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ORIGINAL RESEARCH article

Front. Microbiol., 30 September 2021
Sec. Microbe and Virus Interactions with Plants

Genomic Analysis of the 1-Aminocyclopropane-1-Carboxylate Deaminase-Producing Pseudomonas thivervalensis SC5 Reveals Its Multifaceted Roles in Soil and in Beneficial Interactions With Plants

Francisco X. Nascimento,
Francisco X. Nascimento1,2*Paola UrnPaola Urón2Bernard R. GlickBernard R. Glick3Admir GiachiniAdmir Giachini2Mrcio J. RossiMárcio J. Rossi2
  • 1iBET, Instituto de Biologia Experimental e Tecnológica, Oeiras, Portugal
  • 2Laboratório de Microbiologia e Bioprocessos, Departamento de Microbiologia, Universidade Federal de Santa Catarina, Florianópolis, Brazil
  • 3Department of Biology, University of Waterloo, Waterloo, ON, Canada

Beneficial 1-aminocyclopropane-1-carboxylate (ACC) deaminase-producing bacteria promote plant growth and stress resistance, constituting a sustainable alternative to the excessive use of chemicals in agriculture. In this work, the increased plant growth promotion activity of the ACC deaminase-producing Pseudomonas thivervalensis SC5, its ability to limit the growth of phytopathogens, and the genomics behind these important properties are described in detail. P. thivervalensis SC5 displayed several active plant growth promotion traits and significantly increased cucumber plant growth and resistance against salt stress (100mmol/L NaCl) under greenhouse conditions. Strain SC5 also limited the in vitro growth of the pathogens Botrytis cinerea and Pseudomonas syringae DC3000 indicating active biological control activities. Comprehensive analysis revealed that P. thivervalensis SC5 genome is rich in genetic elements involved in nutrient acquisition (N, P, S, and Fe); osmotic stress tolerance (e.g., glycine-betaine, trehalose, and ectoine biosynthesis); motility, chemotaxis and attachment to plant tissues; root exudate metabolism including the modulation of plant phenolics (e.g., hydroxycinnamic acids), lignin, and flavonoids (e.g., quercetin); resistance against plant defenses (e.g., reactive oxygens species-ROS); plant hormone modulation (e.g., ethylene, auxins, cytokinins, and salicylic acid), and bacterial and fungal phytopathogen antagonistic traits (e.g., 2,4-diacetylphloroglucinol, HCN, a fragin-like non ribosomal peptide, bacteriocins, a lantipeptide, and quorum-quenching activities), bringing detailed insights into the action of this versatile plant-growth-promoting bacterium. Ultimately, the combination of both increased plant growth promotion/protection and biological control abilities makes P. thivervalensis SC5 a prime candidate for its development as a biofertilizer/biostimulant/biocontrol product. The genomic analysis of this bacterium brings new insights into the functioning of Pseudomonas and their role in beneficial plant-microbe interactions.

Introduction

The increasing demand for sustainable agricultural practices creates the need for the development of novel strategies to promote plant growth and stress resistance without resorting to harmful chemical fertilizers and pesticides. One alternative to such polluting chemical compounds resides in the use of plant-growth-promoting bacteria (PGPB) that are able to efficiently promote plant growth and health (Glick, 1995; de Souza et al., 2015). These beneficial plant-associated bacteria are naturally found in soils and plant tissues, and are known to help plants overcome numerous growth limitations and stressful conditions, being of great importance for agricultural and biotechnological applications (Glick, 2012).

One of the most important mechanisms employed by PGPB involves the expression of the enzyme 1-aminocyclopropane-1-carboxylate (ACC) deaminase and the subsequent modulation of the plant hormone ethylene through the catabolism of its direct precursor, ACC (Glick et al., 1998; Glick, 2014). Ethylene is one of the most important plant hormones regulating plant growth and development, being involved in multiple physiological and developmental processes of plants (Van de Poel et al., 2015; Dubois et al., 2018), as well as in the regulation of plant-microbe interactions (Guinel, 2015; Nascimento et al., 2018a). Moreover, ethylene is also involved in plant responses to stress conditions, including those induced by biotic (e.g., pathogens, insects, and nematodes) and abiotic (e.g., salinity, low nutrient availability, low pH, heavy metals, and organic contaminants) stress factors (Lund et al., 1998; Broekaert et al., 2006; Gamalero and Glick, 2015; Tao et al., 2015; Keunen et al., 2016).

Bacteria presenting ACC deaminase activity decrease the deleterious levels of biotic and abiotic stress-induced ACC and ethylene that inhibit plant growth (Ma et al., 2004; Mayak et al., 2004; Belimov et al., 2009; Nascimento et al., 2013; Ali et al., 2014; Jaemsaeng et al., 2018). The beneficial and protective effect of ACC deaminase-producing bacteria often leads to the increased selection of these bacteria in bacterial communities associated with stressed plants (Timmusk et al., 2011; Croes et al., 2013; Truyens et al., 2013). Moreover, ACC deaminase genes (acdS) are positively selected in rhizobial symbionts associated with several leguminous plants worldwide (Nascimento et al., 2018b), further emphasizing the importance of this enzyme in beneficial plant-microbe interactions. Altogether, this data indicates that obtaining and selecting efficient ACC deaminase-producing bacteria is crucial for the development of successful biofertilizers with both increased plant growth promotion potential and an increased ability to protect plants from biotic and abiotic stress.

In a recent study, the direct isolation of several ACC deaminase-producing bacteria from various plants and locations was reported (Nascimento et al., 2019). One of the isolated strains, Pseudomonas thivervalensis SC5, presented very high levels of ACC deaminase activity suggesting an increased plant growth promotion potential (Nascimento et al., 2019).

The present work deals with the characterization, plant growth promoting activities and genomic properties of P. thivervalensis SC5.

Materials and Methods

Pseudomonas thivervalensis SC5 Characterization

Pseudomonas thivervalensis SC5 was routinely grown in Tryptic Soy Broth (TSB, Casvi, Brazil) at 28°C, 150rpm, overnight. The fresh bacterial suspensions were then used in the biochemical characterization assays, which were conducted in duplicate.

Briefly, strain SC5 was qualitatively tested for the ability to synthesize extracellular enzymes such as protease (in skim milk agar, Himedia), lipase (in rodamine B+ olive oil agar, Kouker and Jaeger, 1987), esterase (in Tributyrin agar, Himedia), amylase (Nutrient Broth supplemented with 5g/l starch; Gopinath et al., 2017), and cellulase (carboxymethylcellulose-CMC-agar; Kasana et al., 2008; Vicente et al., 2012). The strain was also tested for phosphate (PO4) and zinc oxide (ZnO) solubilization (de Freitas et al., 1997; Sharma et al., 2011); siderophores production in Chrome Azurol-S Agar (Schwyn and Neilands, 1987) and in King’s B agar (Pseudomonas agar F, Himedia; presence of fluorescence); amino acid decarboxylase/polyamines production using Moeller Decarboxylase Broth supplemented with 2% L-Arginine, or L-Lysine, or L-Ornithine (Himedia); the biosynthesis of ammonia in proteose peptone broth using the Nessler reagent as indicator (Marques et al., 2010); the ability to produce H2S and indole, as well as the ability to present motility were tested using Sulfide Indole Motility (SIM) media (Sigma-Aldrich); the biosynthesis of indole-3-acetic acid (IAA) in TSB supplemented with 500μg/ml of tryptophan and posterior detection using the Salkowski reagent (Glickmann and Dessaux, 1995); nitrate/nitrite reduction (Buxton, 2011); resistance to high salinity (growth in TSB supplemented with 3 and 5% w/v NaCl); resistance to antibiotics (growth in TSB supplemented with ampicillin-100μg/ml, chloramphenicol-30μg/ml, kanamycin-50μg/ml, and tetracycline-15μg/ml); and the ability to use 4-aminobutyrate (GABA), KNO3, KNO2, and phytohormones [IAA, benzoic acid (BA), salicylic acid (SA), abscisic acid (ABA), jasmonic acid (JA), gibberellic acid-GA3-] as sole carbon/nitrogen sources, as previously described (Nascimento et al., 2019).

Plant Growth Promotion Assays

Cucumber Plant Growth Promotion Assay Under Laboratory Conditions

Commercial cucumber “Straight eight” (Cucumis sativus) seeds (Isla, Brazil) were surface disinfected by immersion in 70% ethanol for 1min, followed by 10min in 1% sodium hypochlorite. The seeds were then rinsed five times in sterile deionized water. The seeds were distributed into Petri dishes containing 1% water agar and incubated in the dark at 25°C for 3days. Each germinated seed was sown in a 300ml (volume) pot filled with sterilized vermiculite and sand in a 1:1 (v/v) ratio. The experiment consisted of two treatments: the non-inoculated control, and SC5 inoculation. The inoculation consisted of soaking the germinating seeds for 1h in an overnight grown bacterial suspension (TSB, 28°C, 150rpm) adjusted to OD600=0.3 in sterile 0.03M MgSO4, followed by the direct application of 3ml of a bacterial suspension (OD600=0.3) into the root-shoot junction of germinated plants. Six plants were used for each treatment. The assay was conducted under laboratory conditions with an average temperature of 25°C and a 12h photoperiod. The plants received 10ml Hoagland’s nutrient solution (Hoagland and Arnon, 1950) whenever necessary, and were harvested 3weeks after inoculation. The plant roots and shoots were excised and dried for 3days at 60°C in order to record dry weights on an analytical scale.

Cucumber Plant Growth Promotion Assay Under Normal and Salt Stress Conditions in the Greenhouse

Salt stress is one the major inducers of ACC and ethylene production by several plant species, which ultimately leads to plant growth inhibition (root and shoot development, overall biomass; Tao et al., 2015). The fine-tuning of ACC and ethylene levels under salt stress conditions is therefore of importance for increased plant salt stress resistance (Riyazuddin et al., 2020). Since P. thivervalensis SC5 presented both ACC deaminase activity, salt stress resistance and overall plant growth promotion abilities, we hypothesized that this strain could be useful for increasing cucumber plant salt stress resistance. Cucumber is known for its high sensitivity to salt stress (Gamalero et al., 2010). Based on this hypothesis, P. thivervalensis SC5 was tested for its ability to help salt-sensitive cucumber plants to overcome some of the deleterious effects of salt stress (100mmol/l NaCl).

The preparation of the experiment (seed germination, inoculation, and pots) was conducted as described above (see Section “Cucumber Plant Growth Promotion Assay UnderLaboratory Conditions”).

The experiment consisted of four treatments: non-inoculated control (normal conditions); P. thivervalensis SC5 inoculation (normal conditions); non-inoculated control+100mmol/L NaCl (salt stress conditions); P. thivervalensis SC5 inoculation +100mmol/L NaCl (salt stress conditions). Six plants were used for each treatment. In the initial 5days of growth the plants received 5ml Hoagland’s nutrient solution whenever necessary (dried top layer of vermiculite and sand). After this period, stress conditions were imposed (to the respective salt receiving treatments) by applying 10ml Hoagland’s nutrient solution containing 100mmol/L NaCl 4days per week. The non-inoculated control and P. thivervalensis SC5 inoculation treatments (normal conditions) received 10ml Hoagland’s nutrient solution 4days per week.

The greenhouse experiment (average temperature 26.9°C) was conducted in the Universidade Federal de Santa Catarina, Florianópolis, Brazil. About 3weeks after sowing, cucumber plants were harvested, washed with tap water, and root and shoot lengths (SLs) were measured. The plants were then dried at 60°C and root and shoot dry weights were measured.

Statistical Analysis

The SPSS Statistics v. 26 software (SPSS, IBM Company, United States) was used to perform a statistical analysis, which was conducted using an ANOVA and means comparison using Tukey’s test.

Phytopathogen Antagonistic Activities

Strain SC5 antagonistic activities were tested against the fungal pathogen Botrytis cinerea and the bacterial pathogen Pseudomonas syringae DC3000 as previously described (Nascimento et al., 2016). The fungal antagonistic activities were detected by the inability of the fungal strain to grow over SC5 spots in potato dextrose agar plates. The bacterial antagonistic activities were detected by the inability of P. syringae DC3000 to grow in the presence of strain SC5.

Genome Sequencing and Analysis

The SC5 DNA library was constructed using Illumina TruSeq DNA Nano kit (automated) and sequenced in the Illumina MiSeq platform using the MiSeq V3 reagent kit (2×300bp).

The complete 6,592,350bp genome sequence of strain SC5 is a scaffold of 37 contigs (N50=313,629bp), which were generated by a total of 1,480,168 reads (coverage of 67X) assembled using SOAPdenovo v2.04 (Luo et al., 2012), and constructed based on a guided assembly against the complete genome sequence of P. thivervalensis BS3779=DSM 13194T=LMG 21626T (NZ_LT629691.1) using Mauve (Darling et al., 2004). The contigs were joined by introducing 100 Ns in the assembly gap regions as indicated in the NCBI submission guidelines. The genome sequence of P. thivervalensis SC5 is available in the NCBI1 under the accession number CP022201.1.

The genome annotation was performed using the NCBI Prokaryotic annotation pipeline (Angiuoli et al., 2008). Functional genome annotation and analysis were conducted as described elsewhere (Nascimento et al., 2020). Genome circular view was created using CGview (Grant and Stothard, 2008).

Average nucleotide identity (ANI) was calculated using PyANI and the ANIb method (Pritchard et al., 2016).

Results and Discussion

Characterization and Plant Growth Promotion Properties of P. thivervalensis SC5

A general characterization of P. thivervalensis SC5 was conducted and is presented in Table 1. Strain SC5 is a Gram-negative, rod shaped, motile, and non-sporulating bacterium that can grow in temperatures ranging from 7 to 30°C and in NaCl concentrations up to 5%. It is resistant to ampicillin (100μg/ml) and chloramphenicol (30μg/ml) but found to be sensitive to kanamycin (50μg/ml) or tetracycline (15μg/ml). Strain SC5 produced siderophores, including a pyoverdine-like pigment (presents fluorescence when grown in King’s B medium); solubilized PO4 and ZnO; produced polyamines when supplemented with arginine but not lysine or ornithine; produced low levels of IAA (or IAA-like compounds), ~4μg/ml, in the presence of exogenous tryptophan (500μg/ml); and reduced nitrate to N2 and ammonia, which is consistent with its ability to use KNO3 and KNO2 as sole nitrogen sources. This bacterium is positive for the extracellular lytic enzyme lipase but negative for esterase, amylase, cellulase, and protease under the tested conditions. Strain SC5 is not able to use IAA, salicylic acid (SA), benzoic acid (BA), abscisic acid (ABA), jasmonic acid (JA), and gibberellins (GA) as sole carbon sources. On the other hand, it presented the ability to consume 4-aminobutyrate (GABA).

TABLE 1
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Table 1. Phenotypic characterization of P. thivervalensis SC5.

Laboratory experiments indicated that the inoculation of P. thivervalensis SC5 led to a significant increase in cucumber plant growth (Supplementary Figure S1) when compared to the non-inoculated control plants, 3weeks after inoculation, confirming the plant growth promoting properties of strain SC5.

These results indicate that the ACC deaminase-producing P. thivervalensis SC5 has several active plant growth promotion properties and acts as an active PGPB, which is consistent with previous reports showing the increased plant growth promotion abilities of ACC deaminase-producing Pseudomonas strains (Glick, 1995; Rashid et al., 2012).

Pseudomonas thivervalensis SC5 Promotes Cucumber Growth Under Normal and Salt Stress Conditions

The results obtained from the cucumber growth promotion assay conducted under greenhouse conditions showed that cucumber plants inoculated with P. thivervalensis SC5 presented a significant increased development when compared with non-inoculated plants, in both normal and salt stress conditions (0 and 100mmol/l NaCl, respectively; Figures 1AC).

FIGURE 1
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Figure 1. Results obtained from a cucumber plant growth promotion assay performed under greenhouse conditions, 3weeks after inoculation, six replicates. (A) Shoot and Root lengths (cm) of non-inoculated control and Pseudomonas thivervalensis SC5 inoculated plants under normal and salt stress conditions; (B) Root, shoot, and total dry biomass (mg) of non-inoculated control and P. thivervalensis SC5 inoculated plants under normal and salt stress conditions; (C) Non-inoculated control and P. thivervalensis SC5 inoculated cucumber plants under salt stress conditions (100mM NaCl). NIC-0- non-inoculated control, normal conditions; SC5-0- P. thivervalensis SC5 inoculation, normal conditions; NIC-100- non-inoculated control, salt stress conditions (100mM NaCl); SC5-100- P. thivervalensis SC5 inoculation, salt stress conditions (100mM NaCl). RDW, root dry weight; SDW, shoot dry weight; and TDB, total dry biomass. Different letters adjacent to bars represent significant statistical differences (p<0.05).

Compared to the non-inoculated control, the application of strain SC5 led to a significant increase in cucumber SL (8.4 vs. 11.5cm, 36.9%), root length (RL; 18.67 vs. 23.75cm, 27.2%), root dry weight (RDW; 77.30 vs. 102.32mg, 32.3%), shoot dry weight (SDW; 347.47 vs. 428.52mg, 23.3%), and total dry biomass (TDB; 424.80 vs. 530.83mg, 25%) in the absence of added salt (Figures 1A,B).

In the presence of salt there was a significant decrease in root and shoot growth (43% shoot, 22.3% RL) and in RDW (60.2%), SDW (34.6%), and TDB (39.3%) in non-inoculated cucumber plants (Figures 1A,B). Similar results were obtained with cucumber plants inoculated with P. thivervalensis SC5 under salt stress conditions, with decreases of 45.2, 20.35, 50.9, 23.3 and 28.6% in SL, RL, RDW, SDW, and TDB, respectively, when compared to SC5 inoculated plants under normal conditions. The effects of salt stress, especially those affecting biomass, were less pronounced in plants inoculated with P. thivervalensis SC5.

Compared to non-inoculated plants, the plants inoculated with P. thivervalensis SC5 showed a significant increase in both SL (4.80 vs. 6.25cm, 30.2%), RL (14.5 vs. 18.92cm, 30.5%), RDW (30.78 vs. 50.23mg, 63.2%), SDW (227.36 vs. 328.88mg, 44.7%), and TDB (258.14 vs. 379.12mg, 46.9%), under salt stress conditions (Figures 1AC). Moreover, the results showed that SC5-inoculated salt-stressed plants had similar biomass values to non-inoculated non-stressed control plants (Figure 1B).

The results obtained here are in agreement with previous reports demonstrating the important role of ACC deaminase-producing bacteria (especially Pseudomonas) in mitigating the effects of salt stress in several plants (Cheng et al., 2007; Saravanakumar and Samiyappan, 2007; Ali et al., 2014; Orozco-Mosqueda et al., 2019), including cucumber (Gamalero et al., 2010).

Detailed Analysis of Pseudomonas thivervalensis SC5 Genomic Properties

The genome of P. thivervalensis SC5 consists of a single circular chromosome of ~6.59Mbp and an average GC content of 61.2% (Figure 2A). Genome analysis predicts a total of 5,884 open reading frames, of which 5,816 correspond to putative protein coding sequences (CDS). A total of 58 tRNA, seven rRNA, three ncRNA, and one tmRNA genes were also found.

FIGURE 2
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Figure 2. Representation of the P. thivervalensis SC5 genome. (A) Circular representation of the genome and its properties, including genes (blue), GC% (black), GC% skew [(+) green, and (−) pink] and genomic islands (red); (B) Phylogenomic analysis based on average nucleotide identity (ANI) values of selected Pseudomonas strains.

BlastKoala analysis resulted in the functional annotation of 3,380 genes from a total of 5,816 CDS (58.1%).

The genome of strain SC5 contains 33 genomic islands (GI; Figure 2A). Two of these GIs correspond to phage sequences that were found by PHAST analysis. A total of two complete phage sequence clusters were found within the SC5 genome.

CAZymes analysis identified 157 proteins belonging to the families of structurally related catalytic and carbohydrate-binding modules (or functional domains) of enzymes that degrade, modify, or create glycosidic bonds. A total of 42 proteins were predicted to belong to the Glycoside Hydrolase family, 38 to Glycosyl Transferases, 14 to Carbohydrate Binding Modules, 40 to Carbohydrate Esterases, 18 to Auxiliary Activities, and to 5 the Polysaccharide Lyases family.

The complete elements for sec and tat, type I (T1SS; Hemophore/metalloprotease transporter; Adhesin protein transporter; and AlgE-type Mannuronan C-5-Epimerase transporter), two type II (T2SS), a type III (T3SS), and two type VI (T6SS) secretion systems gene clusters were identified within the SC5 genome (Supplementary Table S1).

Genome alignment analysis revealed that the genome of P. thivervalensis SC5 is highly syntenic to the genomes of P. thivervalensis BS3779=DSM 13194T and P. thivervalensis PITR2 (Supplementary Figure S2).

Strain SC5 was previously classified as P. thivervalensis based in its 16S rRNA gene sequence (Nascimento et al., 2019). To validate the previous taxonomic classification a genome-based analysis was conducted. The ANI analysis indicated that strain SC5 genome presents high identity to P. thivervalensis BS3779T (ANI-98.69%) and P. thivervalensis PITR2 (ANI-98.62%) genomes (Figure 2B), supporting the identification of strain SC5 as P. thivervalensis. Moreover, strain SC5 as well as other P. thivervalensis strains presented increased genomic identity when compared to members of the Pseudomonas brassicacearum, Pseudomonas kilonensis, and Pseudomonas bijeensis species (Figure 2B). Interestingly, these clades contain well known PGPB also presenting pathogen antagonistic activities (e.g., P. brassicacearum WCS 365, P. kilonensis F113, and P. brassicacearum LBUM300).

Pseudomonas thivervalensis SC5 Genomic Traits Involved in Soil Colonization, Plant-Growth Promotion, and Protection

Nitrogen, Sulfur, and Phosphorous Metabolism

Pseudomonas thivervalensis SC5 reduces nitrate to produce N (gas) and ammonia, indicating that the dissimilatory nitrate reduction and denitrification pathways are active in this strain. These results are consistent with the presence of the genes responsible for the dissimilatory nitrate reduction (nas) and denitrification (nir, nar, and nor) pathways, as well as several genes involved in nitrate, nitrite, and ammonia transport (three amtB genes) in the SC5 genome (Supplementary Table S2). Additionally, genes involved in urea and allophanate transport and degradation, namely the ureABC cluster responsible for urease production and, atzF, encoding the allophanate hydrolase, were also found (Supplementary Table S2).

Two nitronate monooxygenase genes (npd) involved in the oxidative denitrification of toxic nitronates and nitroalkanes to their corresponding aldehydes and nitrites; and three copies of the azoR gene, encoding azoreductase were found to be present in the genome (Supplementary Table S2), and may account for strain’s SC5 ability to degrade nitro-containing xenobiotics.

Strain SC5 possesses the complete set of genes responsible for the assimilatory sulfate reduction pathway (cis genes) and several genes involved in sulfate transport (sulP, cysPUWA). The taurine transport and taurine dioxygenase genes (tauD, three copies; Supplementary Table S3) involved in the catabolism of taurine; sulfone and sulfonate transport and degradation genes involved in the degradation of sulfones (sfnG) and alkanesulfonates (ssuABCD); and dddP and dmoA genes involved in the catabolism of dimethlysulfonioproprionate and dimethylsulfide were also found in the genome, suggesting an ability to modulate plant and soil sulfur metabolism.

The genome of strain SC5 contains the pyrroloquinoline quinone (pqq) operon and glucose dehydrogenase genes involved in the production of gluconate, a major organic acid involved in the solubilization of mineral phosphate and other compounds such as ZnO. In addition, genes encoding enzymes involved in organic phosphate solubilization, such as an extracellular phytase, several alkaline phosphatases, and some components of the phosphonate C-P lyase system were found in the genome of strain SC5 (Supplementary Table S4). The strain SC5 extracellular phytase (CE140_04710) presents some similarity with Bacillus subtilis extracellular 3-phytase involved in the catabolism of phytate a common plant metabolite found in plant tissues and soils, that serves as a storage source for phosphorus and inositol (Zeng et al., 2011). Two copies of the genes encoding the phosphate transport system (pstABCS) were also detected in the genome (Supplementary Table S4).

Overall, the data obtained indicates that P. thivervalensis SC5 participates in N, S, and P soil cycles through several enzymatic activities, thus, increasing the availability of several key nutrients that are indispensable for plant growth.

Siderophore Production and Iron Acquisition

Pseudomonas thivervalensis SC5 and its relatives, P. thivervalensis LMG 21626T (=BS3779) and P. thivervalensis PITR2, synthesize siderophores. Recently, Matthijs et al. (2016) identified two siderophores produced by strain LMG 21626T, as pyoverdine (PYOthi) and histocorrugatin, and characterized the genomic regions responsible for their biosynthesis. The genomic regions containing the pvd and hcsABCDEFGHIJKL genes were detected in the chromosome of P. thivervalensis SC5 (Supplementary Table S5), suggesting the production of pyoverdine (PYOthi) and histocorrugatin by this strain. In addition to pyoverdine and histocorrugatin biosynthetic clusters, one other region containing a Non-Ribosomal Peptide Synthase (NRPS) and other siderophore biosynthesis related genes was detected in the strain SC5 chromosome (Supplementary Table S5). This genomic region (CE140_5180-5260) contained both isochorismate synthase (CE140_05240) and isochorismate pyruvate lyase (CE140_05235) gene homologs, which are involved in the production of SA, suggesting the production of a SA-containing siderophore. Moreover, the NRPS associated with this cluster (CE140_5180, CE140_5185) showed some homology (~43–46%) to NRPS’s from the coelibactin biosynthetic cluster of Streptomyces coelicolor A3(2). BLAST analysis revealed that this NRPS cluster is somewhat rare, being only detected in 20 other sequenced Pseudomonas strains (mostly synxantha, simiae, libanensis, and azotoformans).

Iron and iron complex (including siderophore-iron complex) transport genes are extremely abundant in the genome sequence of strain SC5 (Supplementary Table S5), suggesting that iron acquisition and metabolism plays an important role in strain SC5 physiology and ecology.

Osmotic Stress Resistance

Strain SC5 was able to grow in the presence of high salt concentrations, which is consistent with the presence of multiple genes involved in the biosynthesis, metabolism and transport of osmoprotectants in its genome (Supplementary Table S6). In this regard, strain SC5 possesses the genes for the biosynthesis of compatible solutes such as proline (proABC), glutamate (gltBD), glutamine (seven glnA genes), carnitine (bodG, lcdH), N-acetylglutaminylglutamine amide (NAGGN; ngg), glycine-betaine (betABC), glycogen (glg), trehalose (two treS genes, treYZ), ectoine, and hydroxyectoine (doeABCD), as well as several of the transporters of these compounds (proP, proXWV, betT, opuABCD, thuEFGK, and ehuABCD; Supplementary Table S6). In addition, several genes involved in the transport of sodium and chloride (nhaAB, yfbK, glnT, and putP) were detected in the genome.

The SC5 genome also contains several genes involved in the biosynthesis, metabolism, and transport of polyamines and 4-aminobutyrate (GABA; Supplementary Table S7), which also play a role in salt stress resistance (Schiller et al., 2000). The strain SC5 chromosome contains the speA, aguA, aguB, and speC genes involved in putrescine biosynthesis; the hss, cansD, and nspC genes involved in homospermidine, carboxynorspermidine, and spermidine biosynthesis; as well as several genes involved in polyamine degradation (puuABCD, spuC, and prr) and conversion to GABA.

The results obtained indicate that P. thivervalensis SC5 can acquire, synthesize, accumulate, and metabolize wide range of osmolytes and polyamines that are known to play a role in osmotic stress tolerance, as well as in plant colonization and plant growth promotion. For example, the induction of osmotic stress and the presence of compatible solutes increased the plant colonization and biocontrol activities of P. fluorescens EPS62e (Bonaterra et al., 2007). The production of trehalose by the PGPB Pseudomonas sp. UW4, played an important role in the protection of tomato plants against salt stress (Orozco-Mosqueda et al., 2019). The biosynthesis of polyamines plays a role in plant growth promotion activities of plant-associated bacteria (Chen et al., 2017).

Motility, Chemotaxis, and Attachment to Plant Tissues

Pseudomonas thivervalensis SC5 chromosomal DNA contains the genes involved in the synthesis of flagella (flg, fli) and pilus (pil, cpa) systems involved in bacterial motility (Supplementary Table S8). The genome also harbors 38 genes encoding methyl-accepting chemotaxis proteins as well as multiple copies of chemotaxis related genes cheA, cheB, cheD, cheV, cheY, cheR, motA, and motB (Supplementary Table S8).

The SC5 genome harbors several genes involved in bacterial attachment to plant tissues, including the type IV pilus and fimbriae biosynthesis genes, the tight adherence (Tad) export apparatus and Flp (fimbrial low molecular-weight protein) pili, the bcs cellulose production operon, the alg operon responsible for alginate production, and several other gene clusters potentially involved in exopolysaccharide formation (Supplementary Table S8).

Resistance to Oxidative Stress

Pseudomonas thivervalensis SC5 harbors an increased number of genes involved in the response to oxidative stress, including four katE genes encoding catalase; katG, encoding a catalase-peroxidase; two sod genes that encode Fe-Mn family superoxide dismutases; two ahpC genes that encode an alkyl hydroperoxide reductase; a peroxiredoxin Q/BCP bcp gene; tpx, encoding an atypical 2-Cys peroxiredoxin; a cytochrome c peroxidase gene; three gpx genes encoding glutathione peroxidase; four non-heme chloroperoxidases (cpo); three osmC genes that encode a lipoyl-dependent peroxiredoxin; a dye-decolorizing peroxidase gene homolog, and a superoxide oxidase, cybB, gene. A gene cluster involved in the production of an aryl polyene, possibly involved in the protection against reactive oxygen species (ROS; Cimermancic et al., 2014), was also detected in the genome of P. thivervalensis SC5 (Supplementary Table S9). This data indicates that P. thivervalensis SC5 possess a significant ability to detoxify several ROS, which may impact several aspects of plant growth as well as plant-microbe interactions. For example, plants produce increased levels of ROS under stressful conditions (e.g., salt stress) that impact plant growth (Huang et al., 2019). The plant defense response against bacteria is mostly mediated by ROS (Bolwell and Wojtaszek, 1997). Ultimately, beneficial bacteria able to overcome the inhibitory effects of ROS are better able to colonize and protect plant hosts against stress (Kim et al., 2000; Alquéres et al., 2013; Tiepo et al., 2020).

Metabolism of Carbohydrates, Organic Acids, and Amino Acids

Genomic analysis revealed the presence of several carbohydrate (sugars, sugar alcohols, and sugar acids) catabolism and transport genes in strain SC5 chromosomal DNA (Supplementary Table S10). These included genes involved in the catabolism of sugars such as glucose (through gluconate), fructose, ribose, xylose, galactose, mannose, sucrose, maltose, trehalose, and beta-glucosides; sugar alcohols such as glycerol, mannitol, galactictol/sorbitol, and inositol; and sugar acids such as glycolate, D-gluconate, L-gulonate, D-fructuronate, D-mannonate, D-lactate, galactarate, glycerate, D-glucarate, L-talarate, and D-galactonate degradation. The SC5 genome also contains the genes involved in the TCA cycle (citrate, fumarate, succinate, aconitate, isocitrate, and malate metabolism), the glyoxylate bypass (glyoxylate catabolism), and the metabolism of several organic acids such as acetate, oxaloacetate, formate, malonate, tartrate, propionate, and butyrate (Supplementary Table S11).

Strain SC5 also contains several genes involved in the transport and metabolism of amino acids and peptides, as well as opines (Supplementary Table S12). Opines are compounds synthesized from the condensation of amino acids with ketoacids or sugars, and have been linked to the colonization abilities of rhizobia and Agrobacterium (Murphy et al., 1995; Dessaux et al., 1998). The genome of strain SC5 contains the mocC gene involved in the catabolism of rhizopine (Galbraith et al., 1998), several opine oxidase gene homologs (ooxAB) involved in octopine degradation, as well as the inositol/myo-inositol transport system and homologs of the octopine transport system, indicating the strain SC5 ability to catabolize opines and modulate its effects on plant-microbe interactions.

Phenolics and Lignin Metabolism

The P. thivervalensis SC5 genome contains the ech, vdh, and fcs gene cluster that encodes the enzymes enoyl-CoA hydratase/aldolase, vanillin dehydrogenase, and feruloyl-CoA synthetase, involved in the catabolism of hydroxycinnamic acids such as ferulic acid (conversion to vannilate), p-coumaric acid (conversion to 4-hydroxybenzoate) and caffeic acid (conversion to protocatechuate). A mhpA gene homolog encoding the 3-(3-hydroxyphenyl)propanoate hydroxylase involved in 3-hydroxycinnamic acid (m-coumaric acid) catabolism, and the hpa operon encoding a 4-hydroxyphenylacetate 3-monooxygenase system involved in p-coumaric acid oxidation, are also present in the chromosome of strain SC5. Moreover, the vannilate catabolism genes, vanAB, responsible for the conversion of vannilate to protocatechuate; the pobA gene responsible to the conversion of 4-hydroxybenzoate to protocatechuate; and the pca operon containing the genes responsible for the conversion of protocatechuate to acetyl-CoA (via 3-oxoadipate) were also detected (Supplementary Table S13), consistent with the presence of a complete degradation pathway for hydroxycinnamic acids in strain SC5.

The ability to use hydroxycinnamic acids as carbon sources may play a role in P. thivervalensis SC5 rhizospheric colonization activities, as well as in soil and plant health maintenance by decreasing the long-term accumulation of these toxic allelochemical compounds (Turner and Rice, 1975; Batish et al., 2008; Singh et al., 2014; Ferro et al., 2015).

Two NADPH-dependent curcumin reductase genes (curA) were also detected in the SC5 genome (Supplementary Table S13) and may be involved in strain SC5 ability to metabolize the plant polyphenolic and antibacterial compound curcumin.

A gene encoding a Dyp type peroxidase enzyme (CE140_09525) with 84.5% identity to the P. fluorescens Pf-5 DyP1B enzyme, involved in the oxidation of lignin substrates (Rahman Pour and Bugg, 2015), was found in the genome of P. thivervalensis SC5, suggesting that this strain has the ability to degrade lignin.

Genomic analysis also revealed the presence a polyphenol oxidase/laccase encoding gene, responsible for the oxidation of several phenolics; calA and calB genes encoding the coniferyl-alcohol dehydrogenase and coniferyl-aldehyde dehydrogenase enzymes, respectively, involved in the catabolism of the monolignol coniferyl-alcohol and the respective coniferyl aldehyde (Supplementary Table S13); a 2,4'-dihydroxyacetophenone dioxygenase responsible for the degradation of 2,4'-dihydroxyacetophenone to 4-hydroxybenzoate; and the catechol 2,3-dioxygenase enzyme responsible for the catabolism of catechol. Coniferyl-alcohols and hydroxycinnamic acids are components of plant lignin, and 2,4'-dihydroxyacetophenone and catechol are known breakdown products of lignin. Overall, the acquired data suggests that strain SC5 may modulate plant lignin levels, which are an important determinant of plant growth, stress resistance, and defense (Liu et al., 2018).

Metabolism of Flavonoids

SC5 genomic analysis led to the identification of a cluster (CE140_08155-08295) containing several genes that present a high level of identity to the naringenin degradation genes of Herbaspirillum seropedicae SmR1 (Marin et al., 2013). In addition, three quercetin 2,3-dioxygenase genes, involved in the catabolism of the flavonoid quercetin were also detected in the genome of P. thivervalensis SC5 (Supplementary Table S13).

Flavonoid degradation is a trait described in several Pseudomonas species (Rao and Cooper, 1994; Pillai and Swarup, 2002) that may play an important role in the modulation of soil and plant flavonoid concentrations. The degradation of flavonoids leads to the production of p-coumaric acid, caffeic acid, phenylacetic acid (PAA), p-hydroxybenzoate, and protocatechuate (B-ring products); and phloroglucinol, phloroglucinol carboxylate, resorcinol, and oxaloacetate (A-ring products; Rao and Cooper, 1994; Pillai and Swarup, 2002), which are then channeled to the TCA cycle. Most of the genes involved in these pathways were found in the SC5 genome, indicating the ability to completely use several flavonoids as carbon sources, a trait likely associated with the colonization activities of the bacterium.

ACC and Ethylene Modulation Genes

The acdS gene (CE140_07955) encoding ACC deaminase, as well as the acdR gene (CE140_07960) that encodes a leucine-responsive protein known to regulate acdS gene expression (Li and Glick, 2001), were found in the genome of P. thivervalensis SC5 (Supplementary Table S14). The AcdS and AcdR proteins present a high identity (97.6 and 86.4%, respectively) to those of the efficient ACC deaminase-producing PGPB, Pseudomonas sp. UW4. Moreover, analysis of the P. thivervalensis SC5 acdS gene and its nearby regulatory regions indicated that this gene is stably present in the SC5 chromosome (with no transposase or mobile genetic elements in its vicinity), indicating a long-term acquisition and evolution of the acdS gene in strain SC5. The acdS gene is known to be positively selected in most legume-rhizobia symbiosis (Nascimento et al., 2018b); hence, the presence of a stable acdS gene in P. thivervalensis SC5 suggests that this strain has evolved a long term mutualistic interaction with plant hosts, where the expression of ACC deaminase plays a valuable and positive role.

In addition to acdS, strain SC5 also contains a tlpQ gene homolog (CE140_07340), involved in the chemotactic response to ethylene, which acts as an attractant to several plant-associated Pseudomonas strains (Kim et al., 2007); and several genes involved in polyamine (putrescine, spermidine) production and transport (Supplementary Table S14). Bacterial spermidine inhibits plant ethylene biosynthesis, leading to an increase in plant growth promotion (Xie et al., 2014).

Auxin Biosynthesis

A tryptophan 2-monooxygenase gene (iaaM) homolog, possibly involved in the biosynthesis of indole-3-acetamide (IAM), and several amidase genes (amiE, yafV) that may convert IAM to IAA, were found in the genome of P. thivervalensis SC5 (Supplementary Table S14), thus suggesting that strain SC5 produces IAA trough the IAM pathway (Duca and Glick, 2020). The production of IAA trough the IAM pathway has also been described in other beneficial Pseudomonas strains, such as Pseudomonas chlororaphis O6 (Dimkpa et al., 2012).

Curiously, two feaB genes encoding the phenylacetaldehyde dehydrogenase enzyme involved in phenylacetate (PAA) production were identified in the genome of strain SC5 (Supplementary Table S14), thus suggesting its ability to synthesize PAA. PAA is also considered an auxin with significant impact in plant growth (Cook, 2019). Moreover, PAA production by beneficial plant-associated bacteria also acts as an inducer of the plant defense response, leading to increased plant resistance against fungal pathogens (Sumayo et al., 2013; Akram et al., 2016).

Cytokinins Biosynthesis and Metabolism

The genome of strain SC5 contains several genetic elements involved in the production and transformation of cytokinins (CKs; Supplementary Table S14), such as the miaA, miaB, and miaE genes involved in the production of N6-(Δ2-isopentenyl)adenosine, 2-methylthio-N6-(dimethylallyl)adenosine, and 2-methylthio-cis-ribozeatin, respectively. The SC5 genome also contain several genes encoding RNAses, which can be involved in the dissociation of tRNA-associated CKs. Additionally, two log genes, which encode the cytokinin riboside 5'-monophosphate phosphoribohydrolase responsible for the conversion of CK-nucleotides to free-base forms (Samanovic et al., 2015); and the xanthine dehydrogenase genes, xdhABC, responsible for the biotransformation of CKs (Taylor et al., 2006), were also found in the genome sequence of P. thivervalensis SC5 (Supplementary Table S14).

The abundance of genetic elements involved in the production and transformation of CKs suggests that P. thivervalensis SC5 is able to synthesize CKs, a trait also found in other Pseudomonas strains (de Salamone et al., 2001; Karnwal and Kaushik, 2011; Großkinsky et al., 2016). Moreover, P. fluorescens G20-18 CK production abilities also play an important role in the biocontrol of P. syringae infection in Arabidopsis (Großkinsky et al., 2016); hence, the production of CKs by P. thivervalensis SC5 may impact not only its plant growth promotion activities but also its biocontrol activities.

Salicylic Acid Biosynthesis

Several genes involved in the production of SA, namely, one isochorismate synthase (pchA), which converts chorismate into isochorismate (the building block for SA biosynthesis) and two isochorismate-pyruvate lyase gene homologs (pchB), which are responsible for the transformation of isochorismate to SA, were identified in the SC5 chromosomal DNA (Supplementary Table S14). The pchA and one copy of the pchB gene were found in an operon responsible for siderophore biosynthesis (described above), suggesting a role in the synthesis of a SA-containing siderophore. One additional copy of pchB (pchB2) was found in a genomic region not related to siderophore production; pchB2 (CE140_03015) is clustered with a gene encoding an isochorismatase-like protein. These results suggest the production of SA by P. thivervalensis SC5, a trait that has also been described in other Pseudomonas spp. (Bakker et al., 2014).

Salicylic acid is one of the main plant hormones involved in plant defense responses, and, consequently, has important functions in regulating plant-microbe interactions (Lebeis et al., 2015). Moreover, SA also plays an important role in plant growth and abiotic stress resistance (Rivas-San Vicente and Plasencia, 2011; Khan et al., 2015). The production of SA by P. thivervalensis SC5 may play an important role in its ability to interact with plant hosts, to promote plant growth as well as in its biocontrol activities against pathogens.

Phytopathogen Antagonistic Activities

ANTISMASH analysis revealed the presence of several gene clusters involved in the biosynthesis of antagonistic secondary metabolites in the genome of strain SC5. These included a 2,4-diacetylphloroglucinol (DAPG) biosynthesis cluster constituted by the phlHGF and phlACBDE genes; a cluster involved in hydrogen cyanide (HCN) production (hcnABC); a gene cluster involved in the biosynthesis of a fragin homolog; three gene clusters involved in bacteriocin production, and one cluster involved in the production of a lantipeptide (Supplementary Table S15).

Strain SC5 DAPG biosynthesis cluster (phlACBDE and phlHGF) presents high identity to the functional DAPG biosynthesis gene cluster of P. thivervalensis PITR2 (~99% identity; Keel et al., 1996; Molina et al., 2003), and other studied biocontrol Pseudomonas strains such as P. kilonensis F113 (~93% identity; Redondo-Nieto et al., 2013; Vacheron et al., 2018), P. brassicacearum BIM B-446 (~93% identity; Mandryk-Litvinkovich et al., 2017), P. brassicacearum 3Re2-7 (~93% identity; Nelkner et al., 2019), P. brassicacearum LBUM300 (~93% identity; Lanteigne et al., 2012; Novinscak et al., 2016), among others. Moreover, BLAST analysis revealed that the hcnABC gene cluster of P. thivervalensis SC5 also presented high identity to the functional hcnABC genes of several HCN-producing Pseudomonas, including P. thivervalensis PITR2 (~99% identity; Ramette et al., 2003), P. brassicacearum 3Re2-7 (~92% identity; Nelkner et al., 2019) and P. brassicacearum LBUM300 (~92% identity; Lanteigne et al., 2012; Novinscak et al., 2016).

Several genes involved in acyl homoserine lactone catabolism (pvdQ, quiP) and homoserine lactone efflux were detected in the genome of strain SC5 (Supplementary Table S15), suggesting the ability to modulate quorum-sensing signals, a trait of relevant importance for biocontrol activities (Alymanesh et al., 2016).

Based on the increased prevalence of genes involved in the biosynthesis of antagonistic secondary compounds it was decided to test P. thivervalensis SC5 for its ability to antagonize the phytopathogens B. cinerea (fungal) and P. syringae DC3000 (bacterial). These assays revealed that P. thivervalensis SC5 inhibited the growth of both pathogens, confirming the active production of pathogen antagonistic traits (Figure 3). The obtained results indicate that strain SC5 presents the ability to act as a biocontrol agent, a trait also observed in its close relative, P. thivervalensis PITR2, a bacterium isolated from a disease suppressive soil known to actively produce the antifungal metabolites DAPG and HCN [73].

FIGURE 3
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Figure 3. Antagonistic activities against phytopathogens. (A) Botrytis cinerea control; (B) B. cinerea+P. thivervalensis SC5; (C) Pseudomonas syringae DC3000 (incorporated in agar)+Pseudomonas sp. MS8 (negative control); (D) P. syringae DC3000 (incorporated in agar)+P. thivervalensis SC5. The arrow in panel (B) points to a P. thivervalensis SC5 colony. The inhibition of fungal growth and the presence of halos (P. syringae DC3000 assay) indicate the antagonistic activities of strain SC5.

Conclusion

Pseudomonas thivervalensis SC5 acts as a versatile and efficient PGPB, presenting both plant growth promoting properties as well as antagonistic activities against phytopathogens. Although, this strain was originally isolated based on its ACC deaminase activity, a thorough genomic analysis revealed the presence of several other elements involved in plant colonization and growth promotion. Thus, the success of P. thivervalensis SC5 as a PGPB results from a web of complex mechanisms and actions that modulate several aspects of plant growth, resistance, and plant-microbe interactions (Figure 4; Table 2).

FIGURE 4
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Figure 4. Overview of the P. thivervalensis SC5 soil and plant colonization activities.

TABLE 2
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Table 2. Features encoded in the P. thivervalensis SC5 genome and their roles in plant growth promotion, plant-microbe interactions, and phytopathogen antagonism. Detailed analysis of genes can be found in Supplementary Tables S1S15.

Ultimately, understanding the functions of successful PGPB, such as P. thivervalensis SC5 is of importance for the selection and development of next generation inoculants to be applied in a wide range of agricultural and biotechnological applications, and to gain more knowledge regarding beneficial plant microbe-interactions.

Data Availability Statement

The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: https://www.ncbi.nlm.nih.gov/genbank/, CP022201.1.

Author Contributions

FN performed the plant experiments, bacterial characterization assays, genomic analysis, and wrote the manuscript. PU performed the plant experiments (greenhouse assays) and participated in manuscript writing. BG, AG, and MR were responsible for advising, writing, and revising this work. All authors contributed to the article and approved the submitted version.

Conflict of Interest

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

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.

Acknowledgments

MR acknowledges receiving a fellowship (DT 314973/2018-4) from the Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq), Brazil. PU acknowledges receiving a Ph.D. fellowship from the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES), Brazil. PU thanks to Elizandra Bruschi Buzanello (UFSC) for helping with the greenhouse experiments.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmicb.2021.752288/full#supplementary-material

Abbreviations

PGPB, Plant-growth-promoting bacteria; ACC, 1-aminocyclopropane-1-carboxylic acid; IAA, Indole-3-acetic acid; SA, Salicylic acid; BA, Benzoic acid; ABA, Abscisic acid; JA, Jasmonic acid; GA, Gibberellic acid (GA); PAA, Phenylacetic acid; CKs, Cytokinins; GABA, 4-aminobutyrate; SL, Shoot length; RL, Root length; RDW, Root dry weight; SDW, Shoot dry weight; TDB, Total dry biomass; CDS, Coding sequences; GI, Genomic islands; TnSS, Type n secretion system; ANI, Average nucleotide identity; ROS, Reactive oxygen species; SODs, Superoxide dismutases; DMS, Dimethylsulfide; DMSP, Dimethylsulfoniopropionate; DAPG, 2,4-diacetylphloroglucinol; HCN, Hydrogen cyanide; EPS, Exopolysaccharide; LPS, Lipopolysaccharide; NAGGN, N-acetylglutaminylglutamine amide.

Footnotes

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Keywords: Pseudomonas, plant-growth-promoting bacteria, 1-aminocyclopropane-1-carboxylate deaminase, genomics, plant-microbe interaction

Citation: Nascimento FX, Urón P, Glick BR, Giachini A and Rossi MJ (2021) Genomic Analysis of the 1-Aminocyclopropane-1-Carboxylate Deaminase-Producing Pseudomonas thivervalensis SC5 Reveals Its Multifaceted Roles in Soil and in Beneficial Interactions With Plants. Front. Microbiol. 12:752288. doi: 10.3389/fmicb.2021.752288

Received: 02 August 2021; Accepted: 31 August 2021;
Published: 30 September 2021.

Edited by:

Milko Alberto Jorquera, University of La Frontera, Chile

Reviewed by:

Divjot Kour, Southern Federal University, Russia
Puneet Singh Chauhan, National Botanical Research Institute (CSIR), India
Satyavir Singh Sindhu, Chaudhary Charan Singh Haryana Agricultural University, India
Elisa Bona, University of Eastern Piedmont, Italy
Samina Mehnaz, Forman Christian College, Pakistan

Copyright © 2021 Nascimento, Urón, Glick, Giachini and Rossi. 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: Francisco X. Nascimento, francisco.nascimento@ibet.pt

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