| Literature DB >> 31993065 |
Song Guo1,2, Yanhua Chen2, Xiaochao Chen2, Yanling Chen2,3, Lan Yang2,4, Lifeng Wang2,5, Yusheng Qin1, Mingshun Li6, Fanjun Chen2, Guohua Mi2, Riliang Gu2,7, Lixing Yuan2.
Abstract
Evaluating changes in the accumulation of grain minerals, including nitrogen (N), copper (Cu), iron (Fe), potassium (K), magnesium (Mg), manganese (Mn), phosphorus (P), and zinc (Zn), across different genotypes can provide valuable information for the development of nutrient-enriched maize varieties. Meanwhile, N rates can affect maize yield and quality, but their effects on element accumulation remain to be elucidated. Here, field experiments were conducted at two locations in China over 2 years (2010 and 2011). Under a normal N application rate (240 kg N ha-1), 24 maize cultivars that had been bred and released between 1930 and 2010 were evaluated for the elemental concentrations in the grains. Cultivars Yedan 13 and Zhengdan 958, representing old- and new-era cultivars respectively, were selected to investigate grain element accumulation in response to different levels of N (0, 60, 120, 180, and 240 kg N ha-1). The results showed that element concentrations were significantly affected by year, genotype (G), N rates, and N × G interaction. Grain yield tended to increase with the year of cultivar released, while the concentrations of N, Cu, Mn, and Zn in the grain significantly declined in the new-era. The element concentrations of grains were mainly influenced by N rate or N × G interactions. As N levels increased, N, Cu, Fe, Mg, and Mn concentrations rose, while K, P, and Zn concentrations decreased. Compared with old-era cultivars, new-era cultivars showed an increase in grain yield of 25.39%; however, they demonstrated decreases in N, Cu, Fe, K, Mg, P, and Zn concentrations. In the new-era varieties, the reduction in Cu, Fe, K, and P concentrations were significantly exacerbated by high N rates, but this was not the case in the old-era varieties. The concentration of grain Cu, K, Mg, P, and Zn were higher under N-limited condition (N0), but grain yield was also lower. However, the optimal N rate (120-180 kg N ha-1) could increase N, Fe, Mg, and Mn concentrations without affecting grain yield in new-era varieties. It is concluded that maize breeding processes have improved grain yield, but reduced grain nutrient element concentrations. Enhanced concentrations of certain elements in maize grain could be achieved with optimal rates of N fertilizer being applied.Entities:
Keywords: genotype era; grain; maize breeding; mineral concentration; nitrogen
Year: 2020 PMID: 31993065 PMCID: PMC6971105 DOI: 10.3389/fpls.2019.01662
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Characteristics of cultivars used in the experiments.
| Cultivar | Year of release | Parents | Cultivar | Breeding institution | Period of duration (days) | Plant height (cm) |
|---|---|---|---|---|---|---|
| Jinhuanghou | 1930 | — | OPV | — | 109 | 289 |
| Xiaolihong | 1940 | — | OPV | — | 107 | 217 |
| Yinglizi | 1943 | — | OPV | — | 109 | 277 |
| Weier 156 | 1963 | (WF9 × Os420) × (M14 × CI187-2) | Double crosses | — | 106 | 278 |
| Sishuang 1 | 1965 | (Ying64 × Tie84) × (M14 × W20) | Double crosses | AAS in Siping, Jilin Province | 106 | 258 |
| Jidan 101 | 1967 | Ji63 × M14 | Single crosses | AAS in Jilin Province | 111 | 271 |
| Zhongdan 2 | 1973 | Mo17 × Zi330 | Single crosses | CAAS | 121 | 289 |
| Danyu 13 | 1979 | Mo17 × E28 | Single crosses | AAS in Dandong, Liaoning Province | 114 | 269 |
| Shendan 7 | 1982 | 5003 × E28 | Single crosses | AAS in Shenyang, Liaoning Province | 120 | 252 |
| Yedan 4 | 1982 | U8112 × Huangzao4 | Single crosses | AAS in Laizhou, Shandong Province | 105 | 281 |
| Benyu 9 | 1982 | 7884Ht × MO17Ht | Single crosses | AAS in Benxi, Liaoning Province | 102 | 259 |
| Yedan 2 | 1983 | Ye107 × Huangzao4 | Single crosses | AAS in Laizhou, Shandong Province | 111 | 271 |
| Nongda 60 | 1985 | 5003 × Zong31 | Single crosses | CAU | 114 | 269 |
| Yedan 13 * | 1989 | Ye478 × Dan340 | Single crosses | AAS in Laizhou, Shandong Province | 121 | 276 |
| Yudan 18 | 1989 | 478You × Zheng22 | Single crosses | AAS in Henan Province | 116 | 257 |
| Ludan 50 | 1990 | Luyuan92 × Qi319 | Single crosses | AAS in Shandong Province | 121 | 268 |
| Nongda 108 | 1991 | 178 × HuangC | Single crosses | CAU | 118 | 256 |
| Nongda 3138 | 1991 | Zong31 × P138 | Single crosses | CAU | 119 | 286 |
| Jidan 159 | 1994 | Ji846 × Dan340 | Single crosses | AAS in Jilin Province | 109 | 268 |
| Denghai 9 | 1995 | DH65232 × 8723 | Single crosses | AAS in Laizhou, Shandong Province | 120 | 271 |
| Shendan 16 | 1995 | K12 × Shen137 | Single crosses | AAS in Shenyang, Liaoning Province | 119 | 296 |
| Zhengdan 958 * | 1996 | Zheng58 × Chang7-2 | Single crosses | AAS in Henan Province | 118 | 252 |
| Xianyu 335 | 2000 | PH6WC × PH4CV | Single crosses | Pioneer Co., Ltd. | 108 | 301 |
| NE9 | 2007 | T63 × Shen137 | Single crosses | CAU | 124 | 275 |
All cultivars used at Shun-Yi (SY), *cultivars used at Fu-Jia-Jie (FJJ). OPV refers to open-pollinated varieties, AAS refers to Academy of Agricultural Sciences, CAU to China Agricultural University; CAAS represents Chinese Academy of Agricultural Sciences and AAFS to Academy of Agricultural and Forestry Sciences.
Properties of soils in the field used for the experiments at Shun-Yi (SY) and Fu-Jia-Jie (FJJ).
| Location | Soil type | Organic matter (g kg−1) | Total N (g kg−1) | Olsen-P (mg kg−1) | Available K (mg kg−1) | pH (1:2.5 w v−1) | Nmin (mg kg−1) | Sowing | Harvest |
|---|---|---|---|---|---|---|---|---|---|
| Shun-Yi (SY) | Calcareous alluvial soil | 16.75 | 1.07 | 41.33 | 129 | 7.44 | 32.14 | 2010/5/20 | 2010/9/23 |
| 2011/5/4 | 2011/9/10 | ||||||||
| Fu-Jia-Jie (FJJ) | Sandy soil | 8.30 | 0.66 | 30.97 | 100 | 6.24 | 59.16 | 2010/5/7 | 2010/9/25 |
| 2011/5/8 | 2011/9/27 |
Variance analysis (ANOVA) of the effects of year (Y), nitrogen (N) and genotypes (G) on maize grain yield and grain mineral nutrients (N, Cu, Fe, K, Mg, Mn, P and Zn) concentration (FJJ).
| Treatments | GY (kg ha−1) | N (g kg−1) | Cu (mg kg−1) | Fe (mg kg−1) | K (g kg−1) | Mg (g kg−1) | Mn (mg kg−1) | P (g kg−1) | Zn (mg kg−1) |
|---|---|---|---|---|---|---|---|---|---|
| Genotype (G) | |||||||||
| ZD958 | 9147 ± 1609a | 11.63 ± 1.76b | 0.78 ± 0.16b | 16.32 ± 1.87b | 3.48 ± 0.21b | 0.97 ± 0.11b | 3.99 ± 0.59a | 2.92 ± 0.39b | 11.68 ± 2.02b |
| YD13 | 7295 ± 1426b | 12.39 ± 2.03a | 1.10 ± 0.16a | 18.55 ± 3.05a | 3.84 ± 0.15a | 1.10 ± 0.09a | 4.07 ± 0.48a | 3.34 ± 0.36a | 14.23 ± 1.86a |
| Nitrogen (N) | |||||||||
| N0 | 6135 ± 1715d | 9.49 ± 1.51d | 0.91 ± 0.18b | 14.69 ± 1.00c | 3.71 ± 0.19a | 1.03 ± 0.07b | 3.40 ± 0.39d | 3.15 ± 0.29ab | 16.10 ± 1.45a |
| N60 | 7744 ± 1401c | 11.12 ± 1.34c | 0.95 ± 0.20b | 16.29 ± 1.49b | 3.70 ± 0.23a | 1.00 ± 0.11b | 3.83 ± 0.31c | 3.18 ± 0.38a | 13.24 ± 1.78b |
| N120 | 8776 ± 1166b | 12.55 ± 1.16b | 1.04 ± 0.22a | 18.40 ± 2.01a | 3.63 ± 0.28a | 1.02 ± 0.12b | 4.29 ± 0.37ab | 3.12 ± 0.41ab | 11.73 ± 1.54c |
| N180 | 8961 ± 1246ab | 13.38 ± 0.74a | 0.91 ± 0.20b | 18.98 ± 3.20a | 3.66 ± 0.27a | 1.07 ± 0.10a | 4.22 ± 0.27b | 3.14 ± 0.40ab | 12.09 ± 1.59c |
| N240 | 9442 ± 1214a | 13.47 ± 1.13a | 0.89 ± 0.29b | 18.82 ± 2.73a | 3.60 ± 0.34a | 1.08 ± 0.17a | 4.41 ± 0.56a | 3.06 ± 0.62b | 11.62 ± 1.97c |
| Year (Y) | |||||||||
| 2010 | 8709 ± 1251a | 12.82 ± 1.69a | 1.01 ± 0.15a | 16.55 ± 1.95b | 3.65 ± 0.23a | 1.11 ± 0.09a | 4.25 ± 0.47a | 3.45 ± 0.24a | 12.74 ± 2.00b |
| 2011 | 7659 ± 1922b | 11.22 ± 1.83b | 0.87 ± 0.26b | 18.32 ± 3.16a | 3.66 ± 0.29a | 0.97 ± 0.10b | 3.81 ± 0.51b | 2.80 ± 0.30b | 13.17 ± 2.65a |
| Source of variation | |||||||||
| Y | ** | ** | ** | ** | ns | ** | ** | ** | ** |
| G | ** | ** | ** | ** | ** | ** | ns | ** | ** |
| N | ** | ** | ** | ** | ns | ** | ** | ns | ** |
| N×G | ns | ** | * | ** | ns | * | ns | ** | * |
Data shown are means for all tested cultivars ± SD; the numbers followed by different letters indicate significant differences (P < 0.05). *Significant at the 0.05 probability level; ** significant at the 0.01 probability level; ns, not significant (P > 0.05).
Figure 1Relationship between the year of cultivars release, grain yield, and grain nutrient (N, Cu, Fe, K, Mg, Mn, P, and Zn) concentrations. Data were collected in Shun-Yi (SY). Closed and open circle denote the mean ± SD of three and four replicates in 2010 and 2011, respectively. *, ** denote significance at the 0.05 and 0.01 probability levels, respectively; NS, not significant (P > 0.05).
Statistics analysis of grain yield (GY), hundred grains weight (HGW), grain number per panicle (GN) and eight nutrients (N, Cu, Fe, K, Mg, Mn, P and Zn) concentration in maize grain at Shun-Yi (SY) across 2 years (2010 and 2011).
| Year | GY (kg ha−1) | HGW(g) | N (g kg−1) | Cu (mg kg−1) | Fe (mg kg−1) | K (g kg−1) | Mg (g kg−1) | Mn (mg kg−1) | P (g kg−1) | Zn (mg kg−1) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010 | 2011 | 2010 | 2011 | 2010 | 2011 | 2010 | 2011 | 2010 | 2011 | 2010 | 2011 | 2010 | 2011 | 2010 | 2011 | 2010 | 2011 | 2010 | 2011 | |
| Mean | 6244 ± 1924 | 7829 ± 2451 | 31.39 ± 2.98 | 26.52 ± 3.66 | 15.73 ± 1.01 | 16.07 ± 1.03 | 2.31 ± 0.44 | 1.98 ± 0.37 | 22.65 ± 2.65 | 23.42 ± 2.29 | 4.10 ± 0.39 | 4.06 ± 0.37 | 1.47 ± 0.11 | 1.24 ± 0.09 | 6.36 ± 1.42 | 5.64 ± 1.00 | 4.01 ± 0.28 | 3.68 ± 0.22 | 29.14 ± 3.05 | 20.63 ± 2.22 |
| Range | 2059–9210 | 2312–11532 | 26.42–37.50 | 20.65–33.43 | 13.69–17.44 | 13.52–17.91 | 1.64–3.24 | 1.26–2.66 | 17.39–29.12 | 18.58–27.27 | 3.53–4.76 | 3.48–5.05 | 1.25–1.64 | 1.07–1.43 | 4.27–9.93 | 4.09–7.24 | 3.49–4.54 | 3.33–4.10 | 21.81–33.75 | 17.19–25.31 |
| CV (%) | 30.81 | 31.30 | 9.49 | 13.82 | 6.42 | 6.39 | 18.81 | 18.55 | 11.68 | 9.79 | 9.42 | 9.21 | 7.42 | 6.96 | 22.24 | 17.75 | 6.90 | 6.05 | 10.46 | 10.75 |
| R2 | 0.97** | 0.51** | 0.57** | 0.70** | 0.28** | 0.26* | 0.37** | 0.72** | 0.28** | 0.54** | ||||||||||
Mean shown are means for all tested cultivars ± SD; CV, coefficient of variation; correlation coefficients (R2) between each 2 years for GY, HGW and grain mineral concentration; * significant at the 0.05 probability level; ** significant at the 0.01 probability level.
Correlation coefficients (r) between grain yield (GY), hundred grains weight (HGW), grain number per panicle (GN), and mineral nutrients (N, Cu, Fe, K, Mg, Mn, P, and Zn) concentration in maize at Shun-Yi (SY) across 2 years (2010 and 2011).
| GY | HGW | GN | N | Cu | Fe | K | Mg | Mn | P | Zn | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| GY | 0.68** | 0.70** | −0.60** | −0.39 | −0.25 | −0.07 | 0.09 | −0.31 | −0.05 | −0.46* | |
| HGW | 0.54** | 0.12 | −0.22 | −0.31 | −0.31 | −0.28 | 0.19 | 0.06 | 0.09 | −0.13 | |
| GN | 0.84** | 0.19 | −0.72** | −0.31 | −0.12 | 0.13 | −0.23 | −0.41* | −0.13 | −0.34 | |
| N | −0.60** | −0.32 | −0.53** | 0.28 | 0.51* | 0.07 | 0.43* | 0.50* | 0.44* | 0.49* | |
| Cu | −0.34 | −0.27 | −0.21 | 0.49* | 0.13 | 0.11 | 0.11 | 0.36 | 0.30 | 0.20 | |
| Fe | −0.30 | −0.02 | −0.18 | 0.46* | 0.45* | 0.49* | 0.29 | 0.04 | 0.34 | 0.04 | |
| K | −0.04 | −0.19 | 0.15 | −0.02 | 0.20 | 0.51* | 0.41* | −0.11 | 0.56** | 0.27 | |
| Mg | −0.58** | −0.17 | −0.51* | 0.64** | 0.43* | 0.38 | 0.19 | 0.28 | 0.79** | 0.46* | |
| Mn | −0.28 | −0.27 | −0.19 | 0.55** | 0.46* | −0.13 | −0.07 | 0.50* | 0.54** | 0.42* | |
| P | −0.35 | −0.15 | −0.29 | 0.56** | 0.60** | 0.30 | 0.27 | 0.85** | 0.71** | 0.54** | |
| Zn | −0.46* | −0.16 | −0.4 | 0.35 | 0.34 | 0.26 | 0.26 | 0.36 | 0.49* | 0.51* |
Data of 2010 are located at the left below diagonal, and those of 2011 at the right above diagonal; * significant at the 0.05 probability level; ** significant at the 0.01 probability level.
Figure 2Grain yield and grain nutrient (N, Cu, Fe, K, Mg, Mn, P, and Zn) concentrations in response to nitrogen treatment in hybrids ZD958 (closed circle) and YD13 (open circle). Data were collected in Fu-Jia-Jie (FJJ). N0, N60, N120, N180, and N240 represent N rates at 0, 60, 120, 180, and 240 kg ha−1, respectively. Data shown are means for cultivar in 2010 and 2011 ± SD (n = 8). Upper- and lowercase letters denote the results of t-test to YD13 and ZD958 at five N rates, respectively. Any two samples with a common letter are not significantly different (P > 0.05).