| Literature DB >> 32267854 |
Fernando Shintate Galindo1, Paulo Humberto Pagliari2, Salatiér Buzetti1, Willian Lima Rodrigues1, José Mateus Kondo Santini3, Eduardo Henrique Marcandalli Boleta1, Poliana Aparecida Leonel Rosa1, Thiago Assis Rodrigues Nogueira1, Edson Lazarini1, Marcelo Carvalho Minhoto Teixeira Filho1.
Abstract
Alternative management practices are needed to minimize the need for chemical fertilizer use in non-leguminous cropping systems. The use of biological agents that can fix atmospheric N has shown potential to improve nutrient availability in grass crops. This research was developed to investigate if inoculation with Azospirillum brasilense in combination with silicon (Si) can enhance N use efficiency (NUE) in maize. The study was set up in a Rhodic Hapludox under a no-till system, in a completely randomized block design with four replicates. Treatments were tested in a full factorial design and included: i) five side dress N rates (0 to 200 kg ha-1); ii) two liming sources (Ca and Mg silicate and dolomitic limestone); and iii) with and without seed inoculation with A. brasilense. Inoculation with A. brasilense was found to increase grain yield by 15% when N was omitted and up to 10% when N was applied. Inoculation also increased N accumulation in plant tissue. Inoculation and limestone application were found to increase leaf chlorophyll index, number of grains per ear, harvest index, and NUE. Inoculation increased harvest index and NUE by 9.5 and 19.3%, respectively, compared with non-inoculated plots. Silicon application increased leaf chlorophyll index and N-leaf concentration. The combination of Si and inoculation provided greater Si-shoot accumulation. This study showed positive improvements in maize growth production parameters as a result of inoculation, but the potential benefits of Si use were less evident. Further research should be conducted under growing conditions that provide some level of biotic or abiotic stress to study the true potential of Si application.Entities:
Mesh:
Substances:
Year: 2020 PMID: 32267854 PMCID: PMC7141695 DOI: 10.1371/journal.pone.0230954
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Soil chemical attributes in 0–0.20m and 0.20–0.40m layers before the application of liming sources.
| Soil chemical attributes | 0–0.20m layer | 0.20m-0.40m layer |
|---|---|---|
| Total N | 1.04 g kg-1 | 0.81 g kg-1 |
| Si (CaCl2) | 9.4 mg dm-3 | 10.2 mg dm-3 |
| P (resin) | 19 mg dm-3 | 17 mg dm-3 |
| S (SO4) | 10 mg dm-3 | 30 mg dm-3 |
| Organic matter | 21 g dm-3 | 16 g dm-3 |
| pH (CaCl2) | 5.0 | 4.8 |
| K | 2.1 mmolc dm-3 | 1.2 mmolc dm-3 |
| Ca | 19.0 mmolc dm-3 | 11.0 mmolc dm-3 |
| Mg | 13.0 mmolc dm-3 | 8.0 mmolc dm-3 |
| H+Al | 28.0 mmolc dm-3 | 28.0 mmolc dm-3 |
| Al | 1.0 mmolc dm-3 | 2.0 mmolc dm-3 |
| B (hot water) | 0.17 mg dm-3 | 0.11 mg dm-3 |
| Cu (DTPA) | 3.1 mg dm-3 | 2.1 mg dm-3 |
| Fe (DTPA) | 20.0 mg dm-3 | 10.0 mg dm-3 |
| Mn (DTPA) | 27.2 mg dm-3 | 10.7 mg dm-3 |
| Zn (DTPA) | 0.8 mg dm-3 | 0.2 mg dm-3 |
| Cation exchange capacity (pH 7.0) | 62.1 mmolc dm-3 | 48.2 mmolc dm-3 |
| Base saturation (%) | 55 | 42 |
Fig 1Rainfall, air relative humidity, maximum and minimum temperatures obtained from the weather station located in the Education and Research Farm of FE / UNESP during the maize cultivation in the period November 2015 to April 2016 (A) November 2016 to April 2017 (B).
Nutrient accumulation in maize straw (2015/16 predecessor crop).
| N | P | K | Ca | Mg | S | Si | B | Cu | Fe | Mn | Zn | C/N ratio |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ------------ (kg ha-1)------------ | ------------ (g ha-1) ----------- | |||||||||||
| 78.2 | 7.2 | 68.8 | 23.3 | 21.1 | 16.3 | 13.1 | 260.4 | 74.0 | 1018.1 | 709.6 | 185.1 | 38.3 |
P-values for N and Si-leaf concentration, leaf chlorophyll index, N and Si-shoot and root accumulation, shoot and root dry matter, plant height, stem diameter, ear length and diameter, number of rows per ear, grains per row and grains per ear, mass of 100 grains, harvest index, nitrogen use efficiency, and corn grain yield affected by rates of nitrogen, liming sources, with or without inoculation with Azospirillum brasilense.
2015/16 and 2016/17.
| N-leaf concentration | Si-leaf concentration | Leaf chlorophyll index | N-shoot accumulation | |||||||
| ---------- (g kg-1 of D. M.) --------- | --------- (kg ha-1) --------- | |||||||||
| 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | |||
| Rates (R) | 0.009 | 0.001 | 0.949 | 0.026 | 0.643 | 0.001 | 0.026 | 0.009 | ||
| Sources (S) | 0.596 | 0.594 | 0.001 | 0.007 | 0.002 | 0.032 | 0.300 | 0.209 | ||
| Inoculation (I) | 0.915 | 0.056 | 0.062 | 0.648 | 0.009 | 0.041 | 0.465 | 0.606 | ||
| R × S | 0.231 | 0.942 | 0.135 | 0.268 | 0.002 | 0.001 | 0.765 | 0.980 | ||
| R × I | 0.364 | 0.001 | 0.942 | 0.946 | 0.955 | 0.631 | 0.043 | 0.794 | ||
| R × I | 0.914 | 0.001 | 0.172 | 0.197 | 0.008 | 0.875 | 0.855 | 0.183 | ||
| R × S × I | 0.342 | 0.135 | 0.604 | 0.776 | 0.311 | 0.739 | 0.431 | 0.870 | ||
| Si-shoot accumulation | N-root accumulation | Si-root accumulation | Shoot dry matter | |||||||
| ---------------- (kg ha-1) --------------- | ||||||||||
| 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | |||
| Rates (R) | 0.10 | 0.008 | 0.001 | 0.001 | 0.001 | 0.015 | 0.116 | 0.044 | ||
| Sources (S) | 0.935 | 0.311 | 0.351 | 0.513 | 0.001 | 0.001 | 0.763 | 0.299 | ||
| Inoculation (I) | 0.577 | 0.553 | 0.356 | 0.575 | 0.949 | 0.538 | 0.506 | 0.801 | ||
| R × S | 0.997 | 0.749 | 0.012 | 0.014 | 0.139 | 0.242 | 0.986 | 0.868 | ||
| R × I | 0.559 | 0.378 | 0.015 | 0.004 | 0.707 | 0.622 | 0.666 | 0.535 | ||
| R × I | 0.384 | 0.004 | 0.692 | 0.508 | 0.052 | 0.695 | 0.242 | 0.085 | ||
| R × S × I | 0.472 | 0.810 | 0.648 | 0.804 | 0.309 | 0.221 | 0.391 | 0.903 | ||
| Root dry matter | Plant height | Stem diameter | Ear lenght | |||||||
| ------ (kg ha-1) ----- | ----- (m) ----- | ------ (cm)) ----- | ||||||||
| 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | |||
| Rates (R) | 0.001 | 0.044 | 0.444 | 0.001 | 0.006 | 0.001 | 0.001 | 0.001 | ||
| Sources (S) | 0.041 | 0.773 | 0.240 | 0.523 | 0.016 | 0.530 | 0.107 | 0.332 | ||
| Inoculation (I) | 0.299 | 0.592 | 0.084 | 0.711 | 0.267 | 0.737 | 0.142 | 0.234 | ||
| R × S | 0.002 | 0.521 | 0.869 | 0.614 | 0.113 | 0.139 | 0.567 | 0.280 | ||
| R × I | 0.096 | 0.785 | 0.864 | 0.960 | 0.064 | 0.475 | 0.177 | 0.573 | ||
| R × I | 0.324 | 0.537 | 0.586 | 0.088 | 0.377 | 0.001 | 0.385 | 0.270 | ||
| R × S × I | 0.358 | 0.598 | 0.886 | 0.573 | 0.236 | 0.267 | 0.228 | 0.678 | ||
| Ear diameter | Number of rows per ear | Number of grains per row | Number of grains per ear | |||||||
| --------- (cm) --------- | ||||||||||
| 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | |||
| Rates (R) | 0.386 | 0.003 | 0.733 | 0.919 | 0.225 | 0.001 | 0.001 | 0.005 | ||
| Sources (S) | 0.640 | 0.013 | 0.222 | 0.306 | 0.339 | 0.668 | 0.746 | 0.438 | ||
| Inoculation (I) | 0.932 | 0.233 | 0.812 | 0.011 | 0.794 | 0.190 | 0.023 | 0.014 | ||
| R × S | 0.392 | 0.515 | 0.086 | 0.734 | 0.152 | 0.571 | 0.121 | 0.930 | ||
| R × I | 0.124 | 0.201 | 0.898 | 0.200 | 0.344 | 0.110 | 0.015 | 0.116 | ||
| R × I | 0.545 | 0.894 | 0.504 | 0.309 | 0.606 | 0.054 | 0.299 | 0.340 | ||
| R × S × I | 0.632 | 0.572 | 0.901 | 0.329 | 0.171 | 0.441 | 0.339 | 0.198 | ||
| Mass of 100 grains | Harvest index | Nitrogen use efficiency | Grain Yield | |||||||
| ---------- (g) ---------- | ------- (%) ------- | -- (kg grains kg N applied-1) -- | ----- (kg ha-1) ----- | |||||||
| 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | 2015/2016 | 2016/2017 | |||
| Rates (R) | 0.002 | 0.001 | 0.045 | 0.009 | 0.001 | 0.001 | 0.001 | 0.001 | ||
| Sources (S) | 0.010 | 0.260 | 0.031 | 0.258 | 0.918 | 0.467 | 0.840 | 0.995 | ||
| Inoculation (I) | 0.081 | 0.234 | 0.027 | 0.004 | 0.007 | 0.193 | 0.006 | 0.033 | ||
| R × S | 0.941 | 0.211 | 0.920 | 0.667 | 0.249 | 0.001 | 0.008 | 0.001 | ||
| R × I | 0.608 | 0.509 | 0.708 | 0.562 | 0.422 | 0.489 | 0.003 | 0.001 | ||
| R × I | 0.445 | 0.220 | 0.748 | 0.482 | 0.380 | 0.752 | 0.118 | 0.324 | ||
| R × S × I | 0.588 | 0.528 | 0.616 | 0.589 | 0.063 | 0.122 | 0.115 | 0.781 | ||
**, * and ns: significant at p<0.01, p<0.05, and not significant, respectively.
2015/2016 and 2016/2017 crop season significant regression equations as a function of N rates.
| Independent variable | 2015/16 crop season |
| N-leaf concentration | Ŷ = 28.1655 + 0.0077x (R2 = 0.84 |
| Si-root accumulation | Ŷ = 5.1999 + 0.0683x - 0.0002x2 (R2 0.99 |
| Stem diameter | Ŷ = 2.0797 + 0.0004x (R2 = 0.71 |
| Ear length | Ŷ = 16.8721 + 0.0043x (R2 = 0.71 |
| Mass of 100 grains | Ŷ = 30.3150 + 0.0079x (R2 = 0.98 |
| Harvest index | Ŷ = 41.0715 + 0.0236x (R2 = 0.55 |
| Nitrogen use efficiency | Ŷ = 20.7759–0.0592x (R2 = 0.87 |
| Independent variable | 2016/2017 crop season |
| Si-leaf concentration | Ŷ = 16.8082 + 0.0070x (R2 = 0.65 |
| N-shoot accumulation | Ŷ = 152.5325 + 0.3496x (R2 = 0.99 |
| Si-shoot accumulation | Ŷ = 24.5345 + 0.0707x (R2 = 0.96 |
| Si-root accumulation | Ŷ = 6.9308 + 0.0146x (R2 = 0.54 |
| Shoot dry matter | Ŷ = 10123.4143 + 15.0346x (R2 = 0.96 |
| Root dry matter | Ŷ = 768.6313 + 1.2807x (R2 = 0.73 |
| Plant height | Ŷ = 2.4589 + 0.0019x - 0.000005x2 (R2 = 0.95 |
| Stem diameter | Ŷ = 2.0323 + 0.0007x (R2 = 0.90 |
| Ear length | Ŷ = 15.3472 + 0.0126x (R2 = 0.92 |
| Ear diameter | Ŷ = 5.4497 + 0.0014x (R2 = 0.78 |
| Number of grains per row | Ŷ = 32.9052 + 0.0243x (R2 = 0.92 |
| Number of grains per ear | Ŷ = 605.9887 + 0.3856x (R2 = 0.89 |
| Mass of 100 grains | Ŷ = 30.0132 + 0.0141x (R2 = 0.97 |
| Harvest index | Ŷ = 42.2123 + 0.0269x (R2 = 0.79 |
| Nitrogen use efficiency | Ŷ = 26.2053–0.0787x (R2 = 0.94 |
** and *: significant at p<0.01 and p<0.05, respectively.
Interaction between inoculation and liming sources in leaf chlorophyll index, N-leaf concentration, Si-shoot accumulation and stem diameter.
2015/16 and 2016/17.
| Source | 2015/16 crop season | |
|---|---|---|
| Limestone | Silicate | |
| Leaf chlorophyll index | ||
| With | 69 aA ± 2.9 | 71 aA ± 2.1 |
| Without | 66 bB ± 3.0 | 70 aA ± 3.6 |
| 2016/17 crop season | ||
| N-leaf concentration (g kg-1) | ||
| With | 27 bB ± 2.9 | 29 aA ± 2.8 |
| Without | 28 aA ± 2.4 | 26 bB ± 3.1 |
| Si-shoot accumulation (kg ha-1) | ||
| With | 23 bB ± 0.7 | 38 aA ± 1.1 |
| Without | 36 aA ± 1.0 | 28 aA ± 0.5 |
| Stem diameter (cm) | ||
| With | 2.0 bB ± 0.07 | 2.1 aA ± 0.09 |
| Without | 2.1 aA ± 0.08 | 2.0 aB ± 0.09 |
†The letters correspond to a significant difference at 5% probability level (p ≤ 0.05). Uppercase letters indicate difference between inoculation or not with A. brasilense, and lowercase letters indicate differences between liming sources, respectively. Means are followed by the standard deviation (n = 4).
Fig 2Interaction between inoculation and nitrogen rates in N-leaf concentration in 2016/17 (a), interaction between liming sources and nitrogen rates in LCI in 2015/16 (b) and 2016/17 (c), interaction between inoculation and nitrogen rates in N-shoot accumulation in 2015/16 (d), interaction between liming sources and nitrogen rates in N-root accumulation in 2015/16 (e) and 2016/17 (f). The letters correspond to a significant difference at 5% probability level (p ≤ 0.05). ** and *: significant at p<0.01 and p<0.05, respectively. Error bars indicate the standard deviation of the mean (n = 4). P.M. = point of maximum response to N rates.
Si-leaf concentration, Si-root accumulation, stem diameter, mass of 100 grains, ear diameter and harvest index as a function of liming sources.
2015/16 and 2016/17.
| Source | 2015/16 crop season | 2016/17 crop season |
|---|---|---|
| Si-leaf concentration (g kg-1) | ||
| Limestone | 11.1 b ± 1.4 | 16.9 b ± 3.4 |
| Silicate | 12.7 a ± 1.5 | 18.1 a ± 4.2 |
| Si-root accumulation (kg ha-1) | ||
| Limestone | 7.6 b ± 2.2 | 6.6 b ± 2.5 |
| Silicate | 9.7 a ± 2.9 | 10.1 a ± 2.4 |
| Stem diameter (cm) | ||
| Limestone | 2.1 b ± 0.09 | - |
| Silicate | 2.2 a ± 0.10 | - |
| Mass of 100 grains (g) | ||
| Limestone | 31 b ± 1.3 | - |
| Silicate | 32 a ± 1.1 | - |
| Ear diameter (cm) | ||
| Limestone | - | 5.7 a ± 0.2 |
| Silicate | - | 5.5 b ± 0.2 |
| Harvest index (%) | ||
| Limestone | 45 a ± 4.6 | - |
| Silicate | 41 b ± 5.1 | - |
†The letters correspond to a significant difference at 5% probability level (p ≤ 0.05). Error bars indicate the standard deviation of the mean (n = 4).
Leaf chlorophyll index, number of rows per ear, grains per ear, harvest index, and N use efficiency as a function of inoculation.
2015/16 and 2016/17.
| Source | 2015/16 crop season | 2016/17 crop season |
|---|---|---|
| Leaf chlorophyll index | ||
| With | - | 70 a ±2.9 |
| Without | - | 67 b ± 2.7 |
| Number of rows per ear | ||
| With | - | 18.5 a ± 0.7 |
| Without | - | 17.9 b ± 0.6 |
| Number of grains per ear | ||
| With | - | 662 a ± 52 |
| Without | - | 627 b ± 70 |
| Harvest index (%) | ||
| With | 45 a ± 5.3 | 47 a ± 3.8 |
| Without | 42 b ± 4.1 | 43 b ± 4.7 |
| N use efficiency (kg grains kg N applied-1) | ||
| With | 14.8 a ± 3.6 | - |
| Without | 11.9 b ± 3.1 | - |
†The letters correspond to a significant difference at 5% probability level (p ≤ 0.05). Error bars indicate the standard deviation of the mean (n = 4).
Fig 3Interaction inoculation and nitrogen rates in N-root accumulation in 2015/16 (a) and 2016/17 (b), interaction between liming sources and nitrogen rates in root dry matter in 2015/16 (c) and in number of grains per ear in 2015/16 (d). The letters correspond to a significant difference at 5% probability level (p ≤ 0.05). ** and *: significant at p<0.01 and p<0.05, respectively. Error bars indicate the standard deviation of the mean (n = 4). P.M. = point of maximum response to N rates.
Fig 4Interaction between liming sources and nitrogen rates in grain yield in 2015/16 (a) and 2016/17 (b). Interaction between inoculation and nitrogen rates in grain yield in 2015/16 (c) and 2016/17 (d). The letters correspond to a significant difference at 5% probability level (p ≤ 0.05). ** and *: significant at p<0.01 and p<0.05, respectively. Error bars indicate the standard error of the mean (n = 4). P.M. = point of maximum response to N rates.