Crops ›› 2019, Vol. 35 ›› Issue (3): 29-36.doi: 10.16035/j.issn.1001-7283.2019.03.006

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Analysis on Main Agronomic Traits of 104 Sugarbeet Germplasm Resources

Zhang Ziqiang,Wang Liang,Bai Chen,Zhang Huizhong,Li Xiaodong,Fu Zengjuan,Zhao Shangmin,E Yuanyuan,Zhang Hui,Zhang Bizhou   

  1. Special Crop Institute, Inner Mongolia Academy of Agricultural and Animal Husbandry Sciences, Huhhot 010031, Inner Mongolia, China
  • Received:2018-11-23 Revised:2019-04-12 Online:2019-06-15 Published:2019-06-12
  • Contact: Chen Bai

Abstract:

In order to clarify the relationships among main agronomic traits of sugarbeet germplasm resources, genetic variation, correlation and principal component analysis of 16 agronomic traits of 104 sugarbeet germplasm resources were carried out. The results showed that the coefficient of variation of agronomic traits was 13.47%-63.05%. Root size was negatively correlated with root flesh color. Seedling growth potential was extremly positive correlation correlated with 100-seedling weight and plant height. Root size was negatively correlated with root ditch depth, and positively correlated with 100-seedling weight seedling growth potential and leaf edge shape. The cumulative contribution rate of the top six principal components was 63.156%, and the contribution rate of the first and sixth principal components amounted to 28.346%. The main nutritional growth indicators were plant height and petiole length. The contribution rate of the second and fourth principal components amounted to 18.630% including root size and root ditch depth related to machanied harvest. The contribution rate of the third and fifth principal components amounted to 16.180%, including the number of vascular bundles and root flesh thickness, which mainly reflected the sugar content of beet.

Key words: Sugarbeet, Germplasm resources, Agronomic traits

Table 1

Measurement index and valuation methods"

性状Trait 赋值Assignment
幼苗百株重100-seedling fresh weight __g
苗期生长势Seedling growth potential __级
繁茂期生长势Lush period growth potential __级
叶柄长Petiole length __cm
株高Plant height __cm
维管束环数Number of vascular bundles __个
下胚轴颜色Hypocotyl color 1.红;2.绿;3.混
叶缘形Leaf margin shape 1.小波;2.中波;3.大波;4.全缘
叶面形Leaf surface shape 1.微皱;2.多皱;3.平滑;4.波浪
叶丛型Foliage shape 1.直立型;2.斜立型;3.匍匐型
根形Root shape 1.楔形;2.圆锥形;3.纺锤形;4.近圆形
根头大小Root size 1.小;2.中;3.大
根沟深浅Root groove depth 1.不明显;2.浅;3.深;4.无
根皮光滑度Root-bark smoothness 1.光滑;2.较光滑;3.不光滑
根肉颜色Root flesh color 1.白;2.浅黄;3.粉红;4.红
肉质粗细Root flesh thickness 1.细;2.中;3.粗

Table 2

Test results of 16 agronomic traits of 104 sugarbeet germplasms"

序号
Code
下胚轴颜色Hypocotyl color 幼苗百株重100-seedling fresh weight
(g)
苗期生长势
Seedling growth potential
繁茂期生长势
Lush period
growth potential
叶面形
Leaf surface shape
叶缘形
Leaf margin shape
叶柄长Petiole length
(cm)
叶丛型Foliage shape 株高
Plant height
(cm)
根形
Root shape
根头大小Root size 根沟深浅
Root
groove
depth
根皮光滑度Root-bark smoothness 根肉颜色
Root flesh color
肉质粗细Root flesh thickness 维管束环数
Number of vascular bundles
1 1 237.0 2.5 4.1 2 1 29.04 1 50.86 1 2 2 1 1 2 6
2 1 634.3 2.7 4.6 2 1 30.81 1 60.47 1 1 3 1 1 1 7
3 1 378.7 2.9 4.8 2 1 35.95 1 66.26 1 1 2 2 3 1 6
4 3 588.6 3.2 4.8 2 1 36.27 1 65.15 1 1 2 2 1 1 8
5 1 448.3 3.5 5.0 2 4 43.58 1 73.90 2 2 2 2 1 2 9
6 1 1 049.1 3.7 4.8 1 1 38.63 1 69.75 2 2 1 1 3 1 9
7 1 803.8 3.5 4.8 1 3 36.80 1 64.55 1 2 1 1 1 1 8
8 1 891.2 3.8 4.8 1 2 35.20 1 62.25 2 2 2 1 1 1 8
9 1 1 770.2 4.2 4.8 2 1 28.60 1 53.35 2 2 2 1 1 1 9
10 2 1 053.4 4.0 3.8 4 1 41.66 1 71.76 1 1 1 1 3 2 9
11 3 1 149.7 4.3 4.8 2 3 30.31 1 58.69 2 3 2 2 1 1 8
12 1 1 610.7 2.7 4.1 4 3 38.25 1 72.00 3 1 2 2 1 2 7
13 1 630.0 3.0 4.8 2 3 31.25 1 59.43 2 1 2 1 2 1 9
14 1 480.6 2.5 4.8 1 1 30.85 1 57.63 1 1 2 1 1 2 8
15 3 604.2 3.5 4.8 2 3 31.02 1 59.97 2 2 1 1 3 1 7
16 1 317.6 3.0 4.1 1 2 27.10 1 50.80 1 2 2 2 1 1 8
17 1 1 320.5 4.7 4.8 4 3 37.48 1 69.47 1 2 1 1 1 1 9
18 1 1 186.9 4.8 4.8 2 1 33.32 1 59.33 1 2 1 1 1 2 9
19 3 548.0 3.0 3.4 1 1 28.82 1 51.63 1 2 1 2 1 1 5
20 3 944.0 3.6 4.1 2 3 30.73 1 57.42 1 2 1 1 1 1 8
21 3 458.2 3.5 3.6 1 2 23.80 1 52.04 1 2 2 2 1 2 8
22 2 591.0 3.8 3.8 1 1 21.51 1 50.55 1 1 2 2 1 2 12
23 3 459.6 3.5 4.6 4 1 33.06 1 59.42 2 2 2 1 1 1 8
24 1 2 473.0 3.5 3.6 2 3 18.35 1 42.95 1 2 2 1 1 1 9
25 1 823.2 4.1 3.8 2 3 17.91 2 45.04 1 2 2 2 1 2 8
26 3 1 169.4 4.4 4.6 2 1 29.24 1 56.23 2 1 2 1 1 1 8
27 1 1 010.4 4.1 4.8 2 1 27.55 1 59.28 1 1 3 1 1 1 9
28 1 723.6 3.9 4.8 4 3 34.62 1 63.87 1 1 2 1 3 1 8
序号
Code
下胚轴颜色Hypocotyl color 幼苗百株重100-seedling fresh weight
(g)
苗期生长势
Seedling growth potential
繁茂期生长势
Lush period
growth potential
叶面形
Leaf surface shape
叶缘形
Leaf margin shape
叶柄长Petiole length
(cm)
叶丛型Foliage shape 株高
Plant height
(cm)
根形
Root shape
根头大小Root size 根沟深浅
Root
groove
depth
根皮光滑度Root-bark smoothness 根肉颜色
Root flesh color
肉质粗细Root flesh thickness 维管束环数
Number of vascular bundles
29 1 486.0 3.7 4.8 4 1 33.39 1 60.72 1 1 2 2 1 2 7
30 1 733.2 3.7 4.8 1 1 25.98 1 55.42 4 2 2 2 1 1 7
31 1 821.0 3.8 4.6 4 3 30.27 1 57.53 1 2 2 1 1 1 7
32 3 316.2 3.7 4.8 1 3 36.42 1 67.90 1 1 1 1 3 1 7
33 1 2 086.0 3.7 4.6 1 2 28.21 1 57.52 4 3 2 1 1 1 8
34 1 887.6 3.9 4.0 4 3 22.93 1 49.24 1 1 2 2 3 1 9
35 3 542.4 3.7 4.0 4 3 25.84 1 55.45 4 2 2 1 3 1 7
36 1 2 380.0 4.0 4.2 4 3 26.50 1 53.30 1 2 2 2 3 1 8
37 1 337.4 3.2 3.5 2 2 24.92 1 46.51 1 1 2 2 3 1 8
38 1 598.0 4.1 4.8 1 3 37.30 1 67.97 1 2 2 3 1 2 10
39 3 489.2 3.5 4.2 2 1 31.48 1 64.01 1 1 2 1 3 1 8
40 3 804.0 4.0 3.8 1 3 20.57 1 43.86 4 2 2 1 1 1 7
41 2 692.8 4.2 4.2 2 3 29.85 1 58.73 4 2 1 2 1 1 9
42 3 773.4 4.2 3.8 2 2 24.52 1 51.93 1 1 2 1 1 1 10
43 1 739.4 4.4 3.8 1 2 20.56 1 44.03 1 2 1 1 1 2 6
44 1 1 165.0 4.4 3.6 4 3 25.10 1 52.25 4 2 2 2 1 1 8
45 3 1 393.4 4.5 4.0 2 2 30.16 1 57.58 1 2 1 1 3 1 6
46 3 2 247.6 4.8 4.2 4 3 30.93 1 63.40 1 3 1 1 1 1 7
47 3 1 584.2 4.5 4.2 1 3 27.92 1 57.34 1 2 1 1 3 2 4
48 3 1 097.4 4.0 4.2 1 1 22.83 1 48.66 4 2 2 1 1 1 6
49 1 835.4 4.1 3.8 1 1 25.88 1 53.45 1 2 1 2 1 1 7
50 1 655.2 3.9 4.0 4 1 21.16 1 42.78 4 2 2 1 1 2 7
51 3 1 174.8 4.2 3.6 4 1 31.99 1 59.31 1 2 2 1 1 2 7
52 1 1 061.6 3.8 4.5 3 2 31.57 1 59.25 1 2 2 1 1 1 9
53 1 1 189.6 3.7 4.5 4 2 39.12 1 70.57 2 3 2 2 2 1 8
54 1 882.0 4.0 4.8 3 2 34.24 1 67.87 3 3 3 2 1 1 8
55 1 1 512.2 4.5 4.8 3 2 32.17 1 63.46 1 2 2 1 1 1 6
56 1 1 341.0 3.9 4.0 4 3 21.45 1 49.55 2 2 1 2 3 2 7
57 1 837.0 4.1 3.5 3 3 35.99 1 68.24 3 2 2 1 1 2 8
58 1 760.2 3.9 4.4 4 3 31.95 1 57.80 4 2 2 2 1 1 6
59 1 688.2 3.9 4.3 4 3 32.13 1 64.96 1 2 1 1 3 2 10
60 3 643.4 4.0 4.6 2 3 38.13 1 67.07 4 1 3 1 1 2 7
61 1 630.4 3.9 4.8 2 3 36.89 1 69.23 1 2 1 1 1 2 9
62 1 1 644.0 3.8 4.6 3 3 25.61 1 49.21 1 2 1 2 3 2 13
63 1 637.4 3.8 3.8 3 2 21.32 1 51.12 1 1 2 1 1 1 10
64 3 559.4 3.6 4.6 4 2 33.65 1 57.81 1 2 2 1 1 2 8
65 1 994.5 3.9 4.6 3 1 29.70 1 57.79 3 2 2 1 1 2 8
66 3 657.2 4.0 4.3 2 2 33.01 1 62.46 1 2 3 1 1 2 8
67 3 780.6 4.0 4.1 4 2 30.86 1 58.24 1 1 1 1 3 1 8
68 3 496.6 3.8 4.0 2 2 29.14 1 56.60 1 1 3 1 1 2 7
69 1 342.8 3.4 4.0 2 2 31.02 1 57.60 1 1 2 1 3 1 9
70 1 621.2 3.6 3.8 2 2 24.85 1 48.42 3 1 2 1 3 1 8
71 3 1 038.2 3.8 3.5 2 1 25.79 1 51.70 3 1 2 1 1 2 8
72 1 1 315.4 4.0 4.5 1 3 31.71 1 62.61 1 2 2 2 2 1 7
73 1 609.8 3.8 4.2 1 3 22.75 1 48.55 1 2 2 1 1 2 8
74 3 546.2 3.7 4.0 1 1 26.05 1 52.40 1 2 1 1 1 2 6
75 3 537.4 3.8 3.8 1 3 18.31 1 42.85 1 2 2 1 1 1 8
76 3 793.0 3.0 3.7 1 2 20.45 1 43.65 4 2 2 1 1 2 9
77 2 715.2 3.7 3.6 1 1 25.27 1 49.90 1 2 2 1 3 1 8
序号
Code
下胚轴颜色Hypocotyl color 幼苗百株重100-seedling fresh weight
(g)
苗期生长势
Seedling growth potential
繁茂期生长势
Lush period
growth potential
叶面形
Leaf surface shape
叶缘形
Leaf margin shape
叶柄长Petiole length
(cm)
叶丛型Foliage shape 株高
Plant height
(cm)
根形
Root shape
根头大小Root size 根沟深浅
Root
groove
depth
根皮光滑度Root-bark smoothness 根肉颜色
Root flesh color
肉质粗细Root flesh thickness 维管束环数
Number of vascular bundles
78 3 560.4 3.6 4.0 1 3 32.81 1 60.40 1 1 3 2 1 2 7
79 1 138.2 2.9 3.5 1 3 17.94 1 36.85 4 2 1 1 3 1 10
80 3 399.0 3.7 3.5 1 1 18.60 1 42.69 1 1 2 1 3 2 7
81 3 849.8 4.1 4.6 1 2 27.18 1 54.70 4 2 3 1 3 1 7
82 3 522.6 4.0 4.6 1 1 27.40 1 53.35 2 2 2 1 3 1 6
83 1 756.8 4.0 4.8 4 1 33.78 1 60.55 1 2 2 1 1 1 7
84 1 982.2 4.0 4.8 4 2 31.61 1 61.70 1 2 1 2 1 1 8
85 1 1 425.2 4.7 5.0 2 2 36.50 1 73.07 4 2 2 2 1 1 7
86 1 1 504.8 4.6 5.0 2 2 35.01 1 68.36 1 2 2 1 1 1 8
87 1 1 818.0 3.9 4.0 2 2 20.50 1 46.15 1 2 1 1 3 1 7
88 3 485.6 3.2 3.0 1 1 16.01 1 35.50 2 1 2 1 1 1 8
89 2 494.2 3.3 3.2 1 2 17.21 1 37.00 1 1 2 1 3 1 9
90 1 440.0 2.5 2.5 2 1 11.64 1 27.66 2 2 2 1 3 2 8
91 1 388.2 2.7 2.8 1 1 17.76 1 37.80 1 1 2 1 3 1 9
92 2 598.2 3.4 4.0 2 2 29.75 1 53.60 1 2 2 1 1 1 10
93 2 461.5 3.7 3.5 2 2 28.35 1 51.18 2 2 1 1 1 1 6
94 3 205.6 2.6 3.8 2 2 23.06 1 41.49 1 3 1 1 1 1 7
95 1 407.6 2.9 3.2 1 2 20.05 1 40.38 2 2 1 1 3 1 6
96 2 438.0 2.0 2.0 1 1 14.31 1 29.67 1 2 1 1 3 1 6
97 2 311.2 3.0 2.5 1 1 19.31 1 39.94 2 1 1 2 1 1 6
98 1 825.2 3.8 4.0 1 1 30.25 1 54.36 1 2 1 1 1 1 7
99 1 761.4 3.9 4.0 1 2 32.58 1 59.92 1 2 2 1 1 1 6
100 1 1 705.6 3.0 3.0 1 1 20.16 2 39.56 1 1 1 1 3 1 7
101 1 687.4 3.0 3.8 4 1 21.12 1 43.85 1 2 2 1 1 1 8
102 1 2 625.2 4.6 4.2 1 3 34.04 1 57.57 1 2 2 2 1 2 8
103 3 1 182.6 4.6 4.0 1 2 32.61 1 58.19 1 2 2 1 1 1 9
104 1 2 923.0 4.6 3.8 1 1 25.30 1 49.30 3 1 2 2 3 1 7

Table 3

Variation analysis of 16 agronomic traits in 104 sugarbeet germplasms"

性状
Trait
最小值
Minimum
最大值
Maximum
极差
Range
平均数
Mean
标准差
Standard deviation
变异系数(%)
Coefficient of variation
下胚轴颜色Hypocotyl color 1 3 2 1.74 0.92 52.85
幼苗百株重100-seedling fresh weight (g) 138.2 2 923.0 2 784.8 893.53 537.11 60.11
苗期生长势Seedling growth potential 2.0 4.8 2.8 3.73 0.56 15.12
繁茂期生长势Lush period growth potential 2.0 5.0 3.0 4.14 0.60 14.54
叶面形Leaf surface shape 1 4 3 2.13 1.15 54.09
叶缘形Leaf margin shape 1 4 3 1.99 0.85 42.66
叶柄长Petiole length (cm) 11.64 43.58 31.94 28.41 6.48 22.80
叶丛型Foliage shape 1 2 1 1.02 0.14 13.47
株高Plant height (cm) 27.66 73.90 46.24 55.16 9.72 17.62
根形Root shape 1 4 3 1.70 1.07 63.05
根头大小Root size 1 3 2 1.75 0.55 31.45
根沟深浅Root groove depth 1 3 2 1.78 0.57 32.10
根皮光滑度Root-bark smoothness 1 3 2 1.31 0.48 36.85
根肉颜色Root flesh color 1 3 2 1.64 0.92 55.89
肉质粗细Root flesh thickness 1 2 1 1.32 0.47 35.33
维管束环数Number of vascular bundles 4 13 9 7.78 1.34 17.19

Table 4

Correlation analysis between different agronomic traits of experimental materials"

性状Trait 下胚轴颜色
Hypocotyl
color
幼苗百株重
100-seedling
fresh weight
苗期生长势
Seedling growth potential
繁茂期生长势
Lush period
growth potential
叶面形
Leaf surface shape
叶缘形
Leaf margin shape
叶柄长
Petiole length
叶丛型Foliage shape 株高
Plant height
根形
Root shape
根头大小Root size 根沟深浅
Root groove depth
根皮光滑度
Root-bark smoothness
根肉颜色Root flesh color 肉质粗细Root flesh thickness
幼苗百株重
100-seedling fresh weight
-0.199*
苗期生长势
Seedling growth potential
-0.059 0.520**
繁茂期生长势
Lush period growth potential
-0.153 0.162 0.417**
叶面形Leaf surface shape -0.169 0.141 0.192 0.237*
叶缘形Leaf margin shape -0.065 0.157 0.238* 0.215* 0.179
叶柄长Petiole length -0.068 0.100 0.320** 0.731** 0.287** 0.201*
叶丛型Foliage shape -0.113 0.097 -0.044 -0.172 -0.076 0.002 -0.203*
株高Plant height -0.072 0.156 0.421** 0.775** 0.317** 0.252** 0.958** -0.185
根形Root shape -0.029 0.051 0.073 0.029 0.015 0.092 -0.064 -0.092 -0.029
根头大小Root size -0.052 0.228* 0.222* 0.171 0.080 0.242* 0.066 -0.064 0.068 0.167
根沟深浅Root groove depth -0.037 -0.061 0.002 0.181 0.013 -0.064 0.072 -0.068 0.115 0.191 -0.207*
根皮光滑度
Root-bark smoothness
-0.232* 0.111 0.066 0.113 0.052 0.195* 0.146 0.056 0.177 0.066 0.036 0.073
根肉颜色Root flesh color -0.018 0.001 -0.173 -0.233* -0.013 0.008 -0.205* 0.054 -0.206* -0.069 -0.252** -0.242* -0.100
肉质粗细
Root flesh thickness
-0.035 -0.071 0.027 -0.022 0.052 0.056 0.072 0.055 0.069 -0.061 -0.066 0.083 0.079 -0.163
维管束环数
Number of vascular bundles
-0.203* 0.021 0.049 0.118 0.112 0.168 0.026 -0.029 0.055 -0.100 -0.114 0.074 0.076 -0.009 0.097

Table 5

Eigenvectors and cumulative contribution rates of each principal component"

主成分
Principal
component
特征值
Eigenvalue
贡献率(%)
Contribution rate
累积贡献率(%)
Cumulative
contribution rate
1 3.484 21.776 21.776
2 1.651 10.319 32.095
3 1.471 9.195 41.290
4 1.330 8.311 49.601
5 1.118 6.985 56.586
6 1.051 6.570 63.156
7 1.020 6.376 69.532
8 0.931 5.821 75.353
9 0.863 5.392 80.746
10 0.768 4.802 85.548
11 0.667 4.169 89.717
12 0.566 3.540 93.257
13 0.445 2.779 96.036
14 0.368 2.299 98.335
15 0.235 1.468 99.803
16 0.032 0.197 100.000

Table 6

Eigenvectors, eigenvalues, contribution rates and cumulative contribution rates of 6 principal components"

性状Trait 主成分1
Principal
component 1
主成分2
Principal
component 2
主成分3
Principal
component 3
主成分4
Principal
component 4
主成分5
Principal
component 5
主成分6
Principal
component 6
幼苗百株重100-seedling fresh weight 0.364 0.637 -0.043 0.019 0.093 -0.432
叶柄长Petiole length 0.849 -0.304 0.032 -0.243 0.031 -0.008
株高Plant height 0.899 -0.256 0.032 -0.197 0.024 -0.047
根形Root shape 0.064 0.116 -0.429 0.482 -0.486 0.025
根头大小Root size 0.276 0.504 -0.452 0.114 0.055 0.364
根沟深浅Root groove depth 0.143 -0.483 -0.024 0.556 -0.196 -0.357
根皮光滑度Root-bark smoothness 0.268 0.155 0.325 0.434 -0.101 0.031
根肉颜色Root flesh color -0.330 0.197 0.279 -0.515 -0.313 -0.040
维管束环数Number of vascular bundles 0.150 -0.009 0.574 0.159 -0.098 0.194
肉质粗细Root flesh thickness 0.082 -0.218 0.224 0.350 0.603 0.296
繁茂期生长势Lush period 0.839 -0.178 -0.019 -0.093 -0.081 -0.101
苗期生长势Seedling growth potential 0.612 0.323 -0.234 -0.018 0.243 -0.251
叶面形Leaf surface shape 0.435 0.094 0.214 -0.112 -0.165 0.155
下胚轴颜色Hypocotyl color -0.183 -0.313 -0.558 -0.144 0.306 0.117
叶丛型Foliage shape -0.210 0.328 0.302 0.154 0.401 -0.354
叶缘形Leaf margin shape 0.408 0.355 0.107 0.099 -0.042 0.487
特征值Eigenvalue 3.484 1.651 1.471 1.330 1.118 1.051
贡献率Contribution rate(%) 21.776 10.319 9.195 8.311 6.985 6.570
累计贡献率Accumulative percentage (%) 21.776 32.095 41.290 49.601 56.586 63.156
[1] 崔平 . 甜菜种质资源遗传多样性研究与利用. 植物遗传资源学报, 2012,13(4):688-691.
[2] 鄂圆圆, 白晨, 张惠忠 , 等. 华北区甜菜种质资源的收集、鉴定、评价. 内蒙古农业科技, 2015,43(1):17-18.
[3] 郭亚宁, 兴旺, 周建朝 , 等. 甜菜核心种质构建研究. 中国农学通报, 2017,33(24):41-46.
[4] 兴旺, 崔平, 潘荣 , 等. 不同国家甜菜种质资源遗传多样性研究. 植物遗传资源学报, 2018,19(1):76-86.
[5] 於丽华, 耿贵, 崔平 , 等. 甜菜种质资源耐盐性的初步筛选. 中国糖料, 2013(4):39-41.
[6] 邹奕, 吴则东, 兴旺 , 等. 甜菜种质资源遗传多样性研究进展. 中国糖料, 2018,40(5):73-76,80.
[7] 胡月, 郭晓红, 李猛 , 等. 寒地早粳稻种质资源农艺性状鉴定及其品质性状的关系. 河南农业科学, 2018,47(7):27-32,42.
[8] 安治良 . 夏玉米杂交种农艺性状与产量的相关与通径分析. 安徽农学通报, 2018,24(17):34-35,43.
[9] 谢实龙, 李嘉丽, 祝旋 , 等. 半冬性小麦品种的农艺性状分析. 浙江农业科学, 2018,59(10):1808-1812.
[10] Zeng J, Gao H Y, Li G L , et al. Physichemical properties of different corn varieties by principal components analysis and cluster analysis. Journal-Chemical Society of Pakistan, 2013,35(5):1277-1280.
[11] Shabbir A, Imran P, Muhammad S , et al. Principal component analysis and correlation studies of spring wheats in relation to cookie making quality. International Journal of Food Properties, 2017,20(10):2299-2313.
doi: 10.1080/10942912.2016.1236273
[12] Liu C H, Zheng X Z, Ding N Y . Principal component analysis of cooked rice texture qualities. Journal of Northeast Agricultural University, 2008,15(1):70-74.
[13] 崔平, 许群, 耿贵 , 等. 甜菜种质资源描述规范和数据标准. 北京: 中国农业出版社, 2006.
[14] 李四立 . 多元统计方法及其应用. 武汉:武汉大学, 2015.
[15] Rasmus B, Age K S . Principal component analysis. Analytical Methods, 2014,6:2812-2831.
doi: 10.1039/C3AY41907J
[16] 倪正斌, 朱俊凯, 王陈燕 , 等. 22个玉米杂交组合农艺性状的主成分和动态聚类分析. 大麦与谷类科学, 2017,34(5):18-22,37.
[17] 李清华 . 34份菜用大豆品种主要农艺性状的主成分分析及遗传距离测定. 福建农业学报, 2018,33(2):136-143.
[18] 房郁妍, 张利国, 郑楠 , 等. 大麻种质资源农艺性状的聚类分析、相关性分析及主成分分析. 黑龙江农业学报, 2018(10):18-21.
[19] 王蕾, 张想平, 李润喜 , 等. 大麦农艺性状和子粒支链淀粉的多元分析与评价. 作物杂志, 2018(5):71-76.
[20] 屈洋, 宋慧, 刘洋 , 等. 谷子新品种(系)主要农艺性状及茎秆特性的遗传多样性分析. 干旱地区农业研究, 2018,36(3):51-58.
[21] 王宏勇, 郭数进, 李贵全 . 晋旱125×(昔野×501)杂交后代产量与主要农艺性状的相关性及主成分分析. 天津农业科学, 2017,23(3):76-80.
[22] 方路斌, 罗河月, 陈洁 , 等. 绿豆主要农艺性状的相关与主成分分析. 河北农业科学, 2018,22(3):67-69,82.
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