| Literature DB >> 28594830 |
Panpan Zhang1, Geng Ma1, Chenyang Wang1,2, Hongfang Lu1,2, Shasha Li1, Yingxin Xie1,2, Dongyun Ma1,2, Yunji Zhu1,2, Tiancai Guo1,2.
Abstract
Water management and nitrogen application are critical factors in wheat grain yield and protein quality. This study aimed to evaluate the effect of irrigation and nitrogen application on the grain yield, protein content and amino acid composition of winter wheat. Field experiments were conducted in a split-plot design with three replications in high-yielding land on the North China Plain in 2012/2013, 2013/2014 and 2014/2015. Three irrigation treatments were examined in main plots: no irrigation, irrigation at jointing, and irrigation at jointing plus anthesis, while subplots were assigned to nitrogen treatment at four different rates: 0, 180, 240, 300 kg N ha-1, respectively. The results indicated that irrigation at jointing and at jointing plus anthesis improved grain yield by an average of 12.79 and 18.65% across three cropping seasons, respectively, compared with no irrigation. However, different irrigation treatments had no significant effect on grain protein content in any cropping season. Compared with no N treatment, 180, 240, and 300 kg N ha-1 N application significantly increased grain yield, by 58.66, 61.26 and 63.42% respectively, averaged over three cropping seasons. Grain protein and the total, essential and non-essential amino acid content significantly increased with increasing nitrogen application. Irrigation significantly improved the essential amino acid index (EAAI) and protein-digestibility-corrected amino acid score (PDCAAS) compared with no irrigation; however, N application decreased them by an average of 7.68 and 11.18% across three cropping seasons, respectively. EAAI and PDCAAS were positively correlated, however, they were highly negatively correlated with yield and grain protein content.Entities:
Mesh:
Substances:
Year: 2017 PMID: 28594830 PMCID: PMC5464558 DOI: 10.1371/journal.pone.0178494
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Rainfall distribution and maximum and minimum temperatures in the three cropping seasons: (a) 2012/2013, (b) 2013/2014 and (c) 2014/2015.
Tmax: maximum temperature; Tmin: minimum temperature.
Initial chemical characteristics of the soil during the three cropping seasons.
| Cropping Seasons | Treatments | Total N (g kg-1) | Available N (mg kg-1) | Available P (mg kg-1) | Available K (mg kg-1) | Organic matter (%) | pH |
|---|---|---|---|---|---|---|---|
| N0 | 0.91a | 73.43c | 22.07a | 157.07a | 16.98a | 8.31a | |
| N180 | 0.95a | 85.23b | 23.60a | 163.77a | 17.12a | 8.29a | |
| N240 | 1.04a | 84.45b | 24.18a | 166.69a | 17.55a | 8.24a | |
| N300 | 0.97a | 93.96a | 24.23a | 163.74a | 17.85a | 8.19a | |
| mean | 0.97 | 84.27 | 23.52 | 162.82 | 17.37 | 8.26 | |
| N0 | 0.89a | 70.28c | 17.90a | 102.69a | 16.10a | 8.28a | |
| N180 | 0.99a | 89.64ab | 17.64a | 103.10a | 16.21a | 8.19a | |
| N240 | 1.03a | 85.29b | 17.95a | 112.30a | 16.35a | 8.20a | |
| N300 | 0.95a | 90.36a | 17.41a | 112.81a | 16.60a | 8.23a | |
| mean | 0.97 | 83.89 | 17.73 | 107.73 | 16.32 | 8.23 | |
| N0 | 0.89a | 72.59c | 13.09a | 116.77b | 15.08a | 8.32a | |
| N180 | 0.90a | 79.28b | 12.25a | 120.25b | 16.67a | 8.20a | |
| N240 | 1.01a | 84.54a | 11.92a | 146.97a | 16.82a | 8.26a | |
| N300 | 0.85a | 89.56a | 13.10a | 158.36a | 16.01a | 8.21a | |
| mean | 0.92 | 81.49 | 12.59 | 135.59 | 16.15 | 8.25 |
Note: Data represent the average value; values with different letters in the same column indicate a significant difference at the 5% level.
Effects of irrigation and nitrogen application on grain yield and protein content in winter wheat in 2012/2013, 2013/2014 and 2014/2015, and interactions between irrigation and nitrogen application; summary of F significance from analysis of variance of the effects of main factors and interactions.
| Treatment | Yield (t ha-1) | Protein (%) | ||||
|---|---|---|---|---|---|---|
| 2012/2013 | 2013/2014 | 2014/2015 | 2012/2013 | 2013/2014 | 2014/2015 | |
| 4.99b | 6.16b | 6.92c | 14.76 | 15.33 | 14.33 | |
| 5.37b | 7.19a | 7.81b | 13.34 | 14.91 | 14.33 | |
| 6.45a | 7.74a | 8.00a | 14.22 | 14.89 | 14.35 | |
| ns | ns | ns | ||||
| 4.58b | 4.47b | 4.80b | 11.57c | 14.20b | 10.86c | |
| 5.73a | 7.84a | 8.41a | 14.32b | 15.22a | 15.17b | |
| 6.03a | 7.76a | 8.55a | 14.91ab | 15.40a | 15.54a | |
| 6.08a | 8.05a | 8.54a | 15.62a | 15.34a | 15.77a | |
| 3.71b | 3.57b | 4.32b | 12.57b | 14.37b | 11.50b | |
| 4.94ab | 6.67a | 7.73a | 15.33a | 15.53a | 15.10a | |
| 5.62a | 7.34a | 7.81a | 15.37a | 15.83a | 15.10a | |
| 5.69a | 7.07a | 7.81a | 15.77a | 15.57a | 15.60a | |
| 4.46b | 4.60b | 5.11b | 11.50c | 13.83b | 10.67c | |
| 5.58a | 8.39a | 8.51a | 12.40b | 15.13a | 15.03b | |
| 5.76a | 7.63a | 8.73a | 13.93ab | 15.30a | 15.67a | |
| 5.70a | 8.13a | 8.87a | 15.53a | 15.37a | 15.93a | |
| 5.56b | 5.25b | 4.98b | 10.63b | 14.40b | 10.40c | |
| 6.65a | 8.48a | 8.99a | 15.23a | 15.00a | 15.37b | |
| 6.72a | 8.31a | 9.11a | 15.43a | 15.07a | 15.87a | |
| 6.86a | 8.93a | 8.93a | 15.57a | 15.10a | 15.77a | |
| 5.60 | 7.03 | 7.57 | 14.11 | 15.04 | 14.33 | |
| ns | ns | ns | ns | |||
| 4.32 | 6.73 | 0.57 | 9.02 | 0.74 | 0.55 | |
Note: ns, not significant at P < 0.05;
* Significant at P < 0.05;
** Significant at P < 0.01; Data in the same column with different letters indicate a significant difference at P < 0.05.
Effects of irrigation and nitrogen application on TAA, EAA and NAA content in wheat grain in 2012/2013, 2013/2014 and 2014/2015, and interactions between irrigation and nitrogen application; summary of F significance from analysis of variance of the effects of main factors and interaction.
| Treatment | TAA (mg·g-1) | EAA (mg·g-1) | NAA (mg·g-1) | EAA/TAA (%) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012/2013 | 2013/2014 | 2014/2015 | 2012/2013 | 2013/2014 | 2014/2015 | 2012/2013 | 2013/2014 | 2014/2015 | 2012/2013 | 2013/2014 | 2014/2015 | |
| 127.29 | 128.98a | 125.30 | 38.93 | 40.33a | 38.46 | 88.36 | 88.65a | 86.84 | 30.61 | 31.32b | 30.75 | |
| 119.40 | 125.25b | 126.18 | 38.08 | 39.73ab | 38.55 | 81.40 | 85.53b | 87.63 | 30.90 | 31.79a | 30.66 | |
| 125.92 | 124.14b | 131.30 | 38.85 | 39.36b | 40.28 | 87.07 | 84.78b | 91.02 | 31.02 | 31.74a | 30.83 | |
| ns | ns | ns | ns | ns | ns | ns | ns | |||||
| 114.38b | 115.72c | 96.69c | 35.56c | 37.08c | 30.91c | 78.82b | 59.64c | 65.78c | 31.28a | 32.04a | 31.98a | |
| 122.84b | 121.34b | 134.62b | 38.06bc | 38.44b | 40.82b | 84.79b | 82.90b | 93.80b | 31.03ab | 31.71a | 30.33b | |
| 136.02a | 133.37a | 138.33a | 41.41ab | 41.62a | 42.03a | 94.72a | 91.74a | 96.30a | 30.54b | 31.21b | 30.39b | |
| 140.23a | 134.06a | 140.73a | 42.80a | 42.07a | 42.62a | 97.43a | 91.99a | 98.11a | 30.52b | 31.39b | 30.29b | |
| 107.63b | 136.60a | 99.43b | 33.46b | 42.47a | 31.33b | 74.17b | 94.13a | 68.10b | 31.09a | 31.09b | 31.52a | |
| 131.43a | 104.27b | 131.57a | 40.10a | 33.43b | 40.13a | 91.33a | 70.83b | 91.43a | 30.51b | 32.07a | 30.51b | |
| 134.83a | 137.20a | 132.83a | 40.90a | 42.40a | 40.57a | 93.93a | 94.80a | 92.27a | 30.33b | 30.91b | 30.54b | |
| 135.27a | 137.87a | 137.37a | 41.27a | 43.03a | 41.80a | 94.00a | 94.83a | 95.57a | 30.51b | 31.21b | 30.43b | |
| 144.10 | 103.40b | 94.20c | 43.43 | 33.90b | 30.07c | 100.67 | 69.50b | 64.13c | 30.15 | 32.78a | 31.92a | |
| 106.43 | 130.50a | 132.43b | 33.77 | 41.27a | 40.20b | 72.67 | 89.23a | 92.23b | 31.74 | 31.63b | 30.35b | |
| 131.00 | 133.27a | 138.07a | 40.53 | 41.63a | 41.77a | 90.80 | 91.63a | 96.30a | 31.15 | 31.24b | 30.25b | |
| 146.07 | 133.83a | 140.03a | 44.60 | 42.10a | 42.17a | 101.47 | 91.73a | 97.87a | 30.55 | 31.46b | 30.11b | |
| ns | ns | ns | ns | |||||||||
| 91.40b | 107.17b | 96.43b | 29.77b | 34.87b | 31.33c | 61.63b | 72.30b | 65.10b | 32.58a | 32.54a | 32.49a | |
| 130.67a | 129.27a | 139.87a | 40.30a | 40.63a | 42.13b | 90.37a | 88.63a | 97.73a | 30.85b | 31.43b | 30.12b | |
| 142.23a | 129.63a | 144.10a | 42.80a | 40.83a | 43.77a | 99.43a | 88.80a | 100.33a | 30.12b | 31.50b | 30.37b | |
| 139.37a | 130.50a | 144.80a | 42.53a | 41.10a | 43.90a | 96.83a | 89.40a | 100.90a | 30.52b | 31.49b | 30.32b | |
| 124.23 | 126.13 | 127.60 | 38.62 | 39.81 | 39.10 | 85.61 | 86.32 | 88.50 | 30.84 | 31.62 | 30.75 | |
| 13.15 | 0.84 | 0.87 | 3.37 | 0.19 | 0.22 | 9.71 | 0.68 | 0.68 | 1.10 | 0.20 | 0.14 | |
Note: TAA: total amino acid; EAA: essential amino acid; NAA: non-essential amino acid. ns, not significant at P < 0.05;
* Significant at P < 0.05;
** Significant at P < 0.01; Data in the same column with different letters indicate a significant difference at P < 0.05.
Fig 2Analysis of variance of the effects of irrigation and nitrogen application on essential amino acid composition in 2012/2013(a), 2013/2014(b) and 2014/2015(c).
Effects of irrigation and nitrogen application on EAAI and PDCAAS in wheat grain in 2012/2013, 2013/2014 and 2014/2015, and interactions between irrigation and nitrogen application; summary of F significance from analysis of variance of the effects of main factors and interactions.
| Treatment | EAAI (%) | PDCAAS (%) | ||||
|---|---|---|---|---|---|---|
| 2012/2013 | 2013/2014 | 2014/2015 | 2012/2013 | 2013/2014 | 2014/2015 | |
| 58.70b | 57.71 | 57.18b | 51.99 | 53.00c | 53.46b | |
| 61.81a | 57.98 | 57.72b | 54.47 | 56.55a | 54.18b | |
| 60.21ab | 57.12 | 61.58a | 53.40 | 54.69b | 56.54a | |
| ns | ns | |||||
| 61.01 | 64.29a | 62.17a | 55.74a | 60.77a | 61.15a | |
| 58.54 | 54.76b | 57.31b | 51.98b | 51.97b | 52.64b | |
| 61.34 | 56.18b | 57.89b | 53.51ab | 53.24b | 52.59b | |
| 60.07 | 55.20b | 57.94b | 51.92b | 53.01b | 52.53b | |
| ns | ||||||
| 59.16 | 65.47a | 58.47 | 53.30 | 62.57a | 58.20a | |
| 58.34 | 46.82c | 56.33 | 51.57 | 43.89c | 51.06b | |
| 59.25 | 59.28b | 57.01 | 51.78 | 51.13b | 52.31b | |
| 58.04 | 59.28b | 56.92 | 51.32 | 54.43b | 52.27b | |
| ns | ns | ns | ||||
| 61.60 | 65.81a | 61.03a | 54.76 | 61.75a | 60.93a | |
| 59.45 | 59.11b | 56.64b | 54.63 | 56.82b | 53.37b | |
| 63.65 | 59.11b | 56.93b | 55.20 | 59.54b | 51.65bc | |
| 62.53 | 47.89c | 56.27b | 53.28 | 48.08c | 50.77c | |
| ns | ns | |||||
| 62.28 | 61.58a | 67.00a | 59.16a | 57.98a | 64.32a | |
| 57.81 | 58.33b | 58.97b | 49.74b | 55.21a | 53.48b | |
| 61.11 | 50.14c | 59.74b | 53.56b | 49.05b | 53.80b | |
| 59.63 | 58.43b | 60.62b | 51.15b | 56.53a | 54.54b | |
| ns | ||||||
| 60.24 | 57.60 | 58.83 | 53.29 | 54.75 | 54.73 | |
| ns | ns | |||||
| 7.78 | 5.279349 | 2.06 | 15.06 | 5.80612382 | 2.43 | |
Note: EAAI: essential amino acid index; PDCAAS: protein digestibility-corrected amino acid score; ns, not significant at P < 0.05;
* Significant at P < 0.05;
** Significant at P < 0.01; Data in the same column with different letters indicate a significant difference at P < 0.05.
Correlations among grain yield, protein content, amino acid content, EAAI and PDCAAS in the three cropping seasons.
| 1 | ||||||
| 0.511 | 1 | |||||
| 0.288 | 0.805 | 1 | ||||
| 0.296 | 0.813 | 0.991 | 1 | |||
| -0.449 | -0.362 | 0.229 | 0.230 | 1 | ||
| -0.392 | -0.579 | -0.125 | -0.108 | 0.782 | 1 |
Note:
* Significant at P < 0.05;
** Significant at P < 0.01;
*** Significant at P < 0.001
Fig 3Relationships between grain protein content and (a) essential amino acids (EAA), (b) non-essential amino acids (NAA) and (c) total amino acids (TAA) content.