| Literature DB >> 34062832 |
Anna Dzimitrowicz1, Piotr Jamroz1, Pawel Pohl1, Weronika Babinska2, Dominik Terefinko1, Wojciech Sledz2, Agata Motyka-Pomagruk2.
Abstract
To the present day, no efficient plant protection method against economically important bacterial phytopathogens from the Pectobacteriaceae family has been implemented into agricultural practice. In this view, we have performed a multivariate optimization of the operating parameters of the reaction-discharge system, employing direct current atmospheric pressure glow discharge, generated in contact with a flowing liquid cathode (FLC-dc-APGD), for the production of a plasma-activated liquid (PAL) of defined physicochemical and anti-phytopathogenic properties. As a result, the effect of the operating parameters on the conductivity of PAL acquired under these conditions was assessed. The revealed optimal operating conditions, under which the PAL of the highest conductivity was obtained, were as follows: flow rate of the solution equaled 2.0 mL min-1, the discharge current was 30 mA, and the inorganic salt concentration (ammonium nitrate, NH4NO3) in the solution turned out to be 0.50% (m/w). The developed PAL exhibited bacteriostatic and bactericidal properties toward Dickeya solani IFB0099 and Pectobacterium atrosepticum IFB5103 strains, with minimal inhibitory and minimal bactericidal concentrations equaling 25%. After 24 h exposure to 25% PAL, 100% (1-2 × 106) of D. solani and P. atrosepticum cells lost viability. We attributed the antibacterial properties of PAL to the presence of deeply penetrating, reactive oxygen and nitrogen species (RONS), which were, in this case, OH, O, O3, H2O2, HO2, NH, N2, N2+, NO2-, NO3-, and NH4+. Putatively, the generated low-cost, eco-friendly, easy-to-store, and transport PAL, exhibiting the required antibacterial and physicochemical properties, may find numerous applications in the plant protection sector.Entities:
Keywords: Dickeya spp.; Pectobacteriaceae; Pectobacterium spp.; agriculture; antibacterial; non-thermal atmospheric pressure plasma; plant protection; reactive oxygen and nitrogen species
Year: 2021 PMID: 34062832 PMCID: PMC8124219 DOI: 10.3390/ijms22094813
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Box-Behnken response surface design with actual and (coded) values of operating parameters related to application of a continuous-flow FLC-dc-APGD reaction discharge system for the production of NH4NO3-based PALs having certain electrical conductivity measured after 1 (σ1h) and 24 h (σ24h).
| Order | A, mL min−1 | B, mA | C, % | σ 1h, | σ 24h, | |
|---|---|---|---|---|---|---|
| Standard | Run | |||||
| 11 | 1 | 6.0 (+1) | 40 (0) | 0.1 (−1) | 2.230 | 2.310 |
| 5 | 2 | 2.0 (−1) | 30 (−1) | 0.3 (0) | 5.180 | 5.230 |
| 13 | 3 a | 4.0 (0) | 40 (0) | 0.3 (0) | 5.000 | 5.200 |
| 7 | 4 | 6.0 (+1) | 30 (−1) | 0.3 (0) | 4.810 | 5.060 |
| 4 | 5 | 4.0 (0) | 50 (+1) | 0.5 (+1) | 7.960 | 8.090 |
| 2 | 6 | 4.0 (0) | 50 (+1) | 0.1 (−1) | 2.240 | 2.260 |
| 15 | 7 a | 4.0 (0) | 40 (0) | 0.3 (0) | 5.130 | 5.270 |
| 3 | 8 | 4.0 (0) | 30 (−1) | 0.5 (+1) | 7.800 | 7.880 |
| 10 | 9 | 2.0 (−1) | 40 (0) | 0.5 (+1) | 8.400 | 8.820 |
| 6 | 10 | 2.0 (−1) | 50 (+1) | 0.3 (0) | 5.120 | 5.170 |
| 8 | 11 | 6.0 (+1) | 50 (+1) | 0.3 (0) | 5.320 | 5.340 |
| 12 | 12 | 6.0 (+1) | 40 (0) | 0.5 (+1) | 7.510 | 7.880 |
| 9 | 13 | 2.0 (−1) | 40 (0) | 0.1 (−1) | 2.230 | 2.270 |
| 14 | 14 a | 4.0 (0) | 40 (0) | 0.3 (0) | 5.240 | 5.300 |
| 1 | 15 | 4.0 (0) | 30 (−1) | 0.1 (−1) | 2.100 | 2.120 |
A: The flow rate of the FLC solution (NH4NO3) (in mL min−1). B: The discharge current of the FLC-dc-APGD system (in mA). C: The NH4NO3 concentration in the FLC solution (in %). a Center points at A = 4.0 mL min−1 (0), B = 40 mA (0), C = 0.3% (0).
p-values for response surface regression models as well as linear and square effects of parameters A, B, and C along with their two-way interactions included in these models to describe changes in σ1h and σ24h (in mS cm−1) of PALs produced by using the continuous-flow FLC-dc-APGD reaction-discharge system. Statistically significant terms included in the developed regression models are given in brackets.
| R2, % | R2 Adjusted, % | R2 Predicted, % | S | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Model | Linear | Square | Two-Way Interactions | Lack-of-Fit | |||||
|
| 0.000 | 0.000 | - | 0.016 | 0.070 | 99.5 | 99.4 | 98.7 | 0.173 |
|
| 0.000 | 0.000 | - | 0.004 | 0.626 | 99.8 | 99.7 | 99.3 | 0.114 |
| Regression equations modelling the effect of examined parameters (A, B, and C) a | |||||||||
|
| 0.258−0.128 × A + 17.269 × C−0.613 × A × C | ||||||||
|
| 1.159−0.184 × A−0.019 × B + 16.519 × C + 0.007 × A × B + 0.556 × A × C | ||||||||
σ1h—Electrical conductivity measured after 1 h. σ24h—Electrical conductivity measured after 24 h. A: The flow rate of the FLC solution (NH4NO3) (in mL min−1). B: The discharge current of the FLC-dc-APGD system (in mA). C: The NH4NO3 concentration in the FLC solution (in %). R2: Coefficient of determination. S: Residual standard deviation. a A backward-elimination-of-terms algorithm at α = 0.05 was applied to determine statistically significant terms in response to surface regression models.
ANOVA statistics and results of the lack-of-fit test for the response surface regression models established using the backward-elimination-of-terms algorithm (at α = 0.05) for production of PALs in the continuous-flow FLC-dc-APGD reaction-discharge system.
| Source of Data | DF | Adjusted SS | Adjusted MS | F-Value a | |
|---|---|---|---|---|---|
| Electrical conductivity measured after 1 h (σ1h) | |||||
| Model | 3 | 70.612 | 23.537 | 785.36 | 0.000 < 0.05 |
| Linear | 2 | 65.172 | 32.586 | 1087.29 | 0.000 < 0.05 |
| A | 1 | 0.101 | 0.101 | 3.28 | 0.093 |
| C | 1 | 65.071 | 65.071 | 2171.20 | 0.000 < 0.05 |
| Two-way interactions | 1 | 0.240 | 0.240 | 8.01 | 0.016 < 0.05 |
| A×C | 1 | 0.240 | 0.240 | 8.01 | 0.016 < 0.05 |
| Error | 11 | 0.330 | 0.030 | ||
| Lack-of-fit | 9 | 0.324 | 0.036 | 13.69 | 0.070 > 0.05 |
| Pure error | 2 | 0.005 | 0.003 | ||
| Total | 14 | 70.942 | |||
| Electrical conductivity measured after 24 h (σ24h) | |||||
| Model | 5 | 65.870 | 13.174 | 1006.94 | 0.000 < 0.05 |
| Linear | 3 | 60.683 | 20.228 | 1546.08 | 0.000 < 0.05 |
| A | 1 | 0.221 | 0.221 | 16.92 | 0.003 < 0.05 |
| B | 1 | 0.024 | 0.024 | 1.84 | 0.208 |
| C | 1 | 60.399 | 60.399 | 4616.53 | 0.000 < 0.05 |
| Two-way interactions | 2 | 0.279 | 0.140 | 10.67 | 0.004 < 0.05 |
| A×B | 1 | 0.081 | 0.081 | 6.21 | 0.034 < 0.05 |
| A×C | 1 | 0.198 | 0.198 | 15.14 | 0.004 < 0.05 |
| Error | 9 | 0.118 | 0.013 | ||
| Lack-of-fit | 7 | 0.089 | 0.013 | 0.88 | 0.625 > 0.05 |
| Pure error | 2 | 0.029 | 0.014 | ||
| Total | 14 | 65.987 | |||
DF: Degrees of freedom. SS: The sum of squares. MS: The mean of squares. A: The flow rate of the FLC solution (NH4NO3). B: The discharge current of the FLC-dc-APGD system. C: The NH4NO3 concentration in the FLC solution. a The value of the F-test for comparing model variance with residual variance.
Figure 1Normal probability plots and scatter plots of residuals versus observation (run) order for surface regression models predicting electrical conductivity of PALs produced using the continuous-flow FLC-dc-APGD system, as measured after (a) 1 h (σ1h) and (b) 24 h (σ24h).
Figure 2Optimization plots–the effect of the flow rate of the FLC solution (A), the discharge current of the FLC-dc-APGD system (B), and the NH4NO3 concentration (C) on electrical conductivity of PALs produced in the continuous-flow FLC-dc-APGD system, as measured after 1 h (σ1h) and 24 h (σ24h).
Antibacterial properties of the plasma-treated 0.5% NH4NO3 solution against phytopathogens.
| Bacterial Strain | Assay | Concentration of PAL | |||
|---|---|---|---|---|---|
| 1% | 10% | 25% | 50% | ||
| MIC | + | +/− | - | - | |
| MBC | + | +/− | - | - | |
| MIC | + | +/− | - | - | |
| MBC | + | +/− | - | - | |
PAL: Plasma-activated liquid. MIC: Minimal inhibitory concentration. MBC: Minimal bactericidal concentration. +: growth of bacterial cells was observed/lack of antibacterial action. −: no bacterial growth/antibacterial properties were observed. The experiment was repeated three times with two technical repetitions in each. The following control samples were included: MIC and MBC assays performed without the addition of PAL (either 0.5% NH4NO3 solution or water utilized for diluting PAL was applied instead). In addition, control samples evaluating the viability of bacterial cells (TSB medium + 0.5 McF bacterial suspension) or sterility of the used components (just TSB medium, TSB + PAL, TSB + 0.5% NH4NO3 solution, TSB + water applied for dilutions, TSB + 0.85% NaCl used for the preparation of bacterial suspensions) were utilized in the MIC and MBC procedures.
Figure 3The optical emission spectra acquired in two spectral ranges: (A) 200–400 nm and (B) 400–900 nm during the FLC-dc-APGD treatment of the 0.5% NH4NO3 solution under the optimal operating conditions.
Figure 4The absorbance measured at 590 nm for the PAL produced in the FLC-dc-APGD-based reaction-discharge system and the untreated 0.5% NH4NO3 solution.
Figure 5Spatial distribution of ROS in the KI-starch gels. Stage I—photograph from initial generation of FLC-dc-APGD (1 s). Stage II—changes recorded after an average time (2 s) of FLC-dc-APGD generation in a flowing mode. Stage III—variation resulting from a prolonged (4 s) FLC-dc-APGD irradiation. Prior to NTAP exposure, the gels had been covered with a droplet of 0.5% (m/v) NH4NO3. Navy blue tint results from effective ROS generation. The gels were photographed from the front, back, and side views.
Figure 6The NTAP-based reaction-discharge system used for PAL production. A layout of the NTAP-based reaction-discharge system applied for continuous production of PAL. (1)—negative potential supplied to a metallic anode. (2)—positive potential supplied to a flowing liquid cathode through a Pt wire. (3)—FLC-dc-APGD being a NTAP source. (4)—a metallic anode. (5)—PAL. (6)—a four channel peristaltic pump used for pumping the NH4NO3 solution.
Phytopathogenic bacteria used in this study.
| Bacterial Species | Strain Nos a | Disease Caused | Host | Year of Isolation | Country of Isolation | Reference |
|---|---|---|---|---|---|---|
|
| IFB0099, | Blackleg and soft rot |
| 2005 | Poland | Slawiak et al. [ |
|
| IFB5103, | 1985 | Canada | SCRI collection [ |
a The listed numbers originate from the following international bacterial collections: IFB—collection of Intercollegiate Faculty of Biotechnology University of Gdansk and Medical University of Gdansk (Gdansk, Poland), IPO—collection of the Institute for Phytopathological Research (Wageningen, The Netherlands), LMG—collection of the Laboratory of Microbiology in Gent (Gent, Belgium), SCRI—The James Hutton Institute bacterial collection (Dundee, Scotland).