Acta Agriculturae Zhejiangensis ›› 2026, Vol. 38 ›› Issue (5): 934-943.DOI: 10.3969/j.issn.1004-1524.20250449
• Horticultural Science • Previous Articles Next Articles
LI Jiaqi(
), HU Kuanlian, SHEN Zijing, SHI Jianguo*(
), HE Yun
Received:2025-06-19
Online:2026-05-25
Published:2026-06-02
CLC Number:
LI Jiaqi, HU Kuanlian, SHEN Zijing, SHI Jianguo, HE Yun. Changes in the quality of frost mulberry leaf under different frost stress periods[J]. Acta Agriculturae Zhejiangensis, 2026, 38(5): 934-943.
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URL: http://www.zjnyxb.cn/EN/10.3969/j.issn.1004-1524.20250449
Fig.1 Moisture content of mulberry leaf under different frost stress periods The absence of identical lowercase letters on the same column indicates significant differences (p<0.05) between different treatments of the same variety, as shown in Figures 2-7.
| 主成分 Principal componet | 特征值 Eigenvalue | 方差贡献率/% Variance contribution rate/% | 累计方差贡献率/% Cumulative variance contribution rate/% |
|---|---|---|---|
| 1 | 2.81 | 35.123 | 35.123 |
| 2 | 1.383 | 17.289 | 52.412 |
| 3 | 1.216 | 15.197 | 67.609 |
| 4 | 1.107 | 13.837 | 81.446 |
| 5 | 0.606 | 7.577 | 89.023 |
Table 1 Principal component eigenvalues and variance contribution rates of mulberry leaves
| 主成分 Principal componet | 特征值 Eigenvalue | 方差贡献率/% Variance contribution rate/% | 累计方差贡献率/% Cumulative variance contribution rate/% |
|---|---|---|---|
| 1 | 2.81 | 35.123 | 35.123 |
| 2 | 1.383 | 17.289 | 52.412 |
| 3 | 1.216 | 15.197 | 67.609 |
| 4 | 1.107 | 13.837 | 81.446 |
| 5 | 0.606 | 7.577 | 89.023 |
| 指标Index | PC1 | PC2 | PC3 | PC4 | PC5 |
|---|---|---|---|---|---|
| 单宁含量 Tannins content | -0.876 | 0.043 | -0.089 | 0.050 | 0.039 |
| 脂肪含量 Fat content | 0.824 | 0.359 | 0.195 | -0.173 | 0.063 |
| 蛋白质含量 Protein content | -0.103 | -0.065 | -0.113 | 0.175 | 0.961 |
| 黄酮含量Flavonoid content | -0.032 | -0.163 | 0.913 | 0.225 | -0.125 |
| 含水量Moisture content | 0.751 | -0.191 | -0.362 | 0.311 | -0.045 |
| 纤维含量Fiber content | -0.058 | 0.065 | 0.213 | 0.917 | 0.192 |
| 总酚含量Total phenolic content | -0.076 | 0.957 | -0.147 | 0.058 | -0.066 |
Table 2 Rotated component matrix of principal components for mulberry leaves
| 指标Index | PC1 | PC2 | PC3 | PC4 | PC5 |
|---|---|---|---|---|---|
| 单宁含量 Tannins content | -0.876 | 0.043 | -0.089 | 0.050 | 0.039 |
| 脂肪含量 Fat content | 0.824 | 0.359 | 0.195 | -0.173 | 0.063 |
| 蛋白质含量 Protein content | -0.103 | -0.065 | -0.113 | 0.175 | 0.961 |
| 黄酮含量Flavonoid content | -0.032 | -0.163 | 0.913 | 0.225 | -0.125 |
| 含水量Moisture content | 0.751 | -0.191 | -0.362 | 0.311 | -0.045 |
| 纤维含量Fiber content | -0.058 | 0.065 | 0.213 | 0.917 | 0.192 |
| 总酚含量Total phenolic content | -0.076 | 0.957 | -0.147 | 0.058 | -0.066 |
| 桑树品种 Mulberry variety | 胁迫温度/℃ Stress temperature/℃ | 得分 Score | 综合得分 Comprehensive score | 排名 Ranking | ||||
|---|---|---|---|---|---|---|---|---|
| PC1 | PC2 | PC3 | PC4 | PC5 | ||||
| 镜泊桑 Jingbo mulberry | 5 | 1.63 | 0.16 | 0.15 | 1.60 | -0.14 | 0.88 | 1 |
| 荆桑 Jing mulberry | 0 | 0.09 | 3.60 | 1.20 | 0.25 | -0.10 | 0.85 | 2 |
| 寒杂桑 Hanza mulberry | 5 | 2.16 | -0.35 | 0.92 | -1.79 | 1.02 | 0.79 | 3 |
| 吴堡桑 Wubu mulberry | 5 | 1.82 | -0.21 | -0.99 | 2.05 | -1.10 | 0.64 | 4 |
| 丰驰2号 Fengchi 2 | 5 | 1.83 | 0.11 | 0.13 | 0.04 | -0.76 | 0.63 | 5 |
| 镜泊桑Jingbo mulberry | 0 | -0.48 | 0.66 | 0.46 | 1.41 | 2.38 | 0.56 | 6 |
| 荆桑Jing mulberry | 5 | 1.63 | 0.22 | 0.60 | -0.64 | -0.67 | 0.56 | 7 |
| 选792 XU792 | 5 | 1.53 | -1.01 | -0.23 | -1.12 | 1.05 | 0.36 | 8 |
| 强桑 Qiang mulberry | 5 | 1.16 | -0.37 | -0.33 | 0.11 | -0.75 | 0.23 | 9 |
| 强桑Qiang mulberry | 0 | -0.33 | 1.20 | -0.07 | -0.01 | 0.74 | 0.17 | 10 |
| 吴堡桑 Wubu mulberry | 3 | 0.40 | -1.07 | -0.85 | 1.16 | 1.06 | 0.17 | 11 |
| 吴堡桑 Wubu mulberry | 0 | -0.48 | 0.33 | -0.28 | 0.75 | 1.50 | 0.16 | 12 |
| 荆桑Jing mulberry | 3 | -0.07 | 1.24 | 0.12 | 0.01 | -0.87 | 0.07 | 13 |
| 镜泊桑Jingbo mulberry | 3 | -0.55 | 0.14 | -0.08 | 1.27 | 0.52 | 0.07 | 14 |
| 选792 XU792 | 0 | -0.30 | 0.42 | -0.80 | 0.05 | 1.19 | 0.01 | 15 |
| 荆桑Jing mulberry | 1 | -0.28 | -0.02 | 1.51 | 0.03 | -1.02 | -0.01 | 16 |
| 镜泊桑Jingbo mulberry | 1 | -0.81 | -0.86 | 1.73 | 1.25 | -0.46 | -0.05 | 17 |
| 桂桑62 Gui 62 | 5 | 0.80 | 0.06 | -0.30 | -1.78 | -0.48 | -0.07 | 18 |
| 寒杂桑Hanza mulberry | 0 | -0.65 | 0.76 | 0.13 | -1.15 | 1.15 | -0.10 | 19 |
| 吴堡桑Wubu mulberry | 1 | -0.70 | -1.58 | 1.55 | 0.59 | 0.55 | -0.11 | 20 |
| 强桑 Qiang mulberry | 3 | -0.38 | 0.62 | -0.93 | 0.16 | -0.10 | -0.18 | 21 |
| 丰驰2号Fengchi 2 | 0 | -0.83 | 0.97 | -0.09 | 0.40 | -0.94 | -0.25 | 22 |
| 桂桑62 Gui 62 | 0 | -0.89 | 0.44 | -0.33 | -1.13 | 0.77 | -0.37 | 23 |
| 强桑 Qiang mulberry | 1 | -0.87 | -1.41 | 1.09 | 0.04 | 0.00 | -0.38 | 24 |
| 寒杂桑 Hanza mulberry | 3 | -0.23 | -0.91 | -0.16 | -1.25 | 0.45 | -0.38 | 25 |
| 选792 XU792 | 3 | -0.35 | -0.46 | -1.57 | -0.17 | 0.47 | -0.42 | 26 |
| 选792 XU792 | 1 | -0.74 | -1.39 | -0.25 | 0.00 | 0.55 | -0.47 | 27 |
| 丰驰2号Fengchi 2 | 1 | -0.91 | -0.63 | 0.40 | 0.26 | -1.10 | -0.51 | 28 |
| 丰驰2号Fengchi 2 | 3 | -0.24 | -0.41 | -1.85 | 0.79 | -1.42 | -0.55 | 29 |
| 寒杂桑 Hanza mulberry | 1 | -0.79 | -0.71 | 0.71 | -1.06 | -1.36 | -0.66 | 30 |
| 桂桑62 Gui 62 | 3 | -0.77 | 0.02 | -1.31 | -1.24 | -0.33 | -0.73 | 31 |
| 桂桑62 Gui 62 | 1 | -1.41 | 0.42 | -0.30 | -0.91 | -1.78 | -0.91 | 32 |
Table 3 Principal component scores and comprehensive scores of different mulberry varieties
| 桑树品种 Mulberry variety | 胁迫温度/℃ Stress temperature/℃ | 得分 Score | 综合得分 Comprehensive score | 排名 Ranking | ||||
|---|---|---|---|---|---|---|---|---|
| PC1 | PC2 | PC3 | PC4 | PC5 | ||||
| 镜泊桑 Jingbo mulberry | 5 | 1.63 | 0.16 | 0.15 | 1.60 | -0.14 | 0.88 | 1 |
| 荆桑 Jing mulberry | 0 | 0.09 | 3.60 | 1.20 | 0.25 | -0.10 | 0.85 | 2 |
| 寒杂桑 Hanza mulberry | 5 | 2.16 | -0.35 | 0.92 | -1.79 | 1.02 | 0.79 | 3 |
| 吴堡桑 Wubu mulberry | 5 | 1.82 | -0.21 | -0.99 | 2.05 | -1.10 | 0.64 | 4 |
| 丰驰2号 Fengchi 2 | 5 | 1.83 | 0.11 | 0.13 | 0.04 | -0.76 | 0.63 | 5 |
| 镜泊桑Jingbo mulberry | 0 | -0.48 | 0.66 | 0.46 | 1.41 | 2.38 | 0.56 | 6 |
| 荆桑Jing mulberry | 5 | 1.63 | 0.22 | 0.60 | -0.64 | -0.67 | 0.56 | 7 |
| 选792 XU792 | 5 | 1.53 | -1.01 | -0.23 | -1.12 | 1.05 | 0.36 | 8 |
| 强桑 Qiang mulberry | 5 | 1.16 | -0.37 | -0.33 | 0.11 | -0.75 | 0.23 | 9 |
| 强桑Qiang mulberry | 0 | -0.33 | 1.20 | -0.07 | -0.01 | 0.74 | 0.17 | 10 |
| 吴堡桑 Wubu mulberry | 3 | 0.40 | -1.07 | -0.85 | 1.16 | 1.06 | 0.17 | 11 |
| 吴堡桑 Wubu mulberry | 0 | -0.48 | 0.33 | -0.28 | 0.75 | 1.50 | 0.16 | 12 |
| 荆桑Jing mulberry | 3 | -0.07 | 1.24 | 0.12 | 0.01 | -0.87 | 0.07 | 13 |
| 镜泊桑Jingbo mulberry | 3 | -0.55 | 0.14 | -0.08 | 1.27 | 0.52 | 0.07 | 14 |
| 选792 XU792 | 0 | -0.30 | 0.42 | -0.80 | 0.05 | 1.19 | 0.01 | 15 |
| 荆桑Jing mulberry | 1 | -0.28 | -0.02 | 1.51 | 0.03 | -1.02 | -0.01 | 16 |
| 镜泊桑Jingbo mulberry | 1 | -0.81 | -0.86 | 1.73 | 1.25 | -0.46 | -0.05 | 17 |
| 桂桑62 Gui 62 | 5 | 0.80 | 0.06 | -0.30 | -1.78 | -0.48 | -0.07 | 18 |
| 寒杂桑Hanza mulberry | 0 | -0.65 | 0.76 | 0.13 | -1.15 | 1.15 | -0.10 | 19 |
| 吴堡桑Wubu mulberry | 1 | -0.70 | -1.58 | 1.55 | 0.59 | 0.55 | -0.11 | 20 |
| 强桑 Qiang mulberry | 3 | -0.38 | 0.62 | -0.93 | 0.16 | -0.10 | -0.18 | 21 |
| 丰驰2号Fengchi 2 | 0 | -0.83 | 0.97 | -0.09 | 0.40 | -0.94 | -0.25 | 22 |
| 桂桑62 Gui 62 | 0 | -0.89 | 0.44 | -0.33 | -1.13 | 0.77 | -0.37 | 23 |
| 强桑 Qiang mulberry | 1 | -0.87 | -1.41 | 1.09 | 0.04 | 0.00 | -0.38 | 24 |
| 寒杂桑 Hanza mulberry | 3 | -0.23 | -0.91 | -0.16 | -1.25 | 0.45 | -0.38 | 25 |
| 选792 XU792 | 3 | -0.35 | -0.46 | -1.57 | -0.17 | 0.47 | -0.42 | 26 |
| 选792 XU792 | 1 | -0.74 | -1.39 | -0.25 | 0.00 | 0.55 | -0.47 | 27 |
| 丰驰2号Fengchi 2 | 1 | -0.91 | -0.63 | 0.40 | 0.26 | -1.10 | -0.51 | 28 |
| 丰驰2号Fengchi 2 | 3 | -0.24 | -0.41 | -1.85 | 0.79 | -1.42 | -0.55 | 29 |
| 寒杂桑 Hanza mulberry | 1 | -0.79 | -0.71 | 0.71 | -1.06 | -1.36 | -0.66 | 30 |
| 桂桑62 Gui 62 | 3 | -0.77 | 0.02 | -1.31 | -1.24 | -0.33 | -0.73 | 31 |
| 桂桑62 Gui 62 | 1 | -1.41 | 0.42 | -0.30 | -0.91 | -1.78 | -0.91 | 32 |
| 指标 Indicator | 单宁含量 Tannin content | 脂肪含量 Fat content | 蛋白质含量 Protein content | 黄酮含量 Flavonoid content | 含水量 Moisture content | 纤维含量 Fiber content |
|---|---|---|---|---|---|---|
| 脂肪含量 Fat content | -0.611** | |||||
| 蛋白质含量Protein content | 0.151 | -0.127 | ||||
| 黄酮含量 Flavonoid content | -0.027 | 0.004 | -0.138 | |||
| 含水量Moisture content | -0.587** | 0.397** | 0.006 | -0.163 | ||
| 纤维含量Fiber content | 0.089 | -0.083 | 0.299** | 0.302** | 0.043 | |
| 总酚含量Total phenolic content | 0.101 | 0.176 | -0.063 | -0.215* | -0.126 | 0.032 |
Table 4 Correlation analysis of quality indicators for mulberry leaves
| 指标 Indicator | 单宁含量 Tannin content | 脂肪含量 Fat content | 蛋白质含量 Protein content | 黄酮含量 Flavonoid content | 含水量 Moisture content | 纤维含量 Fiber content |
|---|---|---|---|---|---|---|
| 脂肪含量 Fat content | -0.611** | |||||
| 蛋白质含量Protein content | 0.151 | -0.127 | ||||
| 黄酮含量 Flavonoid content | -0.027 | 0.004 | -0.138 | |||
| 含水量Moisture content | -0.587** | 0.397** | 0.006 | -0.163 | ||
| 纤维含量Fiber content | 0.089 | -0.083 | 0.299** | 0.302** | 0.043 | |
| 总酚含量Total phenolic content | 0.101 | 0.176 | -0.063 | -0.215* | -0.126 | 0.032 |
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