| Literature DB >> 29018432 |
André L M Oliveira1, Odair J A P Santos2, Paulo R F Marcelino3, Karina M L Milani1, Mónica Y A Zuluaga1, Claudemir Zucareli2, Leandro S A Gonçalves2.
Abstract
class="Chemical">AlthoughEntities:
Keywords: alternative fertilizers; inoculant effectiveness; nitrogen-fixing bacteria; plant growth-promoting bacteria; surface response methodology
Year: 2017 PMID: 29018432 PMCID: PMC5623045 DOI: 10.3389/fmicb.2017.01873
Source DB: PubMed Journal: Front Microbiol ISSN: 1664-302X Impact factor: 5.640
Mixture composition of the culture medium formulations based on a 24-factorial design for evaluating the effect of glycerol, sucrose, yeast extract and potassium monohydrogen phosphate on EPS and biomass production (colony forming units, CFU counts) by Azospirillum brasilense Ab-V5.
| 1 | −1 | −1 | −1 | −1 | 3.0 | 1.0 | 1.0 | 0.05 | 9.17 | 1.656 |
| 2 | 1 | −1 | −1 | −1 | 10.0 | 1.0 | 1.0 | 0.05 | 9.18 | 0.701 |
| 3 | −1 | 1 | −1 | −1 | 3.0 | 5.0 | 1.0 | 0.05 | 9.11 | 0.612 |
| 4 | 1 | 1 | −1 | −1 | 10.0 | 5.0 | 1.0 | 0.05 | 6.00 | 0.136 |
| 5 | −1 | −1 | 1 | −1 | 3.0 | 1.0 | 5.0 | 0.05 | 9.40 | 1.107 |
| 6 | 1 | −1 | 1 | −1 | 10.0 | 1.0 | 5.0 | 0.05 | 8.98 | 0.475 |
| 7 | −1 | 1 | 1 | −1 | 3.0 | 5.0 | 5.0 | 0.05 | 8.77 | 0.333 |
| 8 | 1 | 1 | 1 | −1 | 10.0 | 5.0 | 5.0 | 0.05 | 6.00 | 0.109 |
| 9 | −1 | −1 | −1 | 1 | 3.0 | 1.0 | 1.0 | 0.15 | 9.11 | 0.607 |
| 10 | 1 | −1 | −1 | 1 | 10.0 | 1.0 | 1.0 | 0.15 | 9.70 | 0.294 |
| 11 | −1 | 1 | −1 | 1 | 3.0 | 5.0 | 1.0 | 0.15 | 8.42 | 1.475 |
| 12 | 1 | 1 | −1 | 1 | 10.0 | 5.0 | 1.0 | 0.15 | 9.38 | 1.055 |
| 13 | −1 | −1 | 1 | 1 | 3.0 | 1.0 | 5.0 | 0.15 | 7.24 | 0.103 |
| 14 | 1 | −1 | 1 | 1 | 10.0 | 1.0 | 5.0 | 0.15 | 9.15 | 0.657 |
| 15 | −1 | 1 | 1 | 1 | 3.0 | 5.0 | 5.0 | 0.15 | 9.37 | 1.970 |
| 16 | 1 | 1 | 1 | 1 | 10.0 | 5.0 | 5.0 | 0.15 | 9.45 | 1.229 |
| 17 | 0 | 0 | 0 | 0 | 5.0 | 2.0 | 2.5 | 0.10 | 9.43 | 1.161 |
| 18 | 0 | 0 | 0 | 0 | 5.0 | 2.0 | 2.5 | 0.10 | 9.41 | 1.116 |
| 19 | 0 | 0 | 0 | 0 | 5.0 | 2.0 | 2.5 | 0.10 | 9.44 | 1.203 |
Responses (EPS and CFU counts) were recorded after 24 h of incubation in a rotary shaker at 150 rpm and 28 ± 2°C.
Chemical properties of the soil (0–20 cm) in the two seasons (2010/11 and 2012/13) of inoculant trials with maize.
| 2010/11 | 5.40 | 0.01 | 3.97 | 6.60 | 1.30 | 0.46 | 10.70 | 20.6 | 12.33 | 67.80 |
| 2012/13 | 5.20 | 0.11 | 4.60 | 5.86 | 2.35 | 0.78 | 10.00 | 24.1 | 12.93 | 69.54 |
OM, soil organic matter; CEC, cation exchange capacity; BS, base saturation.
ANOVA and regression analysis of second-order polynomial model developed according to the results of the surface response methodology for the production of biomass and EPS by A. brasilense Ab-V5.
| β0 | 8.809 | 57.433 | 0.000 | 0.842 | 11.430 | 0.000 |
| β1 | −0.213 | −1.275 | 0.226 | −0.200 | −2.497 | 0.028 |
| β2 | −0.298 | −1.784 | 0.100 | 0.0824 | 1.027 | 0.325 |
| β4 | 0.367 | 2.195 | 0.049 | 0.141 | 1.760 | 0.104 |
| β12 | −0.474 | −2.838 | 0.015 | −0.032 | −0.401 | 0.696 |
| β14 | 0.573 | 3.429 | 0.005 | 0.085 | 1.064 | 0.308 |
| β24 | 0.558 | 3.339 | 0.006 | 0.426 | 5.307 | 0.000 |
| MSR | 0.447 | 0.103 | ||||
| R2 | 0.772 | 0.769 | ||||
| EE | = 8.80895 + (−0.213125 | = 0.842053 + (−0.200438 | ||||
β linear estimates of coefficients for glycerol (β.
RC, regression coefficient.
EE, expanded equation; X.
Asterisks denote levels of statistical significance:
p < 0.05,
p < 0.01.
Figure 1Pareto chart of standardized linear and combined effects estimated from different variables (A,B) and parity plots of experimental vs. predicted values (C,D) according to the mathematical models developed for A. brasilense Ab-V5. (A) Pareto chart of estimated effects on biomass productivity; (B) Pareto chart of estimated effects on EPS production; (C) parity plot of biomass productivity; (D) parity plot of EPS production. X1 glycerol, X2 sucrose and X4 K2HPO4. The line in (A,B) indicates the point at which the effect estimates become statistically significant (p > 0.05).
Figure 2Response surface plots (RSPs) of the combined effects of independent variables (X1 vs. X2, X1 vs. X4, and X2 vs. X4) on the biomass productivity (A,C,D) and EPS production (B,D,E) of A. brasilense Ab-V5. (A) RSP of the combined effects of glycerol and sucrose on biomass productivity (CFU counts); (B) RSP of the combined effects of glycerol and sucrose on EPS production; (C) RSP of the combined effects of glycerol and K2HPO4 on biomass productivity; (D) RSP of the combined effects of glycerol and K2HPO4 on EPS production; (E) RSP of the combined effects of sucrose and K2HPO4 on biomass productivity; (F) RSP of the combined effects of sucrose and K2HPO4 on EPS production. Expanded equations related to the CFU and EPS plots are presented in Table 3.
Figure 3Growth kinetics of Azospirillum brasilense Ab-V5 measured as colony forming units in the culture medium OAB (Bashan and de-Bashan, 2015) and in Form15 (this work); 250 mL shaker flasks filled with 50 mL of culture medium were maintained at 28 ± 2°C and 150 rpm shaking frequency.
Growth rate (μ), generation time (g), biomass production, EPS concentration, PHB content, and EPS:biomass and PHB:biomass ratios of Azospirillum brasilense Ab-V5 grown in different culture media and evaluated at different periods of culturing in the culture medium OAB (Bashan and de-Bashan, 2015) and in Form15 (this work).
| μ (h−1) | 0.68 ± 0.06 b | 0.88 ± 0.02 a | 0.29 ± 0.003 d | 0.39 ± 0.003 c | 0.11 ± 0.002 e | 0.18 ± 0.005 e |
| 1.09 ± 0.09 e | 0.82 ± 0.03 f | 1.95 ± 0.01 c | 1.65 ± 0.01 d | 2.92 ± 0.02 a | 2.40 ± 0.03 b | |
| Biomass (g L−1) | 0.19 ± 0.03 e | 1.11 ± 0.10 c | 0.37 ± 0.13 de | 2.05 ± 0.01 b | 0.55 ± 0.07 d | 2.37 ± 0.05 a |
| EPS (g L−1) | 0.13 ± 0.08 c | 2.15 ± 0.52 b | 0.18 ± 0.18 c | 2.93 ± 0.49 b | 0.22 ± 0.30 c | 3.97 ± 1.30 a |
| PHB (mg L−1) | 1.35 ± 0.02 e | 6.09 ± 0.22 e | 122.24 ± 1.43 d | 341.60 ± 2.62 b | 244.34 ± 1.12 c | 455.92 ± 4.60 a |
| EPS:biomass ratio (g:g) | 0.70 ± 0.28 b | 1.93 ± 0.33 a | 0.48 ± 0.11 b | 1.43 ± 0.15 a | 0.41 ± 0.07 b | 1.68 ± 0.38 a |
| PHB:biomass ratio (mg:g) | 7.04 ± 1.01 d | 5.48 ± 1.35 d | 332.79 ± 35.61 b | 166.80 ± 7.02 c | 445.67 ± 37.18 a | 192.37 ± 15.33 c |
OAB: modified NFb culture medium (Bashan and de-Bashan, .
Figure 4Root volume (A,B), root dry weight (C,D), shoot dry weight (E,F) and plant dry weight (G,H) of maize plants grown in pots filled with a mixture of sand and oxisol in a proportion of 2:1 (v:v) as substrate. Substrate were inoculated with Azospirillum brasilense inoculants prepared from cultures of 12, 36, and 60 h of growth in OAB (A,C,E,G) or Form15 (B,D,F,H) culture medium. Inoculants were set down 2–3 cm below the substrate surface, and maize seeds were planted on different dates (0, 4, and 8 days) after substrate inoculation. Significant differences (p < 0.05) according to the Skott-Knott test are shown in lowercase letters for each culture medium or in capital letters between the culture media. Control treatments are related to substrate inoculated with sterile OAB (A,C,E,G) or Form15 (B,D,F,H) culture media.
Correlation analysis between the EPS concentration and PHB content of Ab-V5 biomass from different culture media and the biometric parameters used to determine the maize growth.
| EPS × Root volume | OAB | 43 | −0.374 | −2.648 | 0.011 |
| EPS × Root dry weight | OAB | 43 | −0.280 | −1.914 | 0.062 |
| EPS × Shoot dry weight | OAB | 43 | −0.815 | −9.230 | 9.282e-12 |
| EPS × Plant dry weight | OAB | 43 | −0.676 | −6.018 | 3.447e-07 |
| EPS × Root volume | Form15 | 43 | 0.173 | 1.155 | 0.255 |
| EPS × Root dry weight | Form15 | 43 | 0.252 | 1.706 | 0.095 |
| EPS × Shoot dry weight | Form15 | 43 | −0.280 | −1.910 | 0.063 |
| EPS × Plant dry weight | Form15 | 43 | −0.118 | −0.779 | 0.440 |
| EPS × Root volume | OAB + Form15 | 88 | 0.333 | 3.312 | 0.001 |
| EPS × Root dry weight | OAB + Form15 | 88 | 0.331 | 3.293 | 0.001 |
| EPS × Shoot dry weight | OAB + Form15 | 88 | 0.209 | 2.000 | 0.049 |
| EPS × Plant dry weight | OAB + Form15 | 88 | 0.340 | 3.388 | 0.001 |
| PHB × Root volume | OAB | 43 | 0.376 | 2.660 | 0.012 |
| PHB × Root dry weight | OAB | 43 | 0.283 | 1.934 | 0.060 |
| PHB × Shoot dry weight | OAB | 43 | 0.812 | 9.132 | 1.261e-11 |
| PHB × Plant dry weight | OAB | 43 | 0.676 | 6.012 | 3.508e-07 |
| PHB × Root volume | Form15 | 43 | 0.003 | 0.022 | 0.983 |
| PHB × Root dry weight | Form15 | 43 | −0.046 | −0.300 | 0.765 |
| PHB × Shoot dry weight | Form15 | 43 | 0.398 | 2.844 | 0.007 |
| PHB × Plant dry weight | Form15 | 43 | 0.247 | 1.671 | 0.102 |
| PHB × Root volume | OAB + Form15 | 88 | 0.032 | 0.301 | 0.764 |
| PHB × Root dry weight | OAB + Form15 | 88 | −0.004 | −0.038 | 0.97 |
| PHB × Shoot dry weight | OAB + Form15 | 88 | 0.400 | 4.102 | 9.126e-05 |
| PHB × Plant dry weight | OAB + Form15 | 88 | 0.198 | 1.895 | 0.061 |
| PHB × EPS | OAB | 7 | −0.565 | −1.814 | 0.113 |
| PHB × EPS | Form15 | 7 | −0.442 | −1.303 | 0.234 |
| PHB × EPS | OAB + Form15 | 16 | −0.551 | −2.614 | 0.018 |
Correlations were performed between the EPS:biomass and PHB:biomass values from each or combined culture media and the values of plant growth for 30 days under greenhouse conditions.
Df degrees of freedom.
RC regression coefficient.
Asterisks denote levels of statistical significance:
p < 0.05,
p < 0.01.
ANOVA mean square values for productivity and nutritional parameters in two maize varieties grown in different crop seasons in response to different N fertilization levels and different inoculants formulated with A. brasilense Ab-V5.
| N fertilizer level ( | 2 | 2.96 | 4.41 | 1.69 | 14.08 | 656.96 | 1080191 |
| Inoculant treatments ( | 3 | 0.89 | 54.23 | 1.70 | 36.08 | 3, 163.24 | 6534672 |
| 6 | 0.31 | 17.71 | 0.92 | 7.08 | 1, 380.09 | 2716462 | |
| CV (%) | 5.31 | 25.62 | 5.37 | 7.95 | 4.32 | 12.47 | |
| Error | 33 | 1.03 | 3.60 | 0.56 | 7.32 | 417.69 | 1128940 |
| 3 | 0.42 | 26.58 | 2.25 | 38.92 | 3, 621.17 | 9407003 | |
| 3 | 0.98 | 8.48 | 1.18 | 8.67 | 1, 496.22 | 2541662 | |
| 3 | 0.11 | 26.94 | 0.12 | 2.67 | 806.04 | 425076 | |
| 2 | 1.39 | 8.54 | 2.56 | 19.00 | 1, 465.04 | 6451233 | |
| 2 | 0.65 | 0.81 | 0.06 | 4.00 | 1, 928.01 | 813308 | |
| 2 | 0.20 | 5.92 | 0.09 | 3.00 | 1, 351.96 | 683055 | |
| 2 | 1.65 | 0.82 | 1.75 | 9.33 | 52.23 | 3035959 | |
| N fertilizer level ( | 2 | 1.91 | 35.44 | 1.12 | 4.55 | 197.35 | 701164 |
| Inoculant treatment ( | 3 | 0.49 | 97.22 | 1.59 | 0.27 | 251.35 | 842100 |
| 6 | 0.92 | 14.69 | 0.34 | 1.68 | 1, 085.97 | 423408 | |
| CV (%) | 4.62 | 19.44 | 5.93 | 2.94 | 3.07 | 5.13 | |
| Error | 33 | 0.53 | 8.21 | 0.73 | 0.99 | 343.52 | 270610 |
| 3 | 1.83 | 84.33 | 1.81 | 1.24 | 1, 541.02 | 1393969 | |
| 3 | 0.37 | 12.93 | 0.39 | 1.29 | 133.60 | 193568 | |
| 3 | 0.14 | 29.33 | 0.06 | 1.10 | 748.70 | 101377 | |
| 2 | 0.65 | 83.21 | 1.55 | 0.33 | 1, 825.99 | 1536779 | |
| 2 | 3.09 | 3.77 | 0.36 | 4.26 | 469.42 | 158073 | |
| 2 | 0.51 | 32.39 | 0.08 | 4.92 | 335.19 | 154756 | |
| 2 | 0.42 | 10.85 | 0.14 | 0.09 | 824.70 | 121777 | |
Asterisks denote levels of statistical significance: .
SAD, stem diameter; NLC, leaf N content; EAL, ear length; W100, weight of 100 grains; NG, number of grains per ear; YIELD, grain productivity. NLC, data were transformed by .
N fertilizer levels: 30, 80, and 160 Kg N ha.
Inoculant treatments: cont, uninoculated control; peat, peat inoculant over seeds; liq.seed, liquid inoculant over seeds: liq.top, liquid inoculant as a topdressing.
Mean values for productivity and nutritional parameters in two maize varieties grown in different crop seasons under different N fertilization levels and different inoculant treatments with A. brasilense Ab-V5.
| SAD | 30 kg ha−1 | 13.6 | 14.0 | 14.3 | 13.7 | 13.9 B | 15.1 ab | 14.6 b | 16.2 a | 15.5 ab | 15.3 B |
| 80 kg ha−1 | 13.7 | 14.7 | 14.7 | 14.5 | 14.4 AB | 15.8 | 16.2 | 15.5 | 16.0 | 15.9 AB | |
| 160 kg ha−1 | 14.6 | 14.7 | 14.7 | 15.0 | 14.8 A | 15.7 | 16.0 | 16.1 | 16.2 | 16,0 A | |
| Inoculation effect | 14.0 | 14.5 | 14.6 | 14.4 | 15.5 | 15.6 | 15.9 | 15.9 | |||
| NLC | 30 kg ha−1 | 9.42 b | 13.08 ab | 20.41 a | 12.13 b | 13.76 | 15.96 Cc | 23.41 b | 29.71 Aa | 25.36 ab | 23.61 B |
| 80 kg ha−1 | 11.17 | 15.60 | 17.47 | 13.56 | 14.45 | 23.06 B | 21.46 | 25.29 B | 23.06 | 23.22 B | |
| 160 kg ha−1 | 16.92 ab | 17.51 b | 19.20 a | 17.08 b | 17.68 | 29.37 Aab | 27.77 b | 31.20 Aa | 24.44 ab | 28.19 A | |
| Inoculation effect | 12.51 b | 15.40 b | 19.02 a | 14.26 a | 25.28 ab | 21.73 b | 28.73 a | 24.29 ab | |||
| EAL | 30 kg ha−1 | 12.9 Bb | 14.6 a | 14.2 ab | 13.3 ab | 13.7 | 13.3 | 14.1 | 14.3 | 14.9 | 14.2 |
| 80 kg ha−1 | 13.3 AB | 14.5 | 14.4 | 14.3 | 14.1 | 14.3 | 14.7 | 14.6 | 15.0 | 14.7 | |
| 160 kg ha−1 | 14.5 A | 14.3 | 14.2 | 14.6 | 14.4 | 14.4 | 14.6 | 14.6 | 14.7 | 14.6 | |
| Inoculation effect | 13.6 b | 14.4 a | 14.3 ab | 14.1 ab | 14.0 | 14.5 | 14.5 | 14.9 | |||
| NG | 30 kg ha−1 | 383.7 Bb | 445.3 a | 446.4 Aa | 438.7 ab | 428.5 | 578.5 b | 607.2 ab | 610.9 ab | 625.4 Aa | 605.5 |
| 80 kg ha−1 | 409.3 Ac | 451.8 a | 426.1 Bbc | 445.6 ab | 433.2 | 604.6 | 613.2 | 600.7 | 611.1 AB | 607.4 | |
| 160 kg ha−1 | 421.1 A | 410.9 | 409.7 B | 440.4 | 420.5 | 620.9 | 592.2 | 592.6 | 596.7 B | 600.3 | |
| Inoculation effect | 404.7 b | 436.0 a | 427.4 ab | 441.6 a | 601.3 | 604.2 | 601.4 | 611.1 | |||
| W100 | 30 kg ha−1 | 30.1 Bb | 35.4 ab | 36.5 a | 31.2 b | 33.3 | 33.4 | 32.5 B | 33.2 B | 33.9 | 33.3 B |
| 80 kg ha−1 | 35.2 A | 36.3 | 38.1 | 34.3 | 36.0 | 33.9 | 34.1 AB | 33.0 B | 34.2 | 33.8 AB | |
| 160 kg ha−1 | 34.1 A | 34.4 | 35.7 | 33.2 | 34.3 | 33.8 | 34.5 A | 35.0 A | 34.0 | 34.3 A | |
| Inoculation effect | 33.1 b | 35.4 ab | 36.8 a | 32.9 b | 33.7 | 33.7 | 33.7 | 34.0 | |||
| YIELD | 30 kg ha−1 | 6,353.6 Cc | 9,746.9 a | 8,863.0 ab | 7,528.0 Bbc | 8,122.9 | 9,349.4 Bb | 10,325.0 a | 9,905.5 ab | 10,470.9 a | 10,012.7 |
| 80 kg ha−1 | 7,466.3 Bb | 8,978.6 a | 8,294.2 ab | 9,252.6 Aa | 8,497 | 10,140.8 A | 10,271.7 | 9,972.9 | 10,269.1 | 10,163.6 | |
| 160 kg ha−1 | 8,775.7 A | 8,871.5 | 8,820.7 | 8,175.4 B | 8,660.8 | 10,164.8 A | 10,510.1 | 10,274.9 | 10,181.0 | 10,282.7 | |
| Inoculation effect | 7,531.9 b | 9,199.0 a | 8,659.3 a | 8,318.3 ab | 9,885.0 b | 10,369.0 a | 10,051.1 ab | 10,307.0 ab | |||
Differences between means were determined by Tukey's HSD test. Significant differences (p < 0.05) according to Tukey's test are indicated by different capital letters when comparing contrasts in columns and different small letters when comparing contrasts in rows, and not significant differences are indicated by omitting notation letters.
SAD, stem diameter (mm); NLC, leaf N content (g kg.
N fertilizer levels: 30, 80, and 160 Kg N ha.
Inoculant treatments: cont, uninoculated control; peat, peat inoculant over seeds; liq.seed, liquid inoculant over seeds; liq.top, liquid inoculant at topdressing.