| Literature DB >> 30828492 |
Dongqing Yang1, Tie Cai2, Yongli Luo1, Zhenlin Wang1.
Abstract
The growth of wheat tillers and plant nitrogen-use efficiency (NUE) will gradually deteriorate in response to high plant density and over-application of N. Therefore, in this study, a 2-year field study was conducted with three levels of plant densities (75 ×104plants ha-1, D1; 300 ×104plants ha-1, D2; 525 ×104plants ha-1, D3) and three levels of N application rates (120 kg N ha-1, N1; 240 kg N ha-1, N2; 360 kg N ha-1, N3) to determine how to optimize plant density and N application to regulate tiller growth and to assess the contribution of such measures to enhancing grain yield (GY) and NUE. The results indicated that an increase in plant density significantly increased the number of superior tillers and the number of spikes per m2(SN), resulting in a higher GY and higher partial factor productivity of applied N (PFPN). However, there was no significant difference in GY and PFPN between plant densities D2 and D3. Increasing the N application rate significantly increased the vascular bundle number (NVB) and area (AVB), however, excess N application (N3) did not significantly improve these parameters. N application significantly increased GY, whereas there was a significant decrease in PFPN in response to an increase in N application rate. The two years results suggested that increasing the plant density (from 75 ×104plants ha-1to 336 ×104plants ha-1) in conjunction with the application of 290 kg N ha-1N will maximize GY, and also increase PFPN(39.7 kg kg-1), compared with the application of 360 kg N ha-1N. Therefore, an appropriate combination of increased planting density with reduced N application could regulate tiller number and favor the superior tiller group, to produce wheat populations with enhanced yield and NUE.Entities:
Keywords: Grain yield; Nitrogen; Nitrogen-use efficiency; Plant density; Superior tiller group
Year: 2019 PMID: 30828492 PMCID: PMC6396748 DOI: 10.7717/peerj.6484
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Analysis of variance of the effects of year (Yr), plant density (D), nitrogen application rate (N), and their interactions on the associated yield components parameters.
| Source of variation | GY | SN | TGW | ETR | PFP | WP | Yield per spike | Grain number per spike | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MS | MS | MS | MS | MS | MS | MS | MS | |||||||||
| Year (Yr) | 159,740 | 0.09 | 131 | 0.72 | 1.35 | 0.12 | 0.27 | 0.79 | 3.76 | 0.13 | 634 | 0.51 | 0.012 | 0.24 | 0.09 | 0.87 |
| Yr × D | 62,212 | 0.32 | 2,013 | 0.15 | 795 | 0.60 | 15,996 | 0.92 | 0.74 | 0.62 | 7,171 | 0.13 | 0.0097 | 0.32 | 1.90 | 0.54 |
| Yr × N | 5,353 | 0.91 | 16.17 | 0.98 | 101 | 0.87 | 231 | 0.90 | 0.25 | 0.85 | 563 | 0.68 | 0.0009 | 0.90 | 4.07 | 0.27 |
| Yr × D × N | 20,075 | 0.83 | 353 | 0.84 | 0.29 | 0.77 | 0.30 | 0.99 | 0.19 | 0.97 | 1,262 | 0.49 | 0.0055 | 0.63 | 2.51 | 0.52 |
Notes.
mean square
grain yield
spike number per m2
100-grain weight
the effective tiller rate
partial factor productivity of applied N
the wheat population at the jointing stage
The P value <0.05 was considered significant.
Analysis of variance of the effects of year (Yr), plant density (D), nitrogen application rate (N), and their interactions on the associated grain-filling parameters.
| Tiller group | Source of variation | Gmax | Gmean | T | NBVB | NSVB | NTVB | ABVB | ASVB | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MS | MS | MS | MS | MS | MS | MS | MS | ||||||||||
| Superior | Year (Yr) | 0.0001 | 0.81 | 0.0001 | 0.69 | 0.03 | 0.24 | 2.24 | 0.07 | 1.5 | 0.18 | 1.85 | 0.19 | 1,011,412 | 0.06 | 21,848 | 0.82 |
| Yr × D | 0.0002 | 0.41 | 0.0004 | 0.63 | 0.04 | 0.22 | 0.13 | 0.82 | 0.0001 | 0.99 | 0.52 | 0.61 | 633 | 0.99 | 206,240 | 0.61 | |
| Yr × N | 0.0001 | 0.94 | 0.0001 | 0.92 | 0.01 | 0.77 | 0.07 | 0.89 | 0.06 | 0.93 | 0.80 | 0.47 | 203,118 | 0.47 | 89,503 | 0.80 | |
| Yr × D × N | 0.0001 | 0.68 | 0.0002 | 0.94 | 0.03 | 0.27 | 0.05 | 0.99 | 0.64 | 0.54 | 0.38 | 0.83 | 152,063 | 0.68 | 147,978 | 0.83 | |
| Inferior | Year (Yr) | 0.0009 | 0.12 | 0.0001 | 0.91 | 0.0002 | 0.95 | 0.07 | 0.72 | 1.85 | 3.85 | 1.19 | 0.14 | 794,760 | 0.22 | 147,585 | 0.14 |
| Yr × D | 0.0006 | 0.19 | 0.0001 | 0.79 | 0.01 | 0.83 | 0.57 | 0.37 | 32.02 | 66.50 | 0.69 | 0.28 | 888,164 | 0.18 | 57,738 | 0.42 | |
| Yr × N | 0.0011 | 0.06 | 0.0002 | 0.26 | 0.02 | 0.67 | 0.13 | 0.79 | 130 | 270.50 | 0.07 | 0.87 | 277,122 | 0.58 | 11,855 | 0.83 | |
| Yr × D × N | 0.0002 | 0.72 | 0.0001 | 0.78 | 0.02 | 0.85 | 0.55 | 0.43 | 0.02 | 0.04 | 0.07 | 0.97 | 54,529 | 0.98 | 14,425 | 0.93 | |
Notes.
mean square
plant density
nitrogen application rate
the maximum grain-filling rate
the mean grain-filling rate
the active grain-filling period
the number of big vascular bundles
the number of small vascular bundle
the number of total vascular bundle
the area of big vascular bundle
the area of small vascular bundle
The P value < 0.05 was considered significant.
The split plot ANOVA table for the associated yield components parameters.
| Year | Source of variation | GY | SN | TGW | ETR | PFP | WP | Yield per spike | Grain number per spike |
|---|---|---|---|---|---|---|---|---|---|
| 2013–2014 | Block | 93,558 | 30 | 0.04 | 29.52 | 1.86 | 218 | 0.01 | 3.06 |
| D | 3,015,939 | 3,084,323 | 44.65 | 7,994.75 | 89.51 | 440,7628 | 7.04 | 1,419 | |
| D Error | 24,002 | 1,138 | 0.04 | 0.16 | 1.63 | 442 | 0.01 | 2.94 | |
| N | 23,218,384 | 15,850 | 13.54 | 122.94 | 2,876.23 | 869,123 | 0.20 | 201 | |
| D × N | 412,059 | 6,453 | 0.28 | 6.67 | 21.05 | 65,927 | 0.03 | 11.34 | |
| N Error | 111,701 | 726 | 0.08 | 0.54 | 2.96 | 1,140 | 0.01 | 4.18 | |
| 2014–2015 | Block | 123,787 | 544 | 0.08 | 15.64 | 3.54 | 934 | 0.01 | 3.53 |
| D | 4,998,595 | 250,523 | 39.66 | 8,001.76 | 70.96 | 4,674,104 | 7.79 | 1,306 | |
| D Error | 23,059 | 3,814 | 0.03 | 1.42 | 0.09 | 2,789 | 0.01 | 1.61 | |
| N | 47,088,641 | 15,844 | 14.10 | 109.14 | 2,946.75 | 898,100 | 0.19 | 183 | |
| D × N | 709,291 | 3,957 | 0.24 | 5.75 | 21.88 | 67,617 | 0.05 | 6.81 | |
| N Error | 48,952 | 510 | 0.13 | 2.70 | 0.17 | 1,932 | 0.01 | 2.46 |
Notes.
plant density
nitrogen application rate
grain yield
spike number per m2
100-grain weight
the effective tiller rate
partial factor productivity of applied N
the wheat population at the jointing stage
Data represent mean square. ** and * represent significance at the 0.01 and 0.05 probability level, respectively.
The split plot ANOVA table for the associated grain-filling parameters and vascular bundle parameters.
| Year | Source of variation | Gmax | Gmean | T | NBVB | NSVB | NTVB | ABVB | ASVB | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| S | I | S | I | S | I | S | I | S | I | S | I | S | I | S | I | ||
| 2013–2014 | Block | 0.0002 | 0.0001 | 0.0001 | 0.0001 | 0.0131 | 0.0003 | 0.04 | 1.81 | 0.15 | 1.44 | 0.26 | 0.70 | 211,898 | 516,335 | 496,285 | 153,037 |
| D | 0.14 | 0.14 | 0.02 | 0.05 | 5.08 | 7.47 | 79.59 | 21.92 | 121.59 | 16.78 | 388.59 | 73.37 | 66,419,449 | 43,232,960 | 34,199,792 | 5,948,765 | |
| D Error | 0.0001 | 0.0003 | 0.0005 | 0.0001 | 0.0348 | 0.0329 | 1.37 | 0.31 | 0.54 | 0.39 | 1.93 | 1.20 | 156,576 | 754,001 | 360,743 | 14,672 | |
| N | 0.22 | 0.178 | 0.0523 | 0.0709 | 6.753 | 18.92 | 61.81 | 30.04 | 51.81 | 65.33 | 226.81 | 182.26 | 75,444,130 | 40,140,666 | 19,331,029 | 3,226,157 | |
| D × N | 0.01 | 0.012 | 0.01 | 0.004 | 2.22 | 2.14 | 1.48 | 2.20 | 3.037 | 2.78 | 4.31 | 7.09 | 771,158 | 5,622,231 | 1,929,184 | 621,198 | |
| N Error | 0.0004 | 0.0007 | 0.0005 | 0.0002 | 0.02 | 0.04 | 0.26 | 0.20 | 0.80 | 0.41 | 0.81 | 0.54 | 200,765 | 725,536 | 513,907 | 78,317 | |
| 2014–2015 | Block | 0.0001 | 0.0001 | 0.0004 | 0.0001 | 0.05 | 0.0001 | 0.33 | 1.93 | 0.15 | 0.15 | 0.11 | 0.11 | 339,298 | 15,082 | 808,789 | 16,844 |
| D | 0.15 | 0.14 | 0.03 | 0.05 | 6.37 | 6.75 | 70.78 | 15.59 | 121.59 | 15.26 | 379.11 | 94.78 | 66,952,005 | 53,395,009 | 34,406,001 | 5,891,122 | |
| D Error | 0.0002 | 0.0004 | 0.002 | 0.0002 | 0.0105 | 0.1062 | 2.61 | 0.37 | 0.537 | 0.59 | 1.56 | 0.22 | 408,608 | 736,204 | 375,627 | 11,798 | |
| N | 0.22 | 0.19 | 0.05 | 0.07 | 6.21 | 20.58 | 57 | 29.15 | 51.81 | 64.93 | 236.78 | 180.11 | 80,329,210 | 34,688,599 | 18,879,826 | 3,751,582 | |
| D × N | 0.01 | 0.01 | 0.01 | 0.004 | 2.87 | 1.94 | 1.61 | 7.43 | 3.04 | 1.87 | 3.56 | 8.06 | 1,116,807 | 6,940,629 | 3,431,991 | 637,779 | |
| N Error | 0.0002 | 0.0001 | 0.001 | 0.0001 | 0.02 | 0.07 | 0.30 | 0.61 | 0.80 | 0.44 | 1.02 | 0.41 | 307,715 | 190,248 | 251,547 | 80,451 | |
Notes.
plant density
nitrogen application rate
the maximum grain-filling rate
the mean grain-filling rate
the active grain-filling period
the number of big vascular bundles
the number of small vascular bundle
the number of total vascular bundle
the area of big vascular bundle
the area of small vascular bundle
superior tiller group
inferior tiller group
Data represent mean square. ** and * represent significance at the 0.01 and 0.05 probability level, respectively.
Grain yield (GY), spike number (SN), grain number (GN), and 1000-grain weight (TGW) at different treatments.
| Treatment | GY (kg ha−1) | SN (×104 ha−1) | GN (No. spike−1) | TGW (g) |
|---|---|---|---|---|
| D1N1 | 6,999 d | 641 fg | 44.3 c | 43.0 b |
| D1N2 | 10,041 b | 628 g | 47.4 b | 44.6 a |
| D1N3 | 10,222 b | 687 f | 51.0 a | 44.5 a |
| D2N1 | 8,249 c | 935 d | 37.5 ef | 40.5 e |
| D2N2 | 11,083 a | 984 bc | 38.6 e | 42.6 c |
| D2N3 | 11,054 a | 1,046 a | 39.9 d | 42.4 c |
| D3N1 | 8,132 c | 877 e | 32.2 h | 39.7 f |
| D3N2 | 10,994 a | 1,025 ab | 34.0 g | 41.4 d |
| D3N3 | 10,127 b | 960 cd | 36.9 f | 40.8 e |
Notes.
Values followed by different letters within the columns are significantly different at the 0.05 probability level.
Figure 1Effects of plant densities and application of nitrogen rates on the changes of stems of winter wheat.
Symbols represent means ± standard error. Vertical bars indicate standard error.
Figure 2Effects of plant densities and application of nitrogen rates on the effective tiller rate and ineffective tiller rate.
Symbols represent means ± standard error. Vertical bars indicate standard error. Different letters within the columns are significantly different at the 0.05 probability level.
Figure 3Effects of plant densities and application of nitrogen rates on yield per spike (A) and grain number per spike (B) of different tillers.
Different letters within the columns are significantly different at the 0.05 probability level.
Figure 4Dendrogram of the classification of different wheat tillers based on grain number and yield per spike.
The effects of plant density and nitrogen application on grain-filling parameters and vascular bundles.
| Tiller group | Treatment | Gmax (mg per kernel d−1) | Gmean (mg per kernel d−1) | T (d) | NBVB | NSVB | NTVB | ABVB ( | ASVB ( |
|---|---|---|---|---|---|---|---|---|---|
| Superior | D1N1 | 2.27 f | 1.47 de | 30.3 e | 23.5 d | 29.2 c | 52.7 c | 8,081.3 cd | 5,344.4 d |
| D1N2 | 2.56 a | 1.52 bc | 29.6 f | 25.7 c | 32.5 a | 58.2 b | 14,001.2 a | 9,279.7.1 a | |
| D1N3 | 2.50 b | 1.58 a | 31.8 c | 29.0 a | 33.2 a | 62.2 a | 14,128.2 a | 8,479.3 b | |
| D2N1 | 2.04 h | 1.33 f | 32.8 a | 21.2 f | 24.5 e | 45.7 e | 5,107.8 e | 3,891.6 e | |
| D2N2 | 2.40 c | 1.54 b | 30.7 d | 25.2 c | 27.0 d | 52.2 c | 10151.3 b | 5,709.3 d | |
| D2N3 | 2.36 d | 1.50 cd | 32.7 a | 27.0 b | 31.0 b | 58.0 b | 10113.8 b | 7,491.3 c | |
| D3N1 | 2.06 h | 1.33 f | 30.6 d | 18.2 g | 22.3 f | 40.5 f | 3,899.9 f | 2,961.8 f | |
| D3N2 | 2.25 g | 1.46 e | 32.1 b | 21.0 f | 24.5 e | 45.5 e | 7,844.2 d | 4,163.3 e | |
| D3N3 | 2.29 e | 1.46 e | 32.8 a | 22.3 e | 26.0 d | 48.3 d | 8,466.4 c | 4,279.7 e | |
| Inferior | D1N1 | 1.82 f | 1.20 e | 32.2 e | 18.5 b | 23.2 e | 41.7 e | 6,022.6 d | 1,369.8 d |
| D1N2 | 2.11 b | 1.38 b | 32.9 d | 19.7 a | 26.3 bc | 46.0 b | 10,126.3 b | 2,891.9 b | |
| D1N3 | 2.19 a | 1.43 a | 33.8 c | 20.3 a | 28.2 a | 49.0 a | 13,375.6 a | 3,526.1 a | |
| D2N1 | 1.74 g | 1.18 e | 31.8 f | 16.2 d | 21.5 f | 37.7 g | 4,136.1 f | 1,133.6 d | |
| D2N2 | 1.89 e | 1.27 d | 35.4 b | 19.8 a | 24.3 d | 44.1 d | 6,061.5 d | 2,023.3 c | |
| D2N3 | 1.99 c | 1.29 c | 35.9 a | 19.5 a | 25.3 c | 44.8 c | 6,735.1 cd | 2,114.2 c | |
| D3N1 | 1.71 h | 1.10 f | 32.8 d | 13.5 e | 19.5 g | 33.0 h | 4,960.3 e | 710.2 e | |
| D3N2 | 1.77 g | 1.19 e | 35.5 b | 17.3 c | 23.7 de | 41.0 f | 6,152.5 d | 1,128.8 d | |
| D3N3 | 1.94 d | 1.27 d | 35.4 b | 18.5 b | 26.7 b | 45.2 c | 7,146.4 c | 1,095.7 d |
Notes.
the maximum grain-filling rate
the mean grain-filling rate
the active grain-filling period
the number of big vascular bundles
the number of small vascular bundle
the number of total vascular bundle
the area of big vascular bundle
the area of small vascular bundle
Values followed by different letters within the columns are significantly different at the 0.05 probability level.
Figure 5The relationship between single grain yield and the total number vascular bundle of superior and inferior tiller groups.
The relationship between the vascular bundle area and the grain-filling rate of superior and inferior tiller groups.
| Tiller group | Vascular bundle area | Gmax | Gmean |
|---|---|---|---|
| Superior tiller group | ABVB | 0.97 | 0.89 |
| ASVB | 0.91 | 0.80 | |
| Inferior tiller group | ABVB | 0.95 | 0.93 |
| ASVB | 0.93 | 0.94 |
Notes.
the maximum grain-filling rate
the mean grain-filling rate
the area of big vascular bundle
the area of small vascular bundle
Correlation coefficients (r) are calculated and asterisks (**) represent significance at the 0.01 probability level.
Figure 63D graphic surface optimization of grain yield versus plant density and nitrogen application rate (A, 2013–2014; B, 2014–2015; C, the average of the two years).
The quadratic polynomial trend surface equations and PFP.
| Year | Equation | PFP | |||||
|---|---|---|---|---|---|---|---|
| 2013–2014 | 0.992 | 326 | 290 | 11,417 | 39.4 | ||
| 2014–2015 | 0.996 | 338 | 289 | 11,438 | 39.6 | ||
| Mean | 0.991 | 336 | 290 | 11,524 | 39.7 |
Notes.
the coefficient of determination
represents the grain yield (kg ha−1)
represents plant density (plant ha−1)
represents the N application rate (kg N ha−1)
partial factor productivity of applied N (kg kg−1)
** represents significance at the 0.01 probability level.
Figure 7Effects of plant densities and application of nitrogen rates on the PFP.
PFP represents the partial factor productivity of applied N. Different letters within the columns are significantly different at the 0.05 probability level.
Figure 8The relationship between PFP and nitrogen application rate and grain yield.
PFP represents the partial factor productivity of applied N. MaxN represents the nitrogen application rate, which achieve the maximum grain yield calculated by the second order polynomials trend surface. MaxPFP represents the partial factor productivity of applied N, which achieve the maximum grain yield. YG represents yield gap between the maximum grain yield and D2N2 treatment. EG represents the PFP gap between the maximum grain yield and D2N2 treatment.