Journal of Agricultural Science and Technology ›› 2025, Vol. 27 ›› Issue (6): 39-51.DOI: 10.13304/j.nykjdb.2024.0515
• BIOTECHNOLOGY & LIFE SCIENCE • Previous Articles Next Articles
Xinwei XUE1,2(), Dan LIU2, Shi ZHANG2, Wenyu HAN1,3, Ankang MU2, Zhikun YU2, Fan YANG2, Yahui WEN2, Jialin ZHANG2, Yongping ZHANG1(
), Xianrui WANG2(
)
Received:
2024-06-25
Accepted:
2024-08-21
Online:
2025-06-15
Published:
2025-06-23
Contact:
Yongping ZHANG,Xianrui WANG
薛新伟1,2(), 刘丹2, 张姼2, 韩雯毓1,3, 穆安康2, 于智坤2, 杨帆2, 温雅辉2, 张家林2, 张永平1(
), 王显瑞2(
)
通讯作者:
张永平,王显瑞
作者简介:
薛新伟 E-mail: xuexinwei@163.com
基金资助:
CLC Number:
Xinwei XUE, Dan LIU, Shi ZHANG, Wenyu HAN, Ankang MU, Zhikun YU, Fan YANG, Yahui WEN, Jialin ZHANG, Yongping ZHANG, Xianrui WANG. Comprehensive Evaluation and Screening of Drought Resistance of 86 Millet Germplasm Resources During Germination Period[J]. Journal of Agricultural Science and Technology, 2025, 27(6): 39-51.
薛新伟, 刘丹, 张姼, 韩雯毓, 穆安康, 于智坤, 杨帆, 温雅辉, 张家林, 张永平, 王显瑞. 86份谷子种质资源萌发期抗旱性综合评价及筛选[J]. 中国农业科技导报, 2025, 27(6): 39-51.
品种编号 Variety ID | 品种名称 Variety name | 来源 Origin | 品种编号Variety ID | 品种名称Variety name | 来源 Origin |
---|---|---|---|---|---|
JMK4 | 金苗K4 Jinmiao K4 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | JMK2 | 金苗K2 Jinmiao K2 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
JMK11 | 金苗K11 Jinmiao K11 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | JMK6 | 金苗K6 Jinmiao K6 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
LG37 | 龙谷37 Longgu37 | 黑龙江省农业科学院 Heilongjiang Academy of Agricultural Sciences | FHG | 峰红谷 Fenghonggu | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
JMK7 | 金苗K7 Jinmiao K7 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | CG6 | 赤谷6 Chigu 6 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
ZZG13 | 张杂谷13 Zhangzagu13 | 张家口市农业科学院 Zhangjiakou Academy of Agricultural Sciences | CGK 9 | 赤谷K9 Chigu K9 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
JMK9 | 金苗K9 Jinmiao K9 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | CGK 6 | 赤谷K6 Chigu K6 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
ZG19 | 中谷19 Zhonggu19 | 中国农业科学院作物科学研究所 Insitute of Crop Sciences, Chinese Academy of Agricultural Sciences | JG39 | 冀谷39 Jigu 39 | 河北省农林科学院谷子研究所 Insititute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences |
ZG9 | 中谷9 Zhonggu 9 | 中国农业科学院作物科学研究所 Insitute of Crop Sciences, Chinese Academy of Agricultural Sciences | DG1 | 吨谷1号Dungu 1 | 山西Shanxi |
CGK3 | 赤谷K3 Chigu K3 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | GA2 | 公矮2号 Gongai 2 | 吉林Jilin |
JMK8 | 金苗K8 Jinmiao K8 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | LNG1 | 绿糯谷1号Lyunuogu 1 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
JMK1 | 金苗K1 Jinmiao K1 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | FH2H | 峰红2号Fenghong 2 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
HJG | 黄金谷 Huangjingu | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | JMK10 | 金苗K10 Jinmiao K10 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
Table 1 Name and source of 24 main cultivated varieties of millet
品种编号 Variety ID | 品种名称 Variety name | 来源 Origin | 品种编号Variety ID | 品种名称Variety name | 来源 Origin |
---|---|---|---|---|---|
JMK4 | 金苗K4 Jinmiao K4 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | JMK2 | 金苗K2 Jinmiao K2 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
JMK11 | 金苗K11 Jinmiao K11 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | JMK6 | 金苗K6 Jinmiao K6 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
LG37 | 龙谷37 Longgu37 | 黑龙江省农业科学院 Heilongjiang Academy of Agricultural Sciences | FHG | 峰红谷 Fenghonggu | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
JMK7 | 金苗K7 Jinmiao K7 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | CG6 | 赤谷6 Chigu 6 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
ZZG13 | 张杂谷13 Zhangzagu13 | 张家口市农业科学院 Zhangjiakou Academy of Agricultural Sciences | CGK 9 | 赤谷K9 Chigu K9 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
JMK9 | 金苗K9 Jinmiao K9 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | CGK 6 | 赤谷K6 Chigu K6 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
ZG19 | 中谷19 Zhonggu19 | 中国农业科学院作物科学研究所 Insitute of Crop Sciences, Chinese Academy of Agricultural Sciences | JG39 | 冀谷39 Jigu 39 | 河北省农林科学院谷子研究所 Insititute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences |
ZG9 | 中谷9 Zhonggu 9 | 中国农业科学院作物科学研究所 Insitute of Crop Sciences, Chinese Academy of Agricultural Sciences | DG1 | 吨谷1号Dungu 1 | 山西Shanxi |
CGK3 | 赤谷K3 Chigu K3 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | GA2 | 公矮2号 Gongai 2 | 吉林Jilin |
JMK8 | 金苗K8 Jinmiao K8 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | LNG1 | 绿糯谷1号Lyunuogu 1 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
JMK1 | 金苗K1 Jinmiao K1 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | FH2H | 峰红2号Fenghong 2 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
HJG | 黄金谷 Huangjingu | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences | JMK10 | 金苗K10 Jinmiao K10 | 赤峰市农牧科学研究院 Chifeng Academy of Agricultural and Animal Husbandry Sciences |
Fig. 1 GR, RL, BL and FW of millet under different PEG-6000 treatmentsNote: Different lowercase letters indicate significant differences between different treatments at P<0.05 level.
处理 Treatment | 参数 Parameter | 发芽势 GP/% | 发芽率 GR/% | 萌发指数 GI/% | 根长 RL/cm | 芽长 BL/cm | 根芽比 RBR | 鲜重 FW/mg |
---|---|---|---|---|---|---|---|---|
对照CK | 最大值Max | 1.00 | 1.00 | 1.00 | 9.40 | 7.00 | 1.30 | 19.97 |
最小值Min | 0.33 | 0.78 | 0.54 | 3.27 | 2.57 | 0.37 | 5.00 | |
均值Ave | 0.91 a | 0.96 a | 0.91 a | 6.55 a | 3.98 a | 0.63 a | 13.07 a | |
标准差SD | 0.10 | 0.04 | 0.08 | 1.30 | 0.79 | 0.17 | 3.29 | |
变异系数CV/% | 11.30 | 4.00 | 9.24 | 19.78 | 19.72 | 26.74 | 25.13 | |
干旱 Drought | 最大值Max | 0.73 | 0.83 | 0.68 | 6.23 | 3.43 | 1.08 | 16.03 |
最小值Min | 0.05 | 0.13 | 0.08 | 1.10 | 0.73 | 0.23 | 0.97 | |
均值Ave | 0.43 b | 0.57 b | 0.42 b | 3.60 b | 1.74 b | 0.50 b | 8.48 b | |
标准差SD | 0.14 | 0.15 | 0.12 | 0.92 | 0.56 | 0.17 | 3.18 | |
变异系数CV/% | 33.86 | 25.68 | 28.74 | 25.49 | 32.14 | 33.05 | 37.44 |
Table 2 Germination index of millet under different treatments
处理 Treatment | 参数 Parameter | 发芽势 GP/% | 发芽率 GR/% | 萌发指数 GI/% | 根长 RL/cm | 芽长 BL/cm | 根芽比 RBR | 鲜重 FW/mg |
---|---|---|---|---|---|---|---|---|
对照CK | 最大值Max | 1.00 | 1.00 | 1.00 | 9.40 | 7.00 | 1.30 | 19.97 |
最小值Min | 0.33 | 0.78 | 0.54 | 3.27 | 2.57 | 0.37 | 5.00 | |
均值Ave | 0.91 a | 0.96 a | 0.91 a | 6.55 a | 3.98 a | 0.63 a | 13.07 a | |
标准差SD | 0.10 | 0.04 | 0.08 | 1.30 | 0.79 | 0.17 | 3.29 | |
变异系数CV/% | 11.30 | 4.00 | 9.24 | 19.78 | 19.72 | 26.74 | 25.13 | |
干旱 Drought | 最大值Max | 0.73 | 0.83 | 0.68 | 6.23 | 3.43 | 1.08 | 16.03 |
最小值Min | 0.05 | 0.13 | 0.08 | 1.10 | 0.73 | 0.23 | 0.97 | |
均值Ave | 0.43 b | 0.57 b | 0.42 b | 3.60 b | 1.74 b | 0.50 b | 8.48 b | |
标准差SD | 0.14 | 0.15 | 0.12 | 0.92 | 0.56 | 0.17 | 3.18 | |
变异系数CV/% | 33.86 | 25.68 | 28.74 | 25.49 | 32.14 | 33.05 | 37.44 |
参数 Parameter | 发芽势 GP | 发芽率 GR | 萌发指数 GI | 根长 RL | 芽长 BL | 芽根比 RBR | 鲜重 FW |
---|---|---|---|---|---|---|---|
最大值 Max | 0.92 | 0.89 | 0.83 | 0.85 | 0.67 | 1.27 | 1.06 |
最小值 Min | 0.05 | 0.14 | 0.10 | 0.25 | 0.19 | 0.38 | 0.19 |
均值 Ave | 0.47 | 0.59 | 0.47 | 0.56 | 0.44 | 0.80 | 0.65 |
标准差 SD | 0.16 | 0.15 | 0.14 | 0.13 | 0.12 | 0.16 | 0.19 |
变异系数 CV/% | 33.84 | 25.83 | 30.27 | 22.81 | 26.44 | 20.06 | 29.09 |
Table 3 DC of different indicators of millet
参数 Parameter | 发芽势 GP | 发芽率 GR | 萌发指数 GI | 根长 RL | 芽长 BL | 芽根比 RBR | 鲜重 FW |
---|---|---|---|---|---|---|---|
最大值 Max | 0.92 | 0.89 | 0.83 | 0.85 | 0.67 | 1.27 | 1.06 |
最小值 Min | 0.05 | 0.14 | 0.10 | 0.25 | 0.19 | 0.38 | 0.19 |
均值 Ave | 0.47 | 0.59 | 0.47 | 0.56 | 0.44 | 0.80 | 0.65 |
标准差 SD | 0.16 | 0.15 | 0.14 | 0.13 | 0.12 | 0.16 | 0.19 |
变异系数 CV/% | 33.84 | 25.83 | 30.27 | 22.81 | 26.44 | 20.06 | 29.09 |
性状 Trait | 发芽势 GP | 发芽率 GR | 萌发指数 GI | 根长 RL | 芽长 BL | 根芽比 RBR |
---|---|---|---|---|---|---|
发芽率GR | 0.736** | |||||
萌发指数GI | 0.916** | 0.885** | ||||
根长RL | 0.556** | 0.633** | 0.616** | |||
芽长BL | 0.386** | 0.621** | 0.488** | 0.690** | ||
根芽比RBR | -0.092 | 0.099 | -0.033 | 0.216* | 0.536** | |
鲜重FW | 0.522** | 0.698** | 0.599** | 0.613** | 0.711** | 0.263* |
Table 4 Correlation analysis of drought tolerance coefficients of different indicators
性状 Trait | 发芽势 GP | 发芽率 GR | 萌发指数 GI | 根长 RL | 芽长 BL | 根芽比 RBR |
---|---|---|---|---|---|---|
发芽率GR | 0.736** | |||||
萌发指数GI | 0.916** | 0.885** | ||||
根长RL | 0.556** | 0.633** | 0.616** | |||
芽长BL | 0.386** | 0.621** | 0.488** | 0.690** | ||
根芽比RBR | -0.092 | 0.099 | -0.033 | 0.216* | 0.536** | |
鲜重FW | 0.522** | 0.698** | 0.599** | 0.613** | 0.711** | 0.263* |
指标 Index | 关联度 γD(DC vs D) | 排序 Ranking | 权重系数 Weight | 关联度 γWDC(DC vs WDC) | 排序 Ranking |
---|---|---|---|---|---|
发芽势GP | 0.827 | 3 | 0.147 | 0.752 | 6 |
发芽率GR | 0.848 | 2 | 0.151 | 0.866 | 1 |
萌发指数GI | 0.887 | 1 | 0.158 | 0.812 | 2 |
根长RL | 0.782 | 5 | 0.139 | 0.809 | 3 |
芽长BL | 0.778 | 6 | 0.138 | 0.809 | 4 |
根芽比RBR | 0.717 | 7 | 0.127 | 0.735 | 7 |
鲜重FW | 0.791 | 4 | 0.140 | 0.809 | 5 |
Table 5 Correlation analysis of DC with D and WDC for different metrics of various textures in millet
指标 Index | 关联度 γD(DC vs D) | 排序 Ranking | 权重系数 Weight | 关联度 γWDC(DC vs WDC) | 排序 Ranking |
---|---|---|---|---|---|
发芽势GP | 0.827 | 3 | 0.147 | 0.752 | 6 |
发芽率GR | 0.848 | 2 | 0.151 | 0.866 | 1 |
萌发指数GI | 0.887 | 1 | 0.158 | 0.812 | 2 |
根长RL | 0.782 | 5 | 0.139 | 0.809 | 3 |
芽长BL | 0.778 | 6 | 0.138 | 0.809 | 4 |
根芽比RBR | 0.717 | 7 | 0.127 | 0.735 | 7 |
鲜重FW | 0.791 | 4 | 0.140 | 0.809 | 5 |
指标Index | 第1主成分 PC1 | 第2主成分 PC2 | 第3主成分 PC3 | 第4主成分 PC4 | 第5主成分 PC5 |
---|---|---|---|---|---|
发芽势GP | 0.396 3 | -0.2892 | 0.411 6 | 0.168 1 | 0.586 2 |
发芽率GR | 0.443 4 | -0.052 0 | 0.199 4 | -0.076 0 | -0.765 3 |
萌发指数GI | 0.435 2 | -0.224 2 | 0.359 9 | 0.113 4 | -0.069 3 |
根长RL | 0.387 5 | -0.162 9 | -0.641 2 | 0.276 7 | 0.072 0 |
芽长BL | 0.377 5 | 0.435 6 | -0.313 3 | 0.364 6 | 0.031 5 |
根芽比RBR | 0.066 6 | 0.777 7 | 0.354 3 | 0.167 3 | 0.083 7 |
鲜重FW | 0.399 9 | 0.205 4 | -0.162 7 | -0.845 9 | 0.229 6 |
特征根Characteristic root | 4.253 | 1.452 | 0.712 | 0.319 | 0.211 |
贡献率 Contribution rate/% | 59.94 | 20.74 | 10.18 | 4.56 | 3.01 |
累计贡献率Cumulative contribution rate/% | 60.76 | 81.50 | 91.67 | 96.24 | 99.25 |
因子权重 Factor weight/% | 60.39 | 20.90 | 10.25 | 4.60 | 3.03 |
Table 6 PC analysis of DC of different indicators
指标Index | 第1主成分 PC1 | 第2主成分 PC2 | 第3主成分 PC3 | 第4主成分 PC4 | 第5主成分 PC5 |
---|---|---|---|---|---|
发芽势GP | 0.396 3 | -0.2892 | 0.411 6 | 0.168 1 | 0.586 2 |
发芽率GR | 0.443 4 | -0.052 0 | 0.199 4 | -0.076 0 | -0.765 3 |
萌发指数GI | 0.435 2 | -0.224 2 | 0.359 9 | 0.113 4 | -0.069 3 |
根长RL | 0.387 5 | -0.162 9 | -0.641 2 | 0.276 7 | 0.072 0 |
芽长BL | 0.377 5 | 0.435 6 | -0.313 3 | 0.364 6 | 0.031 5 |
根芽比RBR | 0.066 6 | 0.777 7 | 0.354 3 | 0.167 3 | 0.083 7 |
鲜重FW | 0.399 9 | 0.205 4 | -0.162 7 | -0.845 9 | 0.229 6 |
特征根Characteristic root | 4.253 | 1.452 | 0.712 | 0.319 | 0.211 |
贡献率 Contribution rate/% | 59.94 | 20.74 | 10.18 | 4.56 | 3.01 |
累计贡献率Cumulative contribution rate/% | 60.76 | 81.50 | 91.67 | 96.24 | 99.25 |
因子权重 Factor weight/% | 60.39 | 20.90 | 10.25 | 4.60 | 3.03 |
因变量 Dependent variable | 多元逐步回归方程 Multiple stepwise regression equation | 决定系数 R2 | F 值 F value | P 值 P value | 统计量 Statistics |
---|---|---|---|---|---|
DC | Y=-0.130+0.167x1+0.143x2+0.213x3+0.590x5+0.172x7 | 0.998 | 9 862.49 | 0.000 1 | 1.755 |
D | Y=-0.225+0.838x3+0.170x4+0.219x5+0.116x6 | 0.991 | 4 833.97 | 0.000 1 | 2.300 |
WDC | Y=0.030+0.119x1+0.198x2+0.238x3+0.351x5+0.104x7 | 0.996 | 3 129.92 | 0.000 1 | 1.758 |
Table 8 Model prediction of DC, D and WDC of millet in germination stage
因变量 Dependent variable | 多元逐步回归方程 Multiple stepwise regression equation | 决定系数 R2 | F 值 F value | P 值 P value | 统计量 Statistics |
---|---|---|---|---|---|
DC | Y=-0.130+0.167x1+0.143x2+0.213x3+0.590x5+0.172x7 | 0.998 | 9 862.49 | 0.000 1 | 1.755 |
D | Y=-0.225+0.838x3+0.170x4+0.219x5+0.116x6 | 0.991 | 4 833.97 | 0.000 1 | 2.300 |
WDC | Y=0.030+0.119x1+0.198x2+0.238x3+0.351x5+0.104x7 | 0.996 | 3 129.92 | 0.000 1 | 1.758 |
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