Xinjiang Agricultural Sciences ›› 2022, Vol. 59 ›› Issue (2): 474-484.DOI: 10.6048/j.issn.1001-4330.2022.02.026
• Prataculture·Storage and Preservation Processing·Microbes • Previous Articles Next Articles
GU Meiying1(), XU Wanli2(), MA Kai3, Otkur Mahmut1, ZHANG Zhidong1, ZHU Jing1, TANG Qiyong1, CHU Min1, ZHANG Lijuan1
Received:
2021-02-10
Online:
2022-02-20
Published:
2022-03-22
Correspondence author:
XU Wanli
Supported by:
顾美英1(), 徐万里2(), 马凯3, 欧提库尔·玛合木提1, 张志东1, 朱静1, 唐琦勇1, 楚敏1, 张丽娟1
通讯作者:
徐万里
作者简介:
顾美英(1974- ),女,江苏无锡人,研究员,研究方向为土壤微生物生态,(E-mail) gmyxj2008@163.com
基金资助:
CLC Number:
GU Meiying, XU Wanli, MA Kai, Otkur Mahmut, ZHANG Zhidong, ZHU Jing, TANG Qiyong, CHU Min, ZHANG Lijuan. Soil Microbial Ecological Evaluation of Walnut with Different Planting Years Based on Principal Component-Cluster Analysis[J]. Xinjiang Agricultural Sciences, 2022, 59(2): 474-484.
顾美英, 徐万里, 马凯, 欧提库尔·玛合木提, 张志东, 朱静, 唐琦勇, 楚敏, 张丽娟. 基于主成分-聚类分析评价不同定植年限核桃土壤微生物生态[J]. 新疆农业科学, 2022, 59(2): 474-484.
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样品 Sample | pH | 总盐 Total salt (g/kg) | 全氮 Total N (g/kg) | 有机质 OM (g/kg) | 速效氮 Available N (mg/kg) | 速效磷 Available P (mg/kg) | 速效钾 Available K (mg/kg) |
---|---|---|---|---|---|---|---|
a-1 | 8.47±0.03a | 1.50±0.01b | 0.88±0.03a | 12.34±0.15ab | 70.50±0.85b | 5.50±0.53c | 80.00±2.03d |
b-1 | 8.53±0.04a | 2.00±0.00a | 0.45±0.01b | 8.78±0.23c | 66.00±1.02b | 9.40±0.19b | 117.00±5.34c |
c-1 | 8.39±0.01a | 1.40±0.01b | 0.75±0.05a | 14.04±0.31a | 99.00±0.73a | 12.80±0.69a | 203.00±7.69a |
d-1 | 8.41±0.02a | 0.90±0.01c | 1.00±0.02a | 14.51±0.09a | 72.00±0.89b | 6.60±0.71c | 165.00±6.03b |
a-2 | 8.26±0.01b | 1.40±0.00a | 0.45±0.01a | 7.01±0.18b | 49.50±1.12b | 7.60±0.32b | 82.00±5.47b |
b-2 | 8.53±0.03a | 1.30±0.01a | 0.38±0.04b | 7.00±0.44b | 189.00±2.36a | 14.80±0.58a | 59.00±2.18c |
c-2 | 8.49±0.03a | 1.40±0.02a | 0.43±0.01a | 7.65±0.27b | 49.50±0.99b | 12.40±0.81a | 130.00±8.92a |
d-2 | 8.41±0.02a | 1.30±0.00a | 0.56±0.03a | 9.75±0.14a | 52.50±0.84b | 6.70±0.43b | 136.00±7.05a |
Table 1 Effect of different planting years on soil physical and chemical properties in walnut
样品 Sample | pH | 总盐 Total salt (g/kg) | 全氮 Total N (g/kg) | 有机质 OM (g/kg) | 速效氮 Available N (mg/kg) | 速效磷 Available P (mg/kg) | 速效钾 Available K (mg/kg) |
---|---|---|---|---|---|---|---|
a-1 | 8.47±0.03a | 1.50±0.01b | 0.88±0.03a | 12.34±0.15ab | 70.50±0.85b | 5.50±0.53c | 80.00±2.03d |
b-1 | 8.53±0.04a | 2.00±0.00a | 0.45±0.01b | 8.78±0.23c | 66.00±1.02b | 9.40±0.19b | 117.00±5.34c |
c-1 | 8.39±0.01a | 1.40±0.01b | 0.75±0.05a | 14.04±0.31a | 99.00±0.73a | 12.80±0.69a | 203.00±7.69a |
d-1 | 8.41±0.02a | 0.90±0.01c | 1.00±0.02a | 14.51±0.09a | 72.00±0.89b | 6.60±0.71c | 165.00±6.03b |
a-2 | 8.26±0.01b | 1.40±0.00a | 0.45±0.01a | 7.01±0.18b | 49.50±1.12b | 7.60±0.32b | 82.00±5.47b |
b-2 | 8.53±0.03a | 1.30±0.01a | 0.38±0.04b | 7.00±0.44b | 189.00±2.36a | 14.80±0.58a | 59.00±2.18c |
c-2 | 8.49±0.03a | 1.40±0.02a | 0.43±0.01a | 7.65±0.27b | 49.50±0.99b | 12.40±0.81a | 130.00±8.92a |
d-2 | 8.41±0.02a | 1.30±0.00a | 0.56±0.03a | 9.75±0.14a | 52.50±0.84b | 6.70±0.43b | 136.00±7.05a |
土层 Soil layer | 相关系数 Correlation coefficient | pH | 总盐 Total salt | 全氮 Total N | 有机质 OM | 速效氮 Available N | 速效磷 Available P | 速效钾 Available K |
---|---|---|---|---|---|---|---|---|
0~20 cm | Bacteria | 0.982** | 0.711 | -0.628 | -0.921** | -0.841* | -0.362 | -0.744 |
Actinomycetes | -0.521 | -0.916** | 0.906** | 0.709 | -0.173 | -0.608 | 0.103 | |
Fungi | 0.720 | 0.315 | -0.398 | -0.655 | -0.849* | -0.383 | -0.415 | |
Urease | 0.683 | 0.228 | 0.038 | -0.455 | -0.898* | -0.878* | -0.956** | |
Invertase | -0.546 | -0.174 | -0.160 | 0.311 | 0.732 | 0.860* | 0.955** | |
20~40 cm | Bacteria | 0.336 | -0.361 | -0.734 | -0.658 | 0.937** | 0.680 | -0.935** |
Actinomycetes | 0.326 | -0.526 | 0.740 | 0.948** | -0.255 | -0.304 | 0.774 | |
Fungi | 0.023 | -0.824* | 0.747 | 0.814* | 0.055 | -0.456 | 0.256 | |
Urease | 0.475 | -0.784 | 0.598 | 0.856* | 0.081 | -0.121 | 0.507 | |
Invertase | -0.831* | 0.426 | -0.134 | -0.515 | -0.124 | -0.361 | -0.546 |
Table 2 Pearson correlation coefficients among soil microbial ecology
土层 Soil layer | 相关系数 Correlation coefficient | pH | 总盐 Total salt | 全氮 Total N | 有机质 OM | 速效氮 Available N | 速效磷 Available P | 速效钾 Available K |
---|---|---|---|---|---|---|---|---|
0~20 cm | Bacteria | 0.982** | 0.711 | -0.628 | -0.921** | -0.841* | -0.362 | -0.744 |
Actinomycetes | -0.521 | -0.916** | 0.906** | 0.709 | -0.173 | -0.608 | 0.103 | |
Fungi | 0.720 | 0.315 | -0.398 | -0.655 | -0.849* | -0.383 | -0.415 | |
Urease | 0.683 | 0.228 | 0.038 | -0.455 | -0.898* | -0.878* | -0.956** | |
Invertase | -0.546 | -0.174 | -0.160 | 0.311 | 0.732 | 0.860* | 0.955** | |
20~40 cm | Bacteria | 0.336 | -0.361 | -0.734 | -0.658 | 0.937** | 0.680 | -0.935** |
Actinomycetes | 0.326 | -0.526 | 0.740 | 0.948** | -0.255 | -0.304 | 0.774 | |
Fungi | 0.023 | -0.824* | 0.747 | 0.814* | 0.055 | -0.456 | 0.256 | |
Urease | 0.475 | -0.784 | 0.598 | 0.856* | 0.081 | -0.121 | 0.507 | |
Invertase | -0.831* | 0.426 | -0.134 | -0.515 | -0.124 | -0.361 | -0.546 |
土层 Soil layer | 因子 Factor | 因子载荷Factor loadings | 特征向量Eigenvectors of matrix | ||||
---|---|---|---|---|---|---|---|
PC1 | PC2 | PC3 | PC1 | PC2 | PC3 | ||
0~20 cm | Bacteria | -0.977** | 0.119 | 0.174 | -0.370 | 0.060 | 0.171 |
Actinomycetes | 0.336 | -0.890* | 0.307 | 0.127 | -0.446 | 0.301 | |
Fungi | -0.741 | -0.052 | 0.670 | -0.280 | -0.026 | 0.655 | |
pH | -0.975** | 0.223 | 0.015 | -0.369 | 0.112 | 0.015 | |
Total salt | -0.685 | 0.690 | -0.233 | -0.259 | 0.346 | -0.228 | |
Total N | 0.524 | -0.848* | -0.081 | 0.198 | -0.425 | -0.079 | |
OM | 0.875 | -0.483 | -0.048 | 0.331 | -0.242 | -0.047 | |
Available N | 0.862* | 0.422 | -0.282 | 0.326 | 0.212 | -0.276 | |
Available P | 0.483 | 0.875* | 0.029 | 0.183 | 0.439 | 0.029 | |
Available K | 0.868* | 0.338 | 0.365 | 0.328 | 0.169 | 0.357 | |
Urease | -0.827* | -0.541 | -0.152 | -0.313 | -0.271 | -0.149 | |
Invertase | 0.700 | 0.582 | 0.414 | 0.265 | 0.292 | 0.405 | |
20~40 cm | Bacteria | -0.735 | 0.567 | 0.373 | -0.295 | 0.284 | 0.275 |
Actinomycetes | 0.940** | 0.313 | -0.133 | 0.378 | 0.157 | -0.099 | |
Fungi | 0.748 | 0.340 | 0.570 | 0.301 | 0.171 | 0.421 | |
pH | -0.014 | 0.883* | -0.469 | -0.006 | 0.443 | -0.347 | |
Total salt | -0.367 | -0.788 | -0.494 | -0.148 | -0.395 | -0.365 | |
Total N | 0.919** | -0.283 | 0.273 | 0.369 | -0.142 | 0.202 | |
OM | 0.994** | 0.076 | 0.078 | 0.399 | 0.038 | 0.058 | |
Available N | -0.505 | 0.819* | 0.271 | -0.203 | 0.411 | 0.200 | |
Available P | -0.608 | 0.681 | -0.409 | -0.244 | 0.341 | -0.302 | |
Available K | 0.833* | -0.243 | -0.497 | 0.335 | -0.122 | -0.368 | |
Urease | 0.812* | 0.581 | 0.056 | 0.326 | 0.291 | 0.042 | |
Invertase | -0.512 | -0.652 | 0.559 | -0.206 | -0.327 | 0.413 |
Table 3 Factor loadings and eigenvectors of matrix
土层 Soil layer | 因子 Factor | 因子载荷Factor loadings | 特征向量Eigenvectors of matrix | ||||
---|---|---|---|---|---|---|---|
PC1 | PC2 | PC3 | PC1 | PC2 | PC3 | ||
0~20 cm | Bacteria | -0.977** | 0.119 | 0.174 | -0.370 | 0.060 | 0.171 |
Actinomycetes | 0.336 | -0.890* | 0.307 | 0.127 | -0.446 | 0.301 | |
Fungi | -0.741 | -0.052 | 0.670 | -0.280 | -0.026 | 0.655 | |
pH | -0.975** | 0.223 | 0.015 | -0.369 | 0.112 | 0.015 | |
Total salt | -0.685 | 0.690 | -0.233 | -0.259 | 0.346 | -0.228 | |
Total N | 0.524 | -0.848* | -0.081 | 0.198 | -0.425 | -0.079 | |
OM | 0.875 | -0.483 | -0.048 | 0.331 | -0.242 | -0.047 | |
Available N | 0.862* | 0.422 | -0.282 | 0.326 | 0.212 | -0.276 | |
Available P | 0.483 | 0.875* | 0.029 | 0.183 | 0.439 | 0.029 | |
Available K | 0.868* | 0.338 | 0.365 | 0.328 | 0.169 | 0.357 | |
Urease | -0.827* | -0.541 | -0.152 | -0.313 | -0.271 | -0.149 | |
Invertase | 0.700 | 0.582 | 0.414 | 0.265 | 0.292 | 0.405 | |
20~40 cm | Bacteria | -0.735 | 0.567 | 0.373 | -0.295 | 0.284 | 0.275 |
Actinomycetes | 0.940** | 0.313 | -0.133 | 0.378 | 0.157 | -0.099 | |
Fungi | 0.748 | 0.340 | 0.570 | 0.301 | 0.171 | 0.421 | |
pH | -0.014 | 0.883* | -0.469 | -0.006 | 0.443 | -0.347 | |
Total salt | -0.367 | -0.788 | -0.494 | -0.148 | -0.395 | -0.365 | |
Total N | 0.919** | -0.283 | 0.273 | 0.369 | -0.142 | 0.202 | |
OM | 0.994** | 0.076 | 0.078 | 0.399 | 0.038 | 0.058 | |
Available N | -0.505 | 0.819* | 0.271 | -0.203 | 0.411 | 0.200 | |
Available P | -0.608 | 0.681 | -0.409 | -0.244 | 0.341 | -0.302 | |
Available K | 0.833* | -0.243 | -0.497 | 0.335 | -0.122 | -0.368 | |
Urease | 0.812* | 0.581 | 0.056 | 0.326 | 0.291 | 0.042 | |
Invertase | -0.512 | -0.652 | 0.559 | -0.206 | -0.327 | 0.413 |
土层 Soil layer | 样品 Sample | 第一主成分(F1) The primary principal component | 第二主成分(F2) The secondary principal component | 第三主成分(F3) The third principal component | 综合得分 Integrative value | 排名Rank |
---|---|---|---|---|---|---|
0~20 cm | a-1 | -0.792 | -0.498 | -0.106 | -1.396 | 4 |
b-1 | -1.673 | 0.576 | 0.049 | -1.048 | 3 | |
c-1 | 1.785 | 0.565 | -0.037 | 2.313 | 1 | |
d-1 | 0.68 | -0.643 | 0.094 | 0.131 | 2 | |
20~40 cm | a-2 | -0.781 | -0.803 | 0.131 | -1.453 | 4 |
b-2 | -1.005 | 0.805 | 0.081 | -0.119 | 2 | |
c-2 | -0.036 | -0.1 | -0.307 | -0.443 | 3 | |
d-2 | 1.823 | 0.098 | 0.095 | 2.016 | 1 |
Fig.4 Comprehensive scores of walnut soil on PC1、PC2 and PC3 with different planting years
土层 Soil layer | 样品 Sample | 第一主成分(F1) The primary principal component | 第二主成分(F2) The secondary principal component | 第三主成分(F3) The third principal component | 综合得分 Integrative value | 排名Rank |
---|---|---|---|---|---|---|
0~20 cm | a-1 | -0.792 | -0.498 | -0.106 | -1.396 | 4 |
b-1 | -1.673 | 0.576 | 0.049 | -1.048 | 3 | |
c-1 | 1.785 | 0.565 | -0.037 | 2.313 | 1 | |
d-1 | 0.68 | -0.643 | 0.094 | 0.131 | 2 | |
20~40 cm | a-2 | -0.781 | -0.803 | 0.131 | -1.453 | 4 |
b-2 | -1.005 | 0.805 | 0.081 | -0.119 | 2 | |
c-2 | -0.036 | -0.1 | -0.307 | -0.443 | 3 | |
d-2 | 1.823 | 0.098 | 0.095 | 2.016 | 1 |
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