1. Introduction
Pseudomonas is one of the most widespread Gram-negative bacterium in nature [
1,
2]. It is isolated from the center or leaf periphery of plants.
Pseudomonas can promote plant growth by producing and secreting substances such as siderophores, phosphatases and plant hormones [
3]. The inhibitory effect on pathogenic fungi is mainly caused by producing some antibiotic substances, such as phenazines and pyrrolnitrin, polyketides and peptides, etc. [
4,
5].
P. aurantiaca is a
Pseudomonas strain with good biocontrol effect [
6]. Previous studies have found that this species can produce a variety of antagonistic substances to inhibit the growth of plant pathogens [
7,
8]. Tagele et al. [
9] found that
P.
aurantiaca KNU17Pc1 has antifungal activity against eight different phytopathogens and causes significant changes in the hyphal morphology. Hu et al. [
10] screened a biocontrol bacterium
P.
aurantiaca Pcho10 from multiple wheat-related strains. The experiments in growth chamber conditions and field experiments showed that Pcho10 could colonize wheat well and effectively control the diseases caused by
Fusarium graminearum. However, the current inhibition rate of strain fermentation broth using the traditional medium is relatively low, posing a challenge to the advancement of biological vaccines for addressing plant diseases.
The optimization of fermentation media can often promote the accumulation of target secondary metabolites [
11,
12,
13]. Therefore, adding appropriate exogenous nutrients and/or growth factors (such as precursors, surfactants and metal ions) to the fermentation medium is one of the most effective methods to improve the yield of secondary metabolites. Zhang et al. [
14] improved the nematicidal activity of
Trichoderma longibrachiatum by optimizing the fermentation medium. The biocontrol efficacy of the
T.
longibrachiatum culture filtrate was 83.88% on the 70th day after sowing wheat seeds in a greenhouse experiment. By uniformly optimizing the fermentation conditions of
Bacillus circulus FA13, Zhou et al. [
15] increased the inhibitory effect of 20-fold diluted
B. circulus FA13 fermentation filtrate on
Aspergillus parasiticus from 23.1% to 100%. Furthermore, the active compounds in the best protocol’s cell-free supernatant are very stable and resistant to high temperature, high pressure, acid-alkali and zymolysis.
The Plackett–Burman design (PBD) is an effective method to evaluate the relative importance of medium components for secondary metabolites, which greatly reduces the total number of experiments [
16]. However, PBD only considers the main effects and ignores the interactions between variables, which is why it is generally used in combination with response surface methodology (RSM) [
17]. RSM is considered to be one of the preferred methods for determining the best culture conditions and the most effective components of the culture medium with a minimum number of experiments [
18]. The combination of PBD and RSM overcome the shortcomings of traditional methods and have been widely used to optimize reaction conditions and processing parameters [
19,
20].
In our previous work, we found that
P.
chlororaphis subsp.
aurantiaca ST-TJ4 has a significant antagonistic effect on
Phytophthora cinnamomi, which has great potential for biological control [
21]. However, the biocontrol effect of ST-TJ4 culture filtrate against
P. cinnamomi varied greatly depending on the fermentation medium and conditions used. Therefore, there is an urgent need to develop optimal fermentation conditions under which antagonism against
P. cinnamomi can be actively quantitatively evaluated. A stepwise optimization was performed that included (1) selecting the best carbon, nitrogen and microelement sources in single variable experiments; (2) combining PBD with RSM to optimize key media composition factors; (3) subsequently, the stability of the fermentation filtrate of strain ST-TJ4 and the in vivo biocontrol effect of
P. aurantiaca ST-TJ4 on
P. cinnamomi were evaluated.
2. Materials and Methods
2.1. Bacterial and Fungal Strains
P. chlororaphis subsp.
aurantiaca ST-TJ4 was isolated from the rhizosphere of poplar in Tianjin, China, in 2018 [
22] and is now preserved in the China Center for Type Culture Collection (CCTCC; No. M2020435). Strain ST-TJ4 was stored at −80 °C in Luria–Bertani (LB) medium containing 50% (
v/
v) glycerol for long-term use. The target pathogen
P. cinnamomi was generously provided by the Forest Protection Department of Nanjing Forestry University and cultured on V8 agar medium at 25 °C.
2.2. Preparation of Fermentation Filtrate and Determination of Antagonistic Activity
To assess the inhibitory effect of the fermentation filtrate, single colonies of ST-TJ4 were inoculated into 20 mL King’s B (KB) medium and grown overnight. After that, 200 mL of fresh KB medium was used to reinoculate the overnight culture to a concentration of 5%. It was then incubated for 3 days at 28 °C with 200 rpm shaking. The fermentation broth was centrifuged at 4 °C for 15 min at 8000 rpm, and the supernatant was filtered through a 0.22 μm syringe filter [
23].
The antagonistic activity of the sterile fermentation filtrate of ST-TJ4 was measured using the mycelial growth rate method. Specifically, this means the following: mix the prepared ST-TJ4 sterile fermentation filtrate with the V8 medium heated and cooled to 70 °C at a ratio of 1:10 (
v/
v) and pour it into the plate. The control group consists of the V8 medium without any addition. Then, fresh phytophthora plugs were added to the plates with different treatments and incubated at 25 °C for 7 days. The diameter of the pathogenic fungi colony was measured via the cross method, and the inhibition rate was calculated [
24]. The experiment was repeated twice, and each treatment was conducted in triplicate.
2.3. Optimization of Fermentation Medium Components by Single-Factor Experiments
We performed a single-factor screening test for ST-TJ4 on the KB medium with different carbon sources, nitrogen sources and inorganic salts. We measured the effects of these nutrient conditions on the antagonistic activity of ST-TJ4. The carbon sources were glucose, sucrose, mannitol, soluble starch and glycerol; the nitrogen sources were ammonium chloride, corn flour, yeast extract, beef extract and peptone; the carbon–nitrogen ratios were (4:1), (2:1), (1:1), (1:2) and (1:4); the inorganic salts were manganese sulfate, ferrous sulfate, zinc sulfate, sodium chloride, magnesium sulfate and dipotassium hydrogen phosphate. The medium was sterilized at 121 °C for 20 min. All the above treatments were repeated three times.
2.4. Screening Significant Fermentation Medium Components via the Plackett–Burman Design
PBD was applied to evaluate the relative importance of different parameters with a minimum number of experiments [
25,
26]. Based on the initial shake flask fermentation experiment, the six components of the fermentation medium optimized in the previous experiment, namely glucose, glycerol, yeast extract, peptone, MgSO
4∙7H
2O and K
2HPO
4, were the components of the 12 experiments of PB. Two levels were selected for each factor: the low level was the medium concentration level after initial screening and the high level was 1.3 to 2 times the low level. See
Table 1 for the selection of factor codes and high and low levels in PB design. The response value was the inhibition rate of the fermentation filtrate of ST-TJ4, and each experiment was repeated three times.
2.5. Path of Steepest Ascent Method Test
The response surface fitting equation can only be established when the factors approach the optimal level. According to the PBD results, the slope direction and step length of the steepest ascent method are determined through the positive and negative effects of key factors.
2.6. Box–Behnken Design Central Combination Test
The Box–Behnken method (Design Expert software, version 12, Stat-Ease Inc., Minneapolis, MN, USA) is a comprehensive technique for optimizing experimental conditions. When optimizing the fermentation medium for biocontrol bacteria, a more reasonable systematic study can be carried out, the optimization process can be simplified, and the optimization range can be calculated step by step with an accurate statistical system. According to the PBD test results, we determined the two most important factors and levels for the Box–Behnken design experiment.
2.7. RNA Extraction and RT-qPCR Analysis
To investigate the impact of an optimized culture medium on the differential expression of genes associated with phenazine synthesis, the ST-TJ4 bacterial suspension was inoculated into a 250 mL Erlenmeyer flask containing 100 mL of either optimized culture medium or a basic medium and agitated for 24 h at 28 °C and 200 rpm. The bacteria were then harvested through centrifugation at 8000 rpm and 4 °C for 15 min. Total RNA extraction was carried out using a Trazol Up Plus RNA Kit (Takara Biotech., Beijing, China). Following DNaseI treatment, 2 μg of RNA was utilized in a 20 μL reaction system for the synthesis of first-strand cDNA through reverse transcription, as per the manufacturer’s instructions. RT-qPCR was conducted using Hieff RT-qPCR SYBR Green Master Mix (CAT: 11202ES08; Yeasen, Shanghai, China) under specific conditions: an initial denaturation step of 95 °C for 5 min, followed by 40 cycles of 95 °C for 10 s and 60 °C for 30 s, with the entire reaction system performed on ABI 7500 (Applied Biosystems, Waltham, MA, USA). Six genes associated with phenazine synthesis, namely
phzA,
phzB,
phzD,
phzE,
phzF and
phzO, were chosen for RT-qPCR analysis (
Table S1). The relative expression levels of these genes were determined using the 2
−∆∆CT method, with the 16S rRNA gene serving as the reference gene.
2.8. Stability of the Active Metabolites in the Fermentation Filtrate
The study assessed the impact of temperature, pH and UV light on the stability of antagonistic active compounds present in the optimized fermentation filtrate. Thermal stability was evaluated by subjecting aliquots of the fermentation filtrate to temperatures of 20 °C, 60 °C, 80 °C and 100 °C for 30 min, as well as autoclaving at 121 °C for 30 min, followed by natural cooling to room temperature. The effect of acid–alkali treatment was examined by adjusting the pH of the cell-free supernatants to 2, 4, 8, 10 and 12 using 1 mol/L NaOH or 1 mol/L HCl, and then the pH was readjusted to approximately 7.0 after a 6 h incubation period at room temperature. UV light stability was assessed by exposing the fermentation filtrate to UV light at a distance of 30 cm from the UV lamp for 6, 12, 18 and 24 h, with untreated fermentation filtrate serving as the control. The antagonistic activity of the ST-TJ4 fermentation filtrate was determined using the same method as described above. Antifungal activity was tested for all treatments and the control, with each treatment being replicated three times.
2.9. Pathogenicity Assays on Detached Leaves of Rhododendron pulchrum
Healthy leaves of R. pulchrum were selected and rinsed with sterile water. The surface was then sterilized using cotton soaked in 75% ethanol, followed by 3 washes with sterile water and air drying. Subsequently, the leaves of R. pulchrum were immersed in the ST-TJ4 fermentation filtrate for 15 s. As a control, leaves were also submerged in sterile water for the same duration.
Each undamaged leaf was punctured at its center using a sterilized prunus needle. The experimental group received a 5 mm diameter mycelial plug at the site of the leaf wound, while the control group received a sterile agar block of the same size at the wound. Five leaves from each group were inoculated and then placed in a constant-light incubator (MLR-352H-PC, Panasonic, Kadoma, Japan) at 75% relative humidity. After 5 days of growth with alternating 12 h light and 12 h darkness cycles at 25 °C, the lesion areas of the leaves were quantified. The relative control effect was calculated using the formula: (control lesion areas—fermentation filtrate treatment lesion areas)/control lesion areas × 100%.
2.10. Detection of the Colonization of P. cinnamomi in Plant Leaves
The biomass of
P. cinnamomi in
R. pulchrum subjected to basic medium (KB) and optimized culture medium (OM) was assessed using RT-qPCR. DNA was extracted from the leaves utilizing a
SteadyPure Plant Genomic DNA Extraction Kit (AG21011, Accurate Biotechnology Co., Ltd., Changsha, China) and was quantified via spectrophotometry. Subsequently, 20 ng of DNA from each sample was utilized for RT-qPCR. The methods and parameters utilized in RT-qPCR adhere to the specifications outlined in
Section 2.7. The
P. cinnamomi target gene
Pcinn13739 was employed for the quantification of oomycetes colonization [
27], while the glyceraldehyde-3-phosphate dehydrogenase (
GAPDH) of
R. pulchrum was used as the endogenous reference gene [
28]. The primer details are provided in
Table S2.
2.11. Statistical Analysis
The data were analyzed via analysis of variance and Duncan’s multiple comparison test with SPSS 22.0 software (IBM Inc., Armonk, NY, USA). Standard errors of all mean values were calculated at a significance level of p < 0.05. Graphs were generated using GraphPad Prism 8.0 (GraphPad Software Inc., Boston, MA, USA).
4. Discussion
Pseudomonas bacteria commonly inhabit and proliferate in the rhizosphere soil of plants and are recognized as a species of plant growth-promoting bacteria with significant potential for biocontrol and practical application [
29,
30]. They possess the capability to directly impede the growth of pathogenic fungi by releasing antagonistic substances, especially those that are soil-borne [
31,
32]. In our laboratory, a biocontrol bacterium,
P. chlororaphis subsp.
aurantiaca ST-TJ4, exhibited antagonistic properties against various plant pathogens. To enhance the biocontrol efficacy of this strain, the fermentation medium was optimized in this study using the Plackett–Burman test, the steepest climb test and the Box–Behnken design.
Based on the KB medium, a single-factor screening experiment was conducted to identify the optimal combination of fermentation medium components. Subsequently, the significance of the factors identified in the single-factor experiment was assessed using the Plackett–Burman test to determine the optimal combination of the fermentation medium components. The results of the test indicated that glucose, as a carbon source, played a pivotal role in the antagonistic effect of ST-TJ4 fermentation filtrate. This finding is consistent with previous research, such as the study by Liu et al. [
12], which demonstrated that the use of glucose as a carbon source by
Lysobacter antibioticus 13–6 is a critical factor in increasing bacterial content and enhancing antifungal activity. Similarly, Zhang et al. [
33] reported that the utilization of glucose as a carbon source can enhance the yield of antibiotics in a strain, thereby improving its antagonistic ability.
In addition to carbon sources, various nitrogen sources also affected the antagonistic effect of the ST-TJ4 fermentation filtrate. Studies have shown that organic nitrogen sources can notably enhance the yield of secondary metabolites compared to inorganic nitrogen sources [
34]. Normally, in a fermentation test, yeast extract powder as a medium raw material exhibits superior production rate and yield of fermented product compared to other nitrogen sources [
24]. However, the mechanism by which the addition of yeast extract enhances the antagonistic ability of ST-TJ4 against
P. cinnamomi warrants further investigation. Moreover, inorganic salts are essential for the growth of biocontrol bacteria, and the PB test indicated that inorganic salts did not significantly impact the inhibition rate of the ST-TJ4 fermentation filtrate, possibly due to the presence of other medium components containing trace elements necessary for ST-TJ4.
The effectiveness of the biocontrol agent in field application is largely determined by its stability, which also serves as a key factor in determining its potential for successful application and development into a viable product. Yu et al. [
35] discovered that the aseptic fermentation broth of
Bacillus amyloliquefaciens DF-7 exhibited enhanced stability within the temperature range of 40–60 °C, at a pH level between 4 and 8 and when subjected to 90 min of UV irradiation. Additionally, the antagonistic protein 1–4-2F produced by
B. velezensis NT35 demonstrated relatively stable characteristics and exhibited improved antifungal activity within the pH range of 4–10 and at temperatures between 20 and 100 °C [
36]. The current study indicates that the fermentation filtrate of ST-TJ4 displays greater stability across a wider temperature range (20–121 °C), pH range (2–12) and UV irradiation time (24 h), suggesting its enhanced adaptability to complex field environments compared to
Bacillus. Furthermore, the
R. pulchrum leaf experiment provided confirmation that optimizing the fermentation medium reduced the susceptibility of
P. cinnamomi to infect leaves.
Various strains exhibit distinct fermentation characteristics, making it imperative to identify the most suitable fermentation medium for each strain to ensure successful development and industrial-scale production. This investigation employed a single-factor experiment, the Plackett–Burman design and the Box–Behnken design to optimize the fermentation medium for the ST-TJ4 strain, focusing on the carbon source, nitrogen source and inorganic salt. The study determined the optimal medium composition, offering a foundational framework for the formulation of fermentation processes in future industrial production. Furthermore, given the substantial disparities between laboratory and industrial production environments, it is essential to conduct further assessments to ascertain the suitability of the fermentation conditions for large-scale industrial production.
5. Conclusions
In this study, the fermentation parameters for the production of inhibitory compounds by ST-TJ4 strain were optimized using a single-factor test in conjunction with response surface design. The findings revealed that a medium containing 20.59 g/L of glucose and 18.76 g/L of yeast extract powder was favorable for the generation of inhibitory substances by the ST-TJ4 strain. The antifungal efficacy of the ST-TJ4 strain against P. cinnamomi increased by 15% following the optimization process. Subsequent to optimization, the biocontrol properties were enhanced, and there was an upregulation in the expression levels of the phenazine synthesis genes phzA, phzB, phzD, phzE, phzF and phzO. Furthermore, the inhibitory compounds exhibited robust stability under high temperatures and UV light exposure and demonstrated increased tolerance to highly alkaline environments.