Crops ›› 2022, Vol. 38 ›› Issue (2): 44-53.doi: 10.16035/j.issn.1001-7283.2022.02.007

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Analysis of Agronomic Traits and Quality of Foxtail Millet Varieties in Different Ecological Regions

Zhao Lirong1(), Ma Ke1, Zhang Liguang1, Tang Sha2, Yuan Xiangyang1,*(), Diao Xianmin2,*()   

  1. 1College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, Shanxi, China
    2Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
  • Received:2021-11-26 Revised:2022-02-16 Online:2022-04-15 Published:2022-04-24
  • Contact: Yuan Xiangyang,Diao Xianmin E-mail:zlr970301@163.com;yuanxiangyang200@163.com;diaoxianmin@caas.cn

Abstract:

Sixteen foxtail millet varieties from Shanxi, Jilin, Hebei and Henan provinces were selected to study the differences of agronomic traits, yields, grain appearance quality, food taste quality and nutritional quality in the same region. The results showed that there were significant differences in agronomic characteristics and theoretical yields among different varieties. The variations of plant height were 108.68 (Heigu 8) - 160.42cm (Jingu 40), while the variations of theoretical yields were 2625 (Changsheng 16) - 4215kg/ha (Jingu 40). The CCI value of millet color ranged from 2.37 to 4.48, and the CCI value of Jingu 40 was the largest among the tested varieties. The variation coefficient of crude fat ranged from 3.29% to 6.45%. Changsheng 8 and Shengu 13 had higher glue consistency and good cooking performance. The contents of sweet and umami amino acids in Yugu 35, Changsheng 16 and Shengu 5 were higher than other varieties. The correlation analysis of taste characteristics of amino acids showed that the content of alanine was positive correlated with the difference between the sum of umami and sweet amino acids and bitter amino acids, and the umami taste. According to the principal component analysis of all quality indexes, Changsheng 8, Changnong 52, Changsheng 16, Yugu 35 and Jingu 40 showed the best yield performance among the sixteen varieties.

Key words: Foxtail millet, Agronomic traits, Grain quality, Correlation analysis, Principal component analysis

Table 1

Origins of foxtail millet varieties"

编号Number 品种Variety 来源Origin
V1 神谷5号 吉林省神龙种业有限公司
V2 神谷10号 吉林省神龙种业有限公司
V3 神谷13号 吉林省神龙种业有限公司
V4 长农40号 山西农业大学谷子研究所
V5 长农52号 山西农业大学谷子研究所
V6 晋谷40号 山西农业大学高粱研究所
V7 晋谷47号 山西省恒穗航天育种研究中心
V8 晋谷59号 山西农业大学作物科学研究所
V9 长生8号 山西农业大学谷子研究所
V10 长生13号 山西农业大学谷子研究所
V11 长生16号 山西农业大学谷子研究所
V12 豫谷35号 河南省安阳市农业科学院
V13 绿优谷 吉林省农业科学院
V14 黑谷8号 河北省保定市农资科技市场
V15 农大8号 山西农业大学农学院
V16 锦谷5号 辽宁省农业科学院

Table 2

Variance analysis of yield and agronomic traits of different foxtail millet varieties"

品种
Variety
穗长
Panicle
length (cm)
穗粗
Panicle diameter
(mm)
穗重
Panicle
weight (g)
穗码数
The number
of spikelet
穗粒重
Grain weight
per panicle (g)
千粒重
1000-grain
weight (g)
株高
Plant height
(cm)
理论产量
Theory yield
(kg/hm2)
神谷5号Shengu 5 21.44±2.09cde 31.56±2.13a 27.86±5.3cd 74±17e 21.75±5.24def 2.82±0.08ef 122.46±4.02g 3555
神谷10号Shengu 10 25.34±4.29b 23.69±1.53h 20.41±4.94ef 80±10bcde 17.84±4.57fgh 3.06±0.25cde 124.51±4.85g 2865
神谷13号Shengu 13 22.42±2.70cd 26.30±2.52efg 19.15±2.63fg 86±7abcd 15.87±2.21h 3.16±0.17bcd 124.19±3.41g 3300
长农40号Changnong 40 25.13±1.67b 27.17±3.71cdef 34.35±9.29ab 87±9abc 27.25±6.94abc 3.46±0.36a 131.49±1.17f 2670
长农52号Changnong 52 22.71±1.59cd 24.96±1.51gh 25.71±4.53cd 102±13h 22.01±3.74de 3.30±0.21abc 145.89±1.98c 2985
晋谷40号Jingu 40 20.87±1.19de 28.03±2.64cde 33.46±5.68ab 89±7abc 28.19±4.86ab 3.20±0.15bc 160.42±2.46a 4215
晋谷47号Jingu 47 22.30±2.55cd 26.79±1.40defg 34.95±4.44a 91±12ab 29.54±3.61a 2.90±0.19def 153.49±3.24b 2910
晋谷59号Jingu 59 21.93±2.73cd 28.56±2.20cd 34.18±6.08ab 94±17a 28.61±5.65ab 3.46±0.45a 158.01±4.25a 3405
长生8号Changsheng 8 22.44±2.31cd 31.12±2.12ab 33.33±5.16ab 93±8a 28.83±4.94a 2.70±0.15f 157.80±3.07a 2655
长生13号Changsheng 13 23.42±2.05bc 27.08±1.44cdefg 27.43±6.23cd 107±16gh 23.44±6.00cde 3.35±0.39ab 136.32±2.45e 3315
长生16号Changsheng 16 22.79±1.45cd 29.00±2.43bc 30.14±5.41bc 116±7g 24.67±4.38bcd 3.15±0.15bcd 123.28±3.90g 2625
豫谷35号Yugu 35 19.81±1.67e 27.21±1.97cdef 24.88±4.37de 88±8abc 20.26±4.60efg 3.24±0.05abc 138.80±1.60e 2775
绿优谷Lüyougu 17.46±1.31f 19.52±2.81j 15.57±2.14gh 81±16bcde 13.79±2.15h 2.86±0.05ef 142.41±3.48d 3255
黑谷8号Heigu 8 30.52±1.83a 21.39±2.15ij 20.54±3.51ef 132±13f 16.68±2.63gh 3.27±0.54abc 108.68±2.32h 3120
农大8号Nongda 8 22.26±1.48cd 23.44±2.25hi 18.09±3.00fgh 76±13de 15.56±3.01h 2.85±0.51ef 142.92±3.38cd 3105
锦谷5号Jingu 5 17.77±1.63f 25.21±2.45fgh 13.96±2.66h 78±10cde 13.93±3.09h 2.70±0.09f 137.38±3.18e 3000
平均值Average 22.41 26.31 25.88 92.26 21.77 3.09 138.00 3105
变异系数
Coefficient of variation (%)
16.06 14.48 32.61 20.46 31.79 11.97 10.79
最小值Minimum value 17.46 19.52 13.96 74 13.79 2.70 108.68 2625
最大值Maximum value 30.52 31.56 34.95 132 29.54 3.46 160.42 4215

Fig.1

L*, a*, b* and CCI values of different foxtail millet varieties Different lowercase letters in the same scatter plot indicate significant difference at 0.05 level, the same below"

Table 3

Analysis of variance of chemical components of different foxtail millet varieties"

品种
Variety
水分
Moisture (%)
粗脂肪
Crude fat (%)
粗蛋白
Crude protein (%)
直链淀粉
Amylose (%)
胶稠度
Gel consistency
神谷5号Shengu 5 12.05±0.19bcde 3.66±0.08i 11.49±0.22c 12.94±0.30cd 123.36±1.62cd
神谷10号Shengu 10 11.40±0.20fgh 3.42±0.08jk 10.12±0.19h 13.97±0.17a 121.85±1.01cd
神谷13号Shengu 13 12.24±0.28bcd 6.34±0.10a 10.68±0.08f 12.51±0.71cde 137.35±0.78ab
长农40号Changnong 40 11.23±0.03gh 3.74±0.02h 11.47±0.08c 13.60±0.19ab 115.92±0.98def
长农52号Changnong 52 10.28±0.12i 5.81±0.10b 12.58±0.23a 13.87±0.54a 108.03±4.11ef
晋谷40号Jingu 40 11.62±0.10defg 4.37±0.13e 11.18±0.02cde 12.45±0.15cde 122.99±3.69cd
晋谷47号Jingu 47 11.61±0.08defg 4.51±0.15c 11.47±0.19c 11.46±0.36f 115.61±1.77def
晋谷59号Jingu 59 11.88±0.19cdef 4.25±0.11g 11.16±0.25cde 12.75±0.52cd 115.59±1.42def
长生8号Changsheng 8 11.89±0.26cdef 5.81±0.07c 10.53±0.26fg 13.74±0.35a 136.69±5.11ab
长生13号Changsheng 13 11.02±0.10gh 3.88±0.07h 10.32±0.03gh 14.14±0.17a 117.96±2.67de
长生16号Changsheng 16 12.42±0.21abc 3.36±0.08l 12.47±0.28a 11.59±0.18f 114.27±4.71def
豫谷35号Yugu 35 11.59±0.26efg 3.41±0.08k 12.42±0.39ab 12.34±0.12de 106.83±6.66f
绿优谷Lüyougu 10.81±0.14hi 3.58±0.17j 12.11±0.30b 13.83±0.15a 107.01±2.85f
黑谷8号Heigu 8 13.06±0.97a 4.28±0.11f 10.87±0.27ef 11.92±0.79ef 141.36±10.49a
农大8号Nongda 8 10.93±0.06h 4.24±0.12h 11.33±0.11cd 12.98±0.10bc 111.51±4.12ef
锦谷5号Jingu 5 12.65±1.03ab 4.43±0.21d 11.11±0.10de 11.32±0.26f 129.02±18.38bc
平均值Average 11.67 4.32 11.33 12.84 120.33
变异系数Coefficient of variation (%) 6.68 20.83 6.71 7.63 9.84
最小值Minimum value 10.28 3.36 10.12 11.32 106.83
最大值Maximum value 13.06 6.34 12.58 14.14 141.36

Table 4

Amino acid composition analysis of different foxtail millet varieties %"

品种
Variety
丙氨酸
Ala
甘氨酸
Gly
丝氨酸
Ser
天冬氨酸
Asp
谷氨酸
Glu
精氨酸
Arg
赖氨酸
Lys
神谷5号Shengu 5 1.15±0.01cd 0.51±0.01bc 0.63±0.01b 0.83±0.01b 3.32±0.15a 0.64±0.02ab 0.26±0.01b
神谷10号Shengu 10 1.11±0.01f 0.49±0.01cd 0.59±0.01c 0.80±0.01bc 2.99±0.17bc 0.59±0.02cd 0.24±0.01c
神谷13号Shengu 13 1.56±0.02ab 0.25±0.01h 0.49±0.02e 0.58±0.01f 1.88±0.10f 0.33±0.02f 0.22±0.01de
长农40号Changnong 40 1.13±0.01def 0.48±0.01de 0.58±0.00cd 0.80±0.01bc 2.98±0.05bc 0.61±0.01bc 0.24±0.00c
长农52号Changnong 52 1.53±0.01b 0.30±0.01g 0.47±0.02e 0.65±0.01e 2.34±0.07e 0.38±0.02e 0.23±0.01cd
晋谷40号Jingu 40 1.10±0.01f 0.47±0.01de 0.59±0.00c 0.78±0.01cd 2.84±0.07cd 0.57±0.00d 0.24±0.00c
晋谷47号Jingu 47 1.12±0.01ef 0.48±0.02de 0.61±0.01bc 0.79±0.02bc 2.86±0.23cd 0.56±0.02d 0.25±0.01b
晋谷59号Jingu 59 1.12±0.01ef 0.44±0.03f 0.55±0.03d 0.79±0.02c 2.87±0.20cd 0.58±0.01cd 0.24±0.01c
长生8号Changsheng 8 1.57±0.02a 0.25±0.02h 0.48±0.02e 0.58±0.01f 1.79±0.09f 0.35±0.02ef 0.22±0.00e
长生13号Changsheng 13 1.11±0.01f 0.46±0.01def 0.55±0.01d 0.77±0.01cd 2.77±0.07cd 0.57±0.00d 0.23±0.00cde
长生16号Changsheng 16 1.16±0.01c 0.53±0.01ab 0.67±0.02a 0.86±0.02a 3.42±0.16a 0.63±0.01ab 0.29±0.01a
豫谷35号Yugu 35 1.16±0.02c 0.55±0.01a 0.66±0.00a 0.87±0.02a 3.50±0.08a 0.65±0.01a 0.28±0.01a
绿优谷Lüyougu 1.14±0.02cde 0.49±0.02cd 0.58±0.01cd 0.83±0.02b 3.20±0.26ab 0.64±0.03ab 0.25±0.01b
黑谷8号Heigu 8 1.11±0.01f 0.45±0.02ef 0.60±0.03bc 0.76±0.02d 2.76±0.17cd 0.58±0.01cd 0.24±0.01c
农大8号Nongda 8 1.11±0.02f 0.47±0.01def 0.58±0.01cd 0.79±0.01cd 2.78±0.17cd 0.58±0.01cd 0.24±0.01c
锦谷5号Jingu 5 1.11±0.01f 0.45±0.03ef 0.60±0.01bc 0.77±0.03cd 2.66±0.07de 0.56±0.01d 0.25±0.01b
平均值Average 1.21±0.17 0.44±0.09 0.58±0.06 0.77±0.09 2.81±0.49 0.55±0.10 0.25±0.02
变异系数Coefficient of variation (%) 14.05 20.45 10.34 11.69 17.44 18.18 8.00
最小值Minimum value 1.10 0.25 0.47 0.58 1.79 0.33 0.22
最大值Maximum value 1.57 0.55 0.67 0.87 3.50 0.64 0.29
神谷5号Shengu 5 0.40±0.04bc 0.10±0.02de 1.19±0.03bcd 0.53±0.02ef 1.54±0.01cde 0.51±0.01de
神谷10号Shengu 10 0.36±0.03cd 0.12±0.01cd 1.09±0.02efg 0.53±0.00ef 1.50±0.02def 0.48±0.01fg
神谷13号Shengu 13 0.24±0.02f 0.03±0.01f 1.27±0.03ab 0.62±0.02bc 1.95±0.01a 0.68±0.01a
长农40号Changnong 40 0.43±0.02ab 0.15±0.01abcd 1.08±0.01efg 0.58±0.01cd 1.53±0.01de 0.51±0.01de
长农52号Changnong 52 0.45±0.01ab 0.16±0.01abc 1.01±0.01g 0.73±0.02a 1.86±0.00b 0.68±0.01a
晋谷40号Jingu 40 0.36±0.02cd 0.12±0.01cd 1.15±0.03def 0.55±0.01de 1.50±0.01ef 0.47±0.01fg
晋谷47号Jingu 47 0.36±0.05cd 0.13±0.02cd 1.17±0.03cde 0.53±0.02ef 1.50±0.01ef 0.48±0.01fg
晋谷59号Jingu 59 0.43±0.03ab 0.18±0.02ab 1.06±0.03g 0.59±0.03cd 1.45±0.04f 0.48±0.03efg
长生8号Changsheng 8 0.26±0.03ef 0.04±0.03f 1.23±0.05abcd 0.64±0.03b 1.96±0.03a 0.70±0.01a
长生13号Changsheng 13 0.39±0.01bc 0.16±0.01abc 1.02±0.01g 0.58±0.01cd 1.47±0.03f 0.46±0.01g
长生16号Changsheng 16 0.41±0.03bc 0.12±0.02cd 1.24±0.03abc 0.51±0.02f 1.58±0.02c 0.54±0.01b
豫谷35号Yugu 35 0.44±0.03ab 0.14±0.03bcd 1.17±0.04cde 0.53±0.02ef 1.55±0.02cd 0.54±0.00bc
绿优谷Lüyougu 0.48±0.05a 0.19±0.02a 1.03±0.02g 0.62±0.02bc 1.5±0.02def 0.51±0.03cd
黑谷8号Heigu 8 0.29±0.02ef 0.05±0.02ef 1.30±0.08a 0.53±0.04ef 1.59±0.05c 0.51±0.01de
农大8号Nongda 8 0.41±0.02bc 0.16±0.02abc 1.07±0.02fg 0.58±0.00cd 1.49±0.02ef 0.48±0.01fg
锦谷5号Jingu 5 0.32±0.05de 0.10±0.05d 1.25±0.09abc 0.54±0.01ef 1.54±0.04cde 0.49±0.01def
平均值Average 0.38±0.07 0.12±0.05 1.15±0.10 0.57±0.06 1.59±0.16 0.53±0.08
变异系数Coefficient of variation (%) 18.42 41.67 8.70 10.53 10.06 15.09
最小值Minimum value 0.24 0.03 1.01 0.51 1.45 0.46
最大值Maximum value 0.48 0.19 1.30 0.73 1.96 0.70

Fig.2

Contents of various amino acids in different foxtail millet varieties"

Fig.3

Correlation of flavor amino acids of different foxtail millet varieties"

Table 5

Principal component analysis of characteristic value, contribution rate and cumulative contribution rate in millet color and grain nutritional quality of 16 foxtail millet varieties"

主成分
Principal component
特征值
Eigenvalue
方差贡献率
Variance contribution rate (%)
累计方差贡献率
Cumulative variance contribution rate (%)
PC1 3.32 30.22 30.22
PC2 2.79 25.38 55.60
PC3 2.30 20.95 76.55

Table 6

Characteristic vectors and load matrix of principal components of millet color and grain nutritional quality of 16 foxtail millet varieties"

编号
Number
指标
Index
PC1 PC2 PC3
特征向量
Character vector
载荷量
Load quantity
特征向量
Character vector
载荷量
Load quantity
特征向量
Character vector
载荷量
Load quantity
X1 ZL* 0.462 0.964 0.146 0.015 -0.183 0.006
X2 Za* 0.483 0.981 0.167 0.064 -0.152 0.054
X3 Zb* 0.493 0.987 0.133 0.005 -0.163 0.055
X4 Z水分 -0.306 -0.165 0.176 0.143 0.082 -0.085
X5 Z粗脂肪 0.046 0.077 0.493 0.907 0.243 0.232
X6 Z粗蛋白 0.165 -0.064 -0.375 -0.499 0.427 0.803
X7 Z胶稠度 -0.293 -0.179 0.461 0.704 0.004 -0.284
X8 Z直链淀粉 0.168 0.026 0.021 0.193 -0.138 -0.134
X9 Z甜味氨基酸 0.235 0.216 -0.007 0.049 0.515 0.883
X10 Z鲜味氨基酸 -0.003 -0.070 -0.547 -0.975 -0.098 0.016
X11 Z苦味氨基酸 0.138 -0.070 0.083 0.332 0.612 0.918

Fig.4

Principal component diagram of millet color and grain nutritional quality of 16 foxtail millet varieties"

Fig.5

Load diagram of millet color and grainnutritional quality of 16 foxtail millet varieties"

Table 7

Comprehensive scores of grain quality of 16 foxtail millet varieties"

品种
Variety
F1 F2 F3 F 排名
Ranking
长生8号Changsheng 8 0.79 0.06 -0.50 5.52 1
长农52号Changnong 52 -0.28 -2.13 -0.14 4.97 2
神谷13号Shengu 13 -0.44 1.58 3.41 4.55 3
长生16号Changsheng 16 1.11 -0.86 -0.61 1.11 4
豫谷35号Yugu 35 2.37 2.39 0.21 0.81 5
神谷5号Shengu 5 -0.09 -1.06 0.19 0.35 6
长农40号Changnong 40 0.28 -0.59 -0.19 -0.36 7
锦谷5号Jingu 5 -0.14 -1.24 -0.15 -0.49 8
晋谷47号Jingu 47 1.00 0.96 3.56 -0.50 9
晋谷40号Jingu 40 0.95 -2.83 0.30 -0.96 10
农大8号Nongda 8 0.95 1.77 -1.61 -1.15 11
晋谷59号Jingu 59 1.42 1.60 -2.21 -1.53 12
长生13号Changsheng 13 -1.81 1.10 -2.82 -1.58 13
神谷10号Shengu 10 -5.74 0.88 0.19 -2.55 14
绿优谷Lüyougu 0.45 -1.02 -0.58 -3.53 15
黑谷8号Heigu 8 -0.84 -0.61 0.96 -4.67 16
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