I. S. (2020). Associations between phytohormones and cellulose biosynthesis in land plants equal contribution. Ann. Bot. 126, 807–824. doi: 10.1093/aob/mcaa121

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, Y. P., Huang, Y., Augusto, L., Goll, D. S., Helfenstein, J., Hou, E. (2022). Toward a global model for soil inorganic phosphorus dynamics: dependence of exchange kinetics and soil bioavailability on soil physicochemical properties. Global Biogeochem Cycles 36, e2021GB007061. doi: 10.1029/2021GB007061

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, B., Mei, C., Seiler, J. R. (2015). Early growth promotion and leaf level physiology changes in Burkholderia phytofirmans strain PsJN inoculated switchgrass. Plant Physiol. Biochem. 86, 16–23. doi: 10.1016/J.PLAPHY.2014.11.008

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, G., Zhang, L., Zhang, S., Li, B., Li, J., Wang, X., et al. (2023). The combined use of a plant growth promoting Bacillus sp. strain and GABA promotes the growth of rice under salt stress by regulating antioxidant enzyme system, enhancing photosynthesis and improving soil enzyme activities. Microbiol. Res. 266, 127225. doi: 10.1016/j.micres.2022.127225

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, D., Weaver, N. D., Kesarwani, M., Dong, X. (2005). Induction of protein secretory pathway is required for systemic acquired resistance. Science 308, 1036–1040. doi: 10.1126/SCIENCE.1108791

PubMed Abstract | CrossRef Full Text | Google Scholar

Warren, J., Spiers, G. (2021) Soil mineralogy. Available at: https://openpress.usask.ca/soilscience/chapter/soil-mineralogy/.

Google Scholar

Whipps, J. M. (2001). Microbial interactions and biocontrol in the rhizosphere. J. Exp. Bot. 52, 487–511. doi: 10.1093/jexbot/52.suppl_1.487

PubMed Abstract | CrossRef Full Text | Google Scholar

Wolf, S., Hématy, K., Höfte, H. (2012). Growth control and cell wall signaling in plants. Annu. Rev. Plant Biol. 63, 381–407. doi: 10.1146/ANNUREV-ARPLANT-042811-105449

PubMed Abstract | CrossRef Full Text | Google Scholar

Wu, C. H., Bernard, S. M., Andersen, G. L., Chen, W. (2009). Developing microbe-plant interactions for applications in plant-growth promotion and disease control, production of useful compounds, remediation and carbon sequestration. Microb. Biotechnol. 2, 428–440. doi: 10.1111/j.1751-7915.2009.00109.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Xie, X., Zhang, H., Pare, P. (2009). Sustained growth promotion in Arabidopsis with long-term exposure to the beneficial soil bacterium Bacillus subtilis (GB03). Plant Signal Behav. 4, 948–953. doi: 10.4161/psb.4.10.9709

PubMed Abstract | CrossRef Full Text | Google Scholar

Yu, H., Wu, X., Zhang, G., Zhou, F., Harvey, P. R., Wang, L., et al. (2022). Identification of the phosphorus-solubilizing bacteria strain JP233 and its effects on soil phosphorus leaching loss and crop growth. Front. Microbiol. 13. doi: 10.3389/FMICB.2022.892533/BIBTEX

CrossRef Full Text | Google Scholar

Zhang, Y., Lv, Y., Jahan, N., Chen, G., Ren, D., Guo, L. (2018). Molecular sciences sensing of abiotic stress and ionic stress responses in plants. Int. J. Mol. Sci. 19. doi: 10.3390/ijms19113298

CrossRef Full Text | Google Scholar

Zhang, H., Sun, Y., Xie, X., Kim, M. S., Dowd, S. E., Paré, P. W. (2009). A soil bacterium regulates plant acquisition of iron via deficiency-inducible mechanisms. Plant J. 58, 568–577. doi: 10.1111/J.1365-313X.2009.03803.X

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, H., Xie, X., Kim, M.-S., Kornyeyev, D. A., Holaday, S., Paré, P. W. (2008). Soil bacteria augment Arabidopsis photosynthesis by decreasing glucose sensing and abscisic acid levels in planta. Plant J. 56, 264–273. doi: 10.1111/j.1365-313X.2008.03593.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, H., Zhao, Y., Zhu, J. K. (2020). Thriving under stress: how plants balance growth and the stress response. Dev. Cell 55, 529–543. doi: 10.1016/J.DEVCEL.2020.10.012

PubMed Abstract | CrossRef Full Text | Google Scholar

Zou, T., Zhang, J. (2020). A new fluorescence quantum yield efficiency retrieval method to simulate chlorophyll fluorescence under natural conditions. Remote Sens. 12, 4053. doi: 10.3390/RS12244053

CrossRef Full Text | Google Scholar

Keywords: plant growth-promoting rhizobacteria, plant growth, plant biostimulants, plant ecophysiology, leaf gas exchange, metabolome

Citation: Abou Jaoudé R, Luziatelli F, Ficca AG and Ruzzi M (2024) A plant’s perception of growth-promoting bacteria and their metabolites. Front. Plant Sci. 14:1332864. doi: 10.3389/fpls.2023.1332864

Received: 03 November 2023; Accepted: 28 December 2023;
Published: 24 January 2024.

Edited by:

Choong-Min Ryu, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Republic of Korea

Reviewed by:

Monica Calvo-Polanco, University of Salamanca, Spain
Mohd Musheer Altaf, Institute of Information Management & Technology, Aligarh, India

Copyright © 2024 Abou Jaoudé, Luziatelli, Ficca and Ruzzi. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Maurizio Ruzzi, ruzzi@unitus.it; Renée Abou Jaoudé, raj@unitus.it

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