Transcriptome of Pseudomonas sp. CDVBN10 during the colonization of rapeseed roots
As the model for this research, we used the CDVBN10 rapeseed endophyte. This strain showed PGP potential in vitro, in greenhouse and in field conditions. This strain is able to produce indole acetic acid, siderophores and cellulose and to solubilize phosphate [20]. The strain was previously identified as P. brassicacearum based on its 16S rRNA gene sequence. Here, the genome-based identification of the CDVBN10 strain shows that, despite its 16S closeness with P. brassicacearum [20], it does not belong to any described species (< 70% dDDH). We sequenced the transcriptome of Pseudomonas sp. CDVBN10 during rapeseed colonization to elucidate the ecological response of the bacterium to the plant host. First, we ensured an optimal colonization time by viewing cells attached to the roots. The scanning electron microscopy images confirmed that CDVBN10 displayed a robust colonization process and first steps of biofilm formation at 11 days post inoculation (dpi) (Fig. 1a, Figure S1). We managed to obtain high-quality RNA-Seq data for bacterial cells from the rhizoplane. The few existing studies with similar objectives showed limited recovery of bacterial sequences since plant and bacterial tissues were processed alongside each other [44–47]. In our study, due to the detachment of bacterial cells from plant roots, it was possible to map 93.5% of the reads of CDVBN10 cells interacting with rapeseed roots and 99% of the reads of control cells (Table 1). Hence, the proportion of transcripts belonging to root-associated Pseudomonas sp. cells obtained by detachment was considerably higher than those obtained previously [44–47]. These values show that our method can efficiently and selectively capture the specific transcriptome of host-associated cells (Fig. 1b).
Table 1
Summary of the results of RNA-Seq carried out on the transcriptome of the strain Pseudomonas sp. CDVBN10 colonizing rapeseed roots ("Interaction") and in pure culture ("Control").
Sample | Raw reads | Quality Filtered reads | Reads aligned exactly 1 time | Reads aligned > 1 time | Total Mapping (%) |
3 days Glucose - Control 1 | 57,598,646 | 45,811,490 | 45,261,157 | 23,943 | 98.8 |
3 days Glucose - Control 2 | 55,920,670 | 43,579,824 | 43,247,449 | 23,193 | 99.3 |
3 days Glucose - Control 3 | 64,788,627 | 56,527,995 | 56,156,950 | 21,850 | 99.4 |
6 days Glucose - Control 1 | 64,627,698 | 56,189,966 | 55,802,754 | 56,203 | 99.4 |
6 days Glucose - Control 2 | 61,597,674 | 54,246,823 | 53,828,836 | 43,756 | 99.3 |
6 days Glucose - Control 3 | 86,001,366 | 72,795,554 | 72,233,499 | 43,398 | 99.3 |
3 days Glycerol - Control 1 | 85,504,966 | 78,414,576 | 77,849,951 | 99,543 | 99.4 |
3 days Glycerol - Control 2 | 85,671,174 | 78,942,981 | 78,401,388 | 137,417 | 99.5 |
3 days Glycerol - Control 3 | 81,326,964 | 65,423,920 | 64,746,695 | 219,284 | 99.3 |
Interaction 1 | 74,750,548 | 64,437,934 | 59,368,189 | 361,520 | 92.5 |
Interaction 2 | 73,711,066 | 62,336,661 | 58,083,451 | 560,947 | 94.1 |
Interaction 3 | 72,373,008 | 62,772,410 | 58,339,228 | 400,811 | 93.6 |
Differential expression analysis between control samples (free-living cells) and interaction samples (cells within the rhizoplane) yielded many DEGs (Table 2, Fig. 1b). Of the 5,768 CDSs in the Pseudomonas sp. CDVBN10 genome, 226 were differentially expressed with an adjusted p value less than 0.05 and an absolute Log2FC value higher than 2 (Table 2).
Table 2
Differentially expressed genes (DEGs) in Pseudomonas sp. CDVBN10 interacting with B. napus roots. The last two columns indicate the number of DEGs shared among the three comparisons.
| 3 days - glucose | 6 days - glucose | 3 days - glycerol | Shared DEGs |
Log2FC | p < 0.05 | p < 0.01 | p < 0.05 | p < 0.01 | p < 0.05 | p < 0.01 | p < 0.05 | p < 0.01 |
> 2 (upregulated) | 464 | 392 | 658 | 588 | 310 | 305 | 146 | 137 |
> 1 (upregulated) | 1,092 | 824 | 1,285 | 1,049 | 1,041 | 995 | 490 | 383 |
<(-2) (downregulated) | 309 | 302 | 431 | 417 | 423 | 419 | 80 | 78 |
<(-1) (downregulated) | 976 | 853 | 1,001 | 888 | 1,081 | 1,050 | 348 | 295 |
Switch off chemotaxis and motility mechanisms at the rhizoplane
The processes of bacterial root colonization and biofilm formation are coordinated by the perception of chemical signals from the plant and neighboring bacterial cells [48, 49]. However, at the time the transcriptomics experiment was performed, the CDVBN10 strain should have already carried out these processes, since it is already established on the surface of the roots of B. napus. That means, that once the plant has been colonized, flagella and chemotaxis molecules are no longer required [50]. In this sense, there are two genes that encode proteins related to chemotaxis, MCP (Methyl-accepting chemotaxis protein), that are significantly downregulated (-4.1 and − 4.5 Log2FC; p = 9.6x10− 29 and p = 3.4x10− 100) (Table S2, Fig. 2).
In regards with motility, there are several genes involved in flagellar synthesis, fliC, fliD, fliF, fliG, fliM, fliN, which are downregulated in the CDVBN10 transcriptome in the interaction with the plant, as well as the sigma factor 28 (σ28, fliA) responsible for the activation of flagellar synthesis in Pseudomonas [51]. This is consistent with microscopy images in which P. brassicacearum CDVBN10 is seen forming microcolonies (early-medium step of biofilm development) on the roots. (Fig. 1, Supplementary Data). A previous transcriptional comparison of Pseudomonas ogarae mutants impaired in root colonization with its WT strain colonizing alfalfa also showed differential expression in motility (including flagellar assembly), MCP, and biofilm formation [22].
Energy metabolism and cellular respiration during the early biofilm stage at the root surface
Our results have provided a complex picture of the interaction of Pseudomonas sp. CDVBN10 during the early formation of biofilms on rapeseed roots. Biofilms are usually characterized by hypoxic conditions in which the bacterial extracellular matrix decreases oxygen flow [44, 52]. However, we observed overexpression of oxygen-dependent respiratory pathways, which indicates that bacterial cells are still forming an immature biofilm matrix (microcolonies) with sufficient oxygen concentrations. Hence, increased oxygenic respiration would lead to enhanced energy generation. Some of the genes encoding enzymes in the electron transport chain were overexpressed during the interaction with the plant, such as the cyoABCD operon (encoding cytochrome bo oxidase) (1.3–6.8 Log2FC; p = 5.8×10− 3-2.3×10− 27). Previous research suggest that this operon is only expressed under high oxygen concentrations [53]. In contrast, other works shows that this cytochrome is essential for the adaptation and growth of Rhizobium etli CFN42 under low oxygen concentrations during its symbiosis with Phaseolus vulgaris [54], and that this operon is overexpressed in microaerophilic conditions as well as at low pH [55]. Consistent with our observation, previous reports indicate how a strain of Burkholderia also overexpresses cytochromes in the rhizosphere of sugarcane [54]. In addition to the cyoABCD operon, the sdhC gene (encoding succinate dehydrogenase) was also upregulated (2.6 Log2FC; p = 2.3×10− 11). This enzyme is a part of the tricarboxylic acid (TCA) cycle or Krebs cycle, which continues with the cellular respiration of glucose and has an impact on many cellular metabolic processes (oxidative metabolism of carbohydrates, lipids, proteins). Once glucose is metabolized to pyruvate via glycolysis, it is oxidized to CO2 through the TCA cycle. A key step in this process is the condensation of oxaloacetate and acetyl coenzyme A to produce citrate through citrate synthase (EC:2.3.3.1) [56], the gene encoding which (gltA) is highly expressed in Pseudomonas sp. CDVBN10 during the interaction with the plant (significatively overexpressed in the comparison with 3 days – glycerol and 6 days – glucose controls). Overall, the overexpressed genes in these pathways and others also related to energy metabolism indicate that rapeseed roots represent a favourable environment for this strain, enabling efficient energy generation. Our data suggest that the strain CDVBN10 exhibited high energetic metabolism during the association with B. napus roots (Table S2 Fig. 2).
Influence of mutualistic interaction on the nutrient cycles
Exudates from plant roots are an important source of nutrients that bacteria can use [57]. In return, plants can also benefit from the metabolism of beneficial bacteria attached to the root, which can, for instance, provide the plant with nutrients [58, 59]. Here, we show that Pseudomonas sp. CDVBN10 overexpresses different genes related to phosphate metabolism in rapeseed roots, including those encoding the synthesis of an enzyme with inorganic triphosphatase activity (EC 3.6.1.25; 0.8 Log2FC; p = 4.6×10− 2), an inorganic pyrophosphatase (ppa; EC 3.6.1.1; 2.0 Log2FC; p = 3.6×10− 6), and a pyrroloquinoline quinone (PQQ)-dependent glucose dehydrogenase (gdc; 1.7 Log2FC; p = 1.4×10− 3; not significative against the glycerol control). The activities of all these enzymes could enhance phosphate availability for the plant [60, 61]. For potassium transport, the genes kefA (1.5 Log2FC; p = 2.5×10− 5) and kefF (2.1 Log2FC; p = 1.8×10− 2), involved in the synthesis of a potassium pump and its regulator [62], respectively, are just significantly overexpressed in the comparison against 3 days – glucose control samples. In contrast, there was no differential expression of the pstSABC and phnCDE genes, which synthesize phosphate transporters and phosphonates, respectively, of the kup and kdp genes, which are involved in the synthesis of potassium transporters. Furthermore, siderophore production was upregulated (see the ‘Secondary metabolism and defence systems’ section); these molecules can facilitate iron uptake by the plant [63] (Table S2, Fig. 2).
Bacteria can activate different adaptive mechanisms in response to conditions with low nutrient availability. For example, the CstA protein is produced in these circumstances [64]. Here, we found that cstA was downregulated in the cells of Pseudomonas sp. CDVBN10 living on the roots (-1.1 Log2FC; p = 3.8×10− 7). Similarly, the synthesis of polyhydroxyalkanoates (PHAs), which are polyesters produced as carbon and energy reserve substances [65, 66], was also significantly downregulated (Table S2, Fig. 2) [67–69]. These results indicate that the rhizoplane constitutes an environment rich in nutrients for the bacteria.
Our RNA-Seq data indicate that Pseudomonas sp. CDVBN10 uses various sources of carbon and other nutrients from roots or root exudates. A relevant proportion of the nutrients released by plant roots are complex carbohydrates, usually broken down by carbohydrate-active enzymes (CAZys) [70]. Here, CDVBN10 on plant roots overexpressed a lytic polysaccharide monooxygenase (AA10) (2.6 Log2FC; p = 4.1×10− 5) with a role in the degradation of either cellulose or chitin [71]. (Table S2, Fig. 2). The hydrolysis of these biomolecules can be useful for the bacterium, not only for nutrition but also to enhance bacterial entry into the roots in a later interaction stage [72].
Secondary metabolism and defence systems
The root environment is usually a confluence point for many microorganisms that are attracted to root exudates. Therefore, microorganisms have to compete with others for plant resources to thrive in this niche [73]. An effective strategy in this competition is the production of secondary metabolites with antimicrobial action, but there are few reports on whether bacteria express these metabolites when associated with a plant host [74, 75]. In this context, strain CDVBN10 overexpresses different types of biosynthetic gene clusters (BGCs) that could be related to the production of antimicrobial molecules, such as a type II lanthipeptide, a ribosomally synthesized and posttranslationally modified peptide (RiPP) and several genes included in nonribosomal peptide synthetases (NRPSs) BGCs, including a BGC that seems to be involved in the synthesis of pyoverdine. In fact, the pvdS gene is also overexpressed compared with both 3 days control treatments (2.7 Log2FC; p = 1.2×10− 2); this gene is a global regulator of the synthesis of pyoverdine, a siderophore with functions in microbial competition [76]. The hcnABC operon, responsible for the production of hydrogen cyanide (HCN), a volatile metabolite that also has antimicrobial actions [77], is negligibly expressed in the CBDVBN10 strain during its interaction with rapeseed roots (Table S2, Fig. 2). Large amounts of HCN can be toxic to plants [78]. Thus, the maintenance of safe low levels of HCN could be a regulatory mechanism for plant metabolism [78, 79].
Another mechanism of competition between different microbial cells is mediated by the injection of harmful molecules into competitor cells through type VI secretion systems (T6SSs) [80]. There exist negative regulators of the synthesis of such systems, such as RsmA [81]. Since the gene encoding this posttranscriptional regulator was downregulated in our interaction-related transcriptomes (-3.3 Log2FC; p = 3.3×10− 11), the synthesis of the T6SSs was less strongly repressed on the root surface, leading to enhanced production of T6SSs (Table S2, Fig. 2). Furthermore, microorganisms need to resist toxic molecules produced by their competitors [82, 83]. The CDVBN10 strain in association with roots could be prepared for external threats, since, compared to 3 days control treatments, it overexpressed two genes similar to those that synthesize an immunity protein that acts against colicin (creD, 4.2 Log2FC; p = 4.8×10− 3) and another one acting against the bactericidal peptide MccB17 (McbE, 4.2 Log2FC; p = 4.2×10− 3) (Table S2, Fig. 2).. Although our interaction system lacked external competitors, the activation of these two mechanisms may indicate that our PGP strain was prepared for competition with other rhizospheric inhabitants and resistance against the bacteriocins produced by them.
Pseudomonas sp. CDVBN10 upregulates the synthesis of molecules responsible for the induced systemic resistance (ISR) in plants
Bacterial microbe-associated molecular patterns (MAMPs) trigger responses in the immune system of plants. Some examples of MAMPs are lipopolysaccharides (LPSs) and the elongation factor Tu (ef-Tu) [84]. The lpxABCDHL genes, involved in the synthesis of LPS, were highly expressed in the interaction, although only lpxC (UDP-3-O-(R-3-hydroxymyristoyl)-N-acetylglucosamine deacetylase), which is essential for the synthesis of lipid A from LPS [85], was significantly overexpressed. The elongation factor Tu and elongation factor thermo-stable (EF-Ts) were also upregulated (1.7 Log2FC; p = 4.8×10− 6; 0.98 Log2FC; p = 6.5×10− 3) (Table S2, Fig. 2). Beyond MAMPs, CDVBN10 also upregulated the synthesis of plant hormones related to ISR, such as salicylate (see next section). In summary, our data suggest that the plant may receive signals to activate its immune system, which may help with future pathogen invasions.
Pseudomonas sp. CDVBN10 activates the synthesis of plant hormones in the rhizoplane
Bacteria can produce hormones that control many physiological processes in plants. The strain Pseudomonas sp. CDVBN10 has the acdS gene, which encodes 1-aminocyclopropane-1-carboxylate (ACC)-deaminase, whose action decreases ethylene and increases ammonia levels. Ethylene is a phytohormone that regulates plant development, senescence and stress responses [86, 87]. However, despite this gene being activated during the interaction, the expression levels were low, and the gene was not differentially expressed from the control (Table S2, Fig. 2).
Polyamines are polycationic molecules that also act as plant hormones. One of the main polyamines in nature is putrescine [88]. It has been demonstrated that putrescine promotes bacterial biofilm formation [89] and regulates multiple physiological functions in plants [88]. Here, the speB gene (agmatinase, which produces putrescine from agmatine) of Pseudomonas sp. CDVBN10, is upregulated in the plant (2.6 Log2FC; p = 1.0×10− 10). Similarly, an arginine decarboxylase, an ornithine carbamoyltransferase and an argininosuccinate synthase, enzymes related to arginine metabolism that create intermediate metabolites in the putrescine synthetic pathway, were also upregulated (Table S2, Fig. 2).
Adaptation to adverse factors and stresses in the plant-bacterium interaction environment
Plant-associated bacteria must be able to resist the defence molecules produced by the plant. Specifically, plants can produce reactive oxygen species (ROS) in response to microorganisms [90]. Pseudomonas sp. CDVBN10 on plant roots showed the upregulation of several genes that can mediate ROS resistance, such as genes encoding organic hydroperoxide reductases (ohr; 4.9 Log2FC; p = 2.0×10− 11) and alkyl hydroperoxide reductase (ahpC; 4.6 Log2FC; p = 5.9×10− 5; ahpF; 2.7 Log2FC; p = 2.5×10− 2) [91]. Similarly, it overexpressed the periplasmic stress response protein CpxP (cpxP; 8.7 Log2FC; p = 5.3×10− 52), which also helps to ameliorate stress [92]. A plant-inducible nitrilase is also overexpressed in the interaction with the plant (4.4 Log2FC; p = 1.2×10− 25). The bacterium may increase its synthesis of this enzyme to break down β-cyano-L-alanine, a molecule that is toxic to microorganisms at high levels and the hydrolysis of which serves as an additional source of nitrogen for the bacterium [93] (Table S2, Fig. 2).
Some plant defence molecules are antimicrobial compounds, and mechanisms of resistance to these biocide molecules produced by plants include the use of channels or extrusion pumps [94], which are often able to act on various substrates. The strain CDVBN10 on plant roots upregulated an mdtABC transporter and the MexA and MexB components of MexAB-OprM in rapeseed roots (Table S2, Fig. 2). Both are multidrug efflux systems of the resistance-nodulation-cell division (RND) family with wide substrate specificity that may help in the secretion of antimicrobial molecules by plants [95]. This system is activated in the presence of flavonoids and has been demonstrated to play a role in epiphytic colonization by a pathogenic Pseudomonas strain [95, 96].
Decoding new bacterial functions in the plant environment.
Upregulation of a gene in the plant environment indicates a likelihood of the gene being related to plant-bacteria interactions. Here, we found 421 upregulated genes (Log2FC > 1; p < 0.05 in the three comparisons), but for many of them, the role in this interaction has never been reported. However, the overexpression of a certain gene can also occur due to less specific factors (e.g.: the presence of molecules that are ubiquitous in nature) and could not be related to any specific interaction with the host. Hence, to determine the biological relevance of these findings, we compared the CDVBN10 functions—based on COGs—with those found to be strongly associated with plant interactions based on the comparative genomic studies published previously [4, 20] (Table S2). Of these functions found to be associated with plants in both studies, 78 belonged to genes that were also upregulated (Log2FC > 1; p < 0.05) in our RNA-Seq analyses of the plant rhizoplane, and 73 to genes downregulated (Log2FC < (-1); p < 0.05) (Table S2; Fig. 3). When setting the differential expression to ± 2, just 20 and 19 genes of those associated with plants were found to be up- and down-regulated, respectively. The majority of these upregulated functions belonged to the COG category “Function unknown”, followed by categories related to the metabolism of amino acids and ions (Table S2). Interestingly, those genes found to be downregulated comprise many related with cell motility. This means that, although these genes (COGs) may be required for plant-bacteria interactions, as they were annotated as plant-associated COGs (Table S2), they are no longer used in the current colonization step. We also searched for COG pathways rather than categories within our set of genes, and we did not find any with complete pathway being both upregulated and covered by plant-associated COGs (Table S2). Considering the biological significance of the upregulation on the plant root surface plus the observed association with plant interactions in genomic studies, we hypothesize that these genes may have relevant roles in plant-bacteria interactions.
An upregulated cysteine-peptidase of the NlpC/P60 family is essential in the interaction of Pseudomonas sp. with B. napus.
To validate our hypothesis, we selected one of those 184 upregulated genes that, based on comparative genomic studies, was found to be significantly associated with strains inhabiting plants for further research on its role as a plant growth promotion trait. Specifically, we selected a gene with high similarity to the yafL gene (interaction vs 3 days glucose control: 2.1 Log2FC, p = 9.9×10− 7; interaction vs 6 days glucose control: 3.9 Log2FC, p = 1.6×10− 5; interaction vs 3 days glycerol control: 3.7 Log2FC, p = 4.7×10− 44) (Table S2, Fig. 4). The annotation of this gene allowed us to determine that the encoded enzyme is a cysteine peptidase with a hydrolytic domain of the NlpC/P60 family and that, based on its physicochemical characteristics and the presence of a signal peptide, it may be located in the outer cell membrane or secreted from the cell. NlpC/P60 hydrolases show a wide range of activities, acting as peptidases, amidases, transglutaminases and acetyltransferases over a varied range of substrates, such as murein [97]. However, these enzymes are not very well characterized, and the annotations and comparative searches of these proteins in public databases do not allow us to identify the substrates of these enzymes with certainty. Because of its localization, it is possible that its substrate is a murein component. It has been demonstrated that the inoculation of peptidoglycans or muropeptides, which are small fragments of peptidoglycan, activates defence responses in plants [98]. It has also been reported that the presence of this enzyme in Enterococcus faecalis and Salmonella sp. is responsible for triggering immune pathways in humans [99] and Caenorhabditis elegans [100], respectively. It has been recently published an RNA-Seq analyses of Pseudomonas ogarae (a species phylogenetically close to CDVBN10 strain) from the alfalfa rhizosphere [22]; we inspected their raw analyses and found that a homologue of yafL is also overexpressed within the plant environment (personal communication). Considering the mentioned roles for this protein in other host-microbe interactions, its upregulation in our data and previous reports, and its high degree of association with plant-associated Pseudomonas, we aimed to explore the role of this hydrolytic enzyme in the interaction of Pseudomonas sp. CDVBN10 with B. napus.
We carried out a greenhouse assay with both the mutant and the WT strains on B. napus. The soil properties are presented in the Supplementary Data. At forty-three dpi, we found significant differences in the dry mass of plants (p = 9.7×10− 3) inoculated with CDVBN10 or its ΔyafL strain and control plants with no inoculation (Fig. 4). Plants inoculated with the ΔyafL strain exhibited slower growth than those inoculated with the WT strain and did not show significant differences from uninoculated plants.
To determine whether the decrease in rapeseed growth promotion by the ΔyafL strain was due to decreased root colonization, we labelled the WT and mutant strains with GFP and performed a colonization assay to visualize the roots by confocal microscopy. The results of this assay indicated that the mutant ΔyafL was still capable of colonizing rapeseed roots at both 11 dpi and 29 dpi, with no apparent qualitative changes relative the colonization behaviour of the WT strain (Fig. 5). Considering the abovementioned results, we report for the first time that the yafL gene and its encoded cysteine peptidase (NlpC/P60 hydrolase family) contribute to the PGP capability of Pseudomonas sp. CDVBN10 and are thus involved in plant-bacteria interactions.