Crops ›› 2019, Vol. 35 ›› Issue (4): 55-60.doi: 10.16035/j.issn.1001-7283.2019.04.009

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Comprehensive Evaluation of Quality of Nine Tibetan Barley Landlaces by Factor Analysis

Jin Yulong,Bai Ting,Zhu Mingxia,Liu Xiaojiao,Wang Shanshan,Zhang Zhiwei,Hu Yun,Zhang Yuhong   

  1. Institute of Agricultural Products Development and Food Science,Tibet Academy of Agricultural and Animal Husbandry Sciences, Lhasa 850000, Tibet, China
  • Received:2018-12-18 Revised:2019-06-11 Online:2019-08-15 Published:2019-08-06
  • Contact: Yuhong Zhang

Abstract:

With the rising of highland barley processing industry, it is contributive to cultivate highland barley varieties suitable for processing by screening high quality germplasm of Tibetan resources. Zangqing 25 was used as the control, 31 quality traits of 9 Tibetan barley rarieties were comprehensively evaluated to determine the quality. The results indicated that 6 common factors with an eigenvalue greater than 1 were extracted, cumulatively contributing to 94.65% of the total variance. The first principal component including protein, threonine, proline, alanine, valine, leucine, phenylalanine, histidine, lysine, albumin, and total content of amino acids contents was 49.81%. The contribution rate of the second common factor including fat, amylose, dietary fiber, γ-VE, P contents was 13.85%. On the basis of the model of comprehensive evaluation, the score consequence is: Zangqing25>Qing21>Longzihei>Lhasa changhei>Liangamu>Lhasa duanbai>Pengnaigabu>Jiangre’ejiu>Zhikonggaxia>Lianmubaike.

Key words: Barley, Native variety, Nutritional quality, Factor analysis, Comprehensive evaluation

Table 1

Nutrition content of native barley variety in Tibet"

指标
Index
平均值
Mean
标准差
Standard
deviation
变异系数(%)
Variable
coefficient
指标
Index
平均值
Mean
标准差
Standard
deviation
变异系数(%)
Variable
coefficient
水分Water (%) 10.91 0.18 1.62 苏氨酸THR (%) 0.38 0.08 19.91
粗脂肪Fat (%) 1.61 0.22 13.81 脯氨酸PRO (%) 1.10 0.26 23.58
蛋白质Protein (%) 10.18 1.08 10.56 丙氨酸ALA (%) 0.33 0.05 16.36
直链淀粉Amylose (%) 20.64 0.67 3.23 缬氨酸VAL (%) 0.25 0.04 15.26
支链淀粉Amylopectin (%) 30.94 2.65 8.55 亮氨酸LEU (%) 0.31 0.06 18.13
不可溶性膳食纤维
Insoluble dietary fiber (%)
15.52 1.62 10.46 苯丙氨酸PHE (%) 0.91 0.25 27.10
可溶性膳食纤维
Soluble dietary fiber (%)
3.76 1.05 27.92 组氨酸HIS (%) 0.12 0.04 31.34
γ-VE(mg/100g) 0.10 0.06 66.69 赖氨酸LYS (%) 0.42 0.08 19.21
维生素B2 VB2(mg/100g) 0.47 0.05 10.05 蛋氨酸MET (%) 0.08 0.02 30.15
Al (mg/kg) 60.41 59.00 97.66 异亮氨酸ILE (%) 0.18 0.03 15.85
Ca (mg/kg) 1 257.15 275.76 21.94 酪氨酸TYR (%) 0.12 0.04 30.62
Fe (mg/kg) 80.36 21.24 26.43 γ-氨基丁酸GABA (%) 0.02 0.00 14.72
Mg (mg/kg) 1 772.94 302.64 17.07 氨基酸总量Total amino acid (%) 7.83 1.63 20.82
P (mg/kg) 4 218.26 586.28 13.90 清蛋白Albumin (%) 1.70 0.67 39.35
S (mg/kg) 737.17 83.63 11.35 球蛋白Globulin (%) 1.42 0.44 31.19
Sr (mg/kg) 2.58 1.02 39.41

Table 2

Correlation analysis of nutrition contents about native barley varieties of Tibet"

指标
Index
粗脂肪
Fat
蛋白质
Protein
直链淀粉
Amylose
支链淀粉
Amylopectin
不可溶性
膳食纤维
Insoluble
dietary fiber
可溶性
膳食纤维
Soluble
dietary fiber
γ-VE VB2 Al Ca Fe Mg P S Sr GABA 总氨基酸
Total
amino
acid
清蛋白
Albumin
球蛋白Globulin
粗脂肪Fat --1
蛋白质Protein -0.209 -1
直链淀粉Amylose -0.528 -0.641* -1
支链淀粉Amylopectin -0.469 -0.721** -0.954** -1
不可溶性膳食纤维
Insoluble dietary fiber
-0.140 -0.745** -0.869** -0.834** -1
可溶性膳食纤维
Soluble dietary fiber
-0.991** -0.228 -0.530 -0.461 -0.144 -1
γ-VE -0.992** -0.118 -0.618* -0.563* -0.256 -0.985** -1
VB2 -0.996** -0.159 -0.584* -0.529 -0.216 -0.989** -0.999** -1
Al -0.230 -0.082 -0.150 -0.049 -0.020 -0.190 -0.199 -0.190 -1
Ca -0.610* -0.557* -0.835** -0.838** -0.640* -0.586* -0.663* -0.635* -0.287 -1
Fe -0.387 -0.367 -0.745** -0.720** -0.767** -0.426 -0.483 -0.461 -0.395 -0.530 -1
Mg -0.599* -0.441 -0.903** -0.883** -0.765** -0.621* -0.683* -0.658* -0.013 -0.693** -0.798** -1
P -0.619* -0.495 -0.946** -0.886** -0.769** -0.649* -0.692** -0.665* -0.219 -0.801** -0.714** -0.917** -1
S -0.604* -0.516 -0.952** -0.921** -0.820** -0.626* -0.691** -0.663* -0.025 -0.821** -0.861** -0.912** -0.953** -1
Sr -0.992** -0.150 -0.581* -0.536 -0.209 -0.979** -0.996** -0.997** -0.197 -0.625* -0.434 -0.662* -0.650* -0.644* 1
GABA -0.992** -0.118 -0.617* -0562* -0.255 -0.985** -1.000** -0.999** -0.199 -0.662* -0.483 -0.683* -0.692** -0.691** 0.995** 1
总氨基酸
Total amino acid
-0.887** -0.562* -0.236 -0.150 -0.106 -0.910** -0.860** -0.879** -0.012 -0.215 -0.311 -0.410 -0.379 -0.370 0.869** 0.861** 1
清蛋白Albumin -0.993** -0.152 -0.599* -0.539 -0.228 -0.991** -0.998** -0.999** -0.185 -0.626* -0.474 -0.678* -0.683* -0.674* 0.995** 0.998** 0.883** 1
球蛋白Globulin -0.996** -0.138 -0.592* -0.535 -0.217 -0.986** -0.998** -0.998** -0.225 -0.650* -0.441 -0.655* -0.668* -0.660* 0.997** 0.998** 0.862** 0.997** 1

Table 3

Factor loading matrix, eigenvalue and cumulative contribution rate of quality factors of native barley varieties of Tibet"

指标Index 主成分Principal component
1 2 3 4 5 6
水分含量Water content -0.60 0.01 0.70 -0.03 -0.09 -0.15
粗脂肪含量Fat content -0.59 0.73 -0.15 -0.06 -0.03 0.23
蛋白质含量Protein content 0.82 -0.13 -0.32 0.43 -0.09 0.02
直链淀粉含量Amylose content -0.42 -0.68 0.52 -0.21 -0.08 0.10
支链淀粉含量Amylopectin content 0.26 0.23 -0.78 0.40 -0.01 -0.04
不可溶性膳食纤维含量Insoluble dietary fiber content -0.35 0.60 0.45 -0.16 0.23 0.40
可溶性膳食纤维含量Soluble dietary fiber content 0.51 0.58 -0.22 -0.42 -0.28 0.25
γ-VE含量γ-VE content -0.30 -0.67 -0.27 0.46 -0.32 0.13
VB2含量VB2 content 0.56 0.10 0.52 0.09 -0.18 0.46
Al含量Al content -0.52 0.48 -0.44 0.02 0.11 -0.44
Ca含量Ca content 0.79 0.07 0.28 0.31 0.25 -0.36
Fe含量Fe content -0.67 0.57 0.02 0.23 0.16 -0.07
Mg含量Mg content -0.54 0.02 -0.36 -0.06 0.57 0.39
P含量P content -0.41 -0.53 0.26 0.45 0.38 0.23
S含量S content -0.58 0.25 0.18 0.69 0.20 -0.06
Sr含量Sr content -0.24 0.05 0.72 0.59 0.08 -0.19
THR含量THR content 0.97 0.05 0.12 0.09 0.11 0.09
PRO含量PRO content 0.98 -0.09 -0.06 0.14 -0.04 0.01
ALA含量ALA content 0.98 0.10 0.11 -0.01 0.02 -0.03
VAL含量VAL content 0.99 0.03 0.02 0.09 -0.08 -0.04
LEU含量LEU content 0.99 0.02 0.05 0.10 -0.05 0.01
PHE含量PHE content 0.85 0.41 0.23 0.09 0.18 0.12
HIS含量HIS content 0.91 0.14 0.16 0.00 0.12 0.12
LYS含量LYS content 0.94 -0.07 0.02 -0.14 0.05 -0.10
MET含量MET content -0.20 0.00 -0.35 0.77 -0.27 0.40
ILE含量ILE content 0.98 -0.06 0.00 0.06 -0.10 -0.06
TYR含量TYR content 0.71 -0.04 -0.21 0.00 0.65 0.07
GABA含量GABA content 0.26 -0.57 -0.20 -0.25 0.65 0.00
总氨基酸含量Total amino acid content 0.99 0.06 0.03 0.13 0.06 0.04
清蛋白含量Albumin content 0.74 0.56 0.30 0.12 -0.06 -0.06
球蛋白含量Globulin content -0.68 0.55 0.06 0.22 0.17 -0.11
特征值Eigenvalue 15.44 4.29 3.51 2.80 1.95 1.35
贡献率Rate of contribution (%) 49.81 13.85 11.33 9.03 6.28 4.35
累积贡献率Accumulating contribution rate (%) 49.81 63.66 74.99 84.02 90.30 94.65

Table 4

Comprehensive evaluation of nutritional quality of native barley varieties by factor analysis"

品种Variety F1 F2 F3 F4 F5 F6 综合分值Comprehensive score 排序Order
直孔嘎夏Zhikonggaxia -0.58 0.13 0.17 -0.31 -0.51 -1.42 -0.407 9
江热俄久Jiangre’ejiu -0.57 -0.03 0.91 -1.18 -0.80 0.21 -0.362 8
彭乃嘎布Pengnaigabu -0.50 1.07 -1.37 1.58 -0.40 -0.98 -0.189 7
联嘎木Liangamu -0.53 0.37 -0.74 0.00 0.43 2.01 -0.184 5
联木白稞Lianmubaike -0.88 0.21 -0.99 -1.65 0.86 -0.17 -0.665 10
青21 Qing21 0.42 -0.59 0.99 0.07 1.66 -1.08 0.319 2
隆子黑Longzihei -0.47 0.97 1.83 1.08 0.15 0.74 0.270 3
拉萨长黑Lhasa changhei 0.35 -1.90 -0.58 0.92 0.71 0.42 -0.007 4
拉萨短白Lhssa duanbai 0.23 -1.28 0.05 0.03 -1.93 0.13 -0.188 6
藏青25(对照)Zangqing25 2.54 1.05 -0.27 -0.53 -0.16 0.13 1.413 1
[1] 卢良恕 . 中国大麦学. 北京: 中国农业出版社, 1996.
[2] 强小林, 迟德钊, 冯继林 . 青藏高原区域青稞生产与发展现状. 西藏科技, 2008(3):11-17.
[3] 江春艳, 严冬, 谭进 , 等. 青稞的研究进展及应用现状. 西藏科技, 2010(2):14-16.
[4] 党斌, 杨希娟, 刘海棠 . 青稞加工利用现状分析. 粮食加工, 2009,34(3):69-71.
[5] Temelli F . Extraction and functional properties of barley β-glucan as afected by temperature and pH. Food Science, 1997,62(6):1194-1201.
[6] Edney M J, Tkachuk R, Macgregor A W . Nutrient composition of the hullless barley cultivar,Conder. Journal of the Science of Food and Agriculture, 1992,60(4):451-456.
[7] 强小林, 顿珠次仁, 次珍 , 等. 西藏青稞产业发展现状分析. 西藏农业科技, 2011,33(1):1-3.
[8] Kurtanjek Z, Horvat D, Magdic D , et al. Factor analysis and modelling for rapid quality assessment of croatian wheat cultivars with different gluten characteristics. Food Technology and Biotechnology, 2008,46(3):270-277.
[9] 聂继云, 李志霞, 李海飞 , 等. 苹果理化品质评价指标研究. 中国农业科学, 2012,45(14):2895-2903.
doi: 10.3864/j.issn.0578-1752.2012.14.012
[10] Chaïb J, Devaux M F, Grotte M G , et al. Physiological relationships among physical,sensory,and morphological attributes of texture in tomato fruits. Journal of Experimental Botany, 2007,58(8):1915-1925.
[11] 李伟, 郜海燕, 陈杭君 , 等. 基于主成分分析的不同品种杨梅果实综合品质评价. 中国食品学报, 2017,17(6):161-171.
[12] 谢国芳, 王艳, 罗桥兰 , 等. 因子综合法评价贵州不同产地蓝莓果实品质. 食品与发酵工业, 2018(4):248-253.
[13] 古丽尼沙·卡斯木,木合塔尔·扎热,张东亚,等. 基于因子分析的无花果引进品种果实品质性状综合评价. 食品科学, 2018(1):99-104.
[14] 宋江峰, 刘春泉, 姜晓青 , 等. 基于主成分与聚类分析的菜用大豆品质综合评价. 食品科学, 2015,36(13):12-17.
doi: 10.7506/spkx1002-6630-201513003
[15] 唐忠厚, 魏猛, 陈晓光 , 等. 不同肉色甘薯块根主要营养品质特征与综合评价. 中国农业科学, 2014,47(9):1705-1714.
doi: 10.3864/j.issn.0578-1752.2014.09.005
[16] 孙亚强, 吴翠云, 王德 , 等. 野生酸枣资源果实品质因子分析及评价指标选择. 食品科学, 2016,37(9):29-34.
doi: 10.7506/spkx1002-6630-201609006
[17] 符勇, 陶菲, 郜海燕 , 等. 荔枝干品质评价指标体系的建立. 中国食品学报, 2013,13(1):158-164.
[18] 张唐伟, 余耀斌, 拉琼 . 西藏不同青稞品种的品质差异分析. 大麦与谷类科学, 2017,34(1):28-32.
[19] Weaver K F, Morales V, Dunn S L , et al. Pearson′s and Spearman′s Correlation //An Introduction to Statistical Analysis in Research: With Applications in the Biological and Life Sciences. John Wiley & Sons, Inc, 2017.
[20] 白世践, 李超, 王爱玲 , 等. 吐鲁番地区无核葡萄主要品质性状因子分析与综合评价. 西北农业学报, 2016,25(1):92-102.
[21] 汤佳乐, 黄春辉, 刘科鹏 , 等. 野生毛花猕猴桃叶片与果实AsA含量变异分析. 江西农业大学学报, 2013,35(5):982-987.
[22] Fayers P M, Machin D . Factor analysis and structural equation modelling // Quality of Life: The Assessment,Analysis and Reporting of Patient-Reported Outcomes,3 rd Ed. John Wiley & Sons, Ltd, 2015.
[23] Moonsamy V, Singh S . Using factor analysis to explore principal components for quality management implementation. Quality & Quantity, 2014,48(2):605-622.
[24] Dimitrescu A, Babis C, Chivu O . Factor analysis of quality characteristics. Revista Fiabilitate şi Durabilitate, 2017,1:222-227.
[25] 冯会丽, 吴正保, 史彦江 , 等. 基于因子分析的灰枣优良无性系果实品质评价. 食品科学, 2016,37(9):77-81.
doi: 10.7506/spkx1002-6630-201609015
[26] 杨智敏, 孔德媛, 杨晓云 , 等. 青稞籽粒淀粉含量的差异. 麦类作物学报, 2013,33(6):1139-1143.
doi: 10.7606/j.issn.1009-1041.2013.06.012
[27] 邹弈星, 潘志芬, 邓光兵 , 等. 青藏高原青稞的淀粉特性. 麦类作物学报, 2008,28(1):74-79.
doi: 10.7606/j.issn.1009-1041.2008.01.015
[28] 徐菲, 党斌, 杨希娟 , 等. 不同青稞品种的营养品质评价. 麦类作物学报, 2016,36(9):1249-1257.
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[8] . [J]. Crops, 2011, 27(3): 11 -15 .
[9] . [J]. Crops, 2010, 26(4): 4 -9 .
[10] . [J]. Crops, 2010, 26(2): 23 -27 .