Biotechnology Bulletin ›› 2026, Vol. 42 ›› Issue (8): 263-275.doi: 10.13560/j.cnki.biotech.bull.1985.2025-1452
LYU Hong-zhen1,2, XU Li-li3,4, ZHANG Lin2, GAO Min2, TAN Zhen-wei2, WANG Ya-wen2, ZHANG Xiu-ge⁵ WANG Shuo⁶ MA Ai-jun5, WANG Cheng-min6
Received:2025-12-30
Online:2026-08-26
Published:2026-08-17
LYU Hong-zhen, XU Li-li, ZHANG Lin, GAO Min, TAN Zhen-wei, WANG Ya-wen, ZHANG Xiu-ge⁵ WANG Shuo⁶ MA Ai-jun, WANG Cheng-min. Screening and Optimization of High-efficiency Phosphate-solubilizing Bacteria and Wheat Growth Promotion in Slightly Alkaline Soil[J]. Biotechnology Bulletin, 2026, 42(8): 263-275.
水平编码 Level code | 因素 Factors | ||
|---|---|---|---|
A温度 A Temperature (℃) | B pH B pH | C接种量 C Inoculum size (%) | |
| -1 | 25 | 6 | 5 |
| 0 | 30 | 8 | 7 |
| 1 | 35 | 10 | 9 |
Table 1 Factors and levels for response surface analysis
水平编码 Level code | 因素 Factors | ||
|---|---|---|---|
A温度 A Temperature (℃) | B pH B pH | C接种量 C Inoculum size (%) | |
| -1 | 25 | 6 | 5 |
| 0 | 30 | 8 | 7 |
| 1 | 35 | 10 | 9 |
编号 Number | A 温度 A Temperature (℃) | B pH | C 接种量 C Inoculum size (%) | 可溶性磷含量 Soluble phosphorus content (mg/L) |
|---|---|---|---|---|
| 1 | 25 | 6 | 7 | 641.026 |
| 2 | 35 | 6 | 7 | 813.609 |
| 3 | 25 | 10 | 7 | 433.925 |
| 4 | 35 | 10 | 7 | 510.355 |
| 5 | 25 | 8 | 5 | 599.112 |
| 6 | 35 | 8 | 5 | 608.974 |
| 7 | 25 | 8 | 9 | 493.097 |
| 8 | 35 | 8 | 9 | 692.801 |
| 9 | 30 | 6 | 5 | 714.990 |
| 10 | 30 | 10 | 5 | 436.390 |
| 11 | 30 | 6 | 9 | 653.353 |
| 12 | 30 | 10 | 9 | 483.235 |
| 13 | 30 | 8 | 7 | 641.026 |
| 14 | 30 | 8 | 7 | 643.491 |
| 15 | 30 | 8 | 7 | 663.215 |
| 16 | 30 | 8 | 7 | 658.284 |
| 17 | 30 | 8 | 7 | 663.215 |
Table 2 Experimental design and response values for response surface methodology
编号 Number | A 温度 A Temperature (℃) | B pH | C 接种量 C Inoculum size (%) | 可溶性磷含量 Soluble phosphorus content (mg/L) |
|---|---|---|---|---|
| 1 | 25 | 6 | 7 | 641.026 |
| 2 | 35 | 6 | 7 | 813.609 |
| 3 | 25 | 10 | 7 | 433.925 |
| 4 | 35 | 10 | 7 | 510.355 |
| 5 | 25 | 8 | 5 | 599.112 |
| 6 | 35 | 8 | 5 | 608.974 |
| 7 | 25 | 8 | 9 | 493.097 |
| 8 | 35 | 8 | 9 | 692.801 |
| 9 | 30 | 6 | 5 | 714.990 |
| 10 | 30 | 10 | 5 | 436.390 |
| 11 | 30 | 6 | 9 | 653.353 |
| 12 | 30 | 10 | 9 | 483.235 |
| 13 | 30 | 8 | 7 | 641.026 |
| 14 | 30 | 8 | 7 | 643.491 |
| 15 | 30 | 8 | 7 | 663.215 |
| 16 | 30 | 8 | 7 | 658.284 |
| 17 | 30 | 8 | 7 | 663.215 |
来源 Source | 平方和 Sum of squares | 自由度 Degree of freedom | 均方 Mean square | F值 F value | P值 P value |
|---|---|---|---|---|---|
| 模型 Model | 1.720E+05 | 9 | 19 113.08 | 117.05 | <0.001 |
| A-温度 Temperature | 26 286.91 | 1 | 26 286.91 | 160.98 | <0.001 |
| B-pH | 1.150E+05 | 1 | 1.150E+05 | 704.11 | <0.001 |
| C-接种量 Inoculum size | 170.96 | 1 | 170.96 | 1.05 | 0.340 3 |
| AB | 2 311.37 | 1 | 2 311.37 | 14.15 | 0.007 1 |
| AC | 9 010.03 | 1 | 9 010.03 | 55.18 | 0.000 1 |
| BC | 2 942.05 | 1 | 2 942.05 | 18.02 | 0.003 8 |
| A² | 802.63 | 1 | 802.63 | 4.92 | 0.062 1 |
| B² | 6 841.92 | 1 | 6 841.92 | 41.90 | 0.000 3 |
| C² | 7 266.73 | 1 | 7 266.73 | 44.50 | 0.000 3 |
| 残差Residual | 1 143.06 | 7 | 163.29 | ||
| 失拟项Lack of fit | 676.23 | 3 | 225.41 | 1.93 | 0.266 2 |
| 纯误差Pure error | 466.83 | 4 | 116.71 | ||
| 总和 Total | 1.732E+05 | 16 |
Table 3 Analysis of variance (ANOVA) table
来源 Source | 平方和 Sum of squares | 自由度 Degree of freedom | 均方 Mean square | F值 F value | P值 P value |
|---|---|---|---|---|---|
| 模型 Model | 1.720E+05 | 9 | 19 113.08 | 117.05 | <0.001 |
| A-温度 Temperature | 26 286.91 | 1 | 26 286.91 | 160.98 | <0.001 |
| B-pH | 1.150E+05 | 1 | 1.150E+05 | 704.11 | <0.001 |
| C-接种量 Inoculum size | 170.96 | 1 | 170.96 | 1.05 | 0.340 3 |
| AB | 2 311.37 | 1 | 2 311.37 | 14.15 | 0.007 1 |
| AC | 9 010.03 | 1 | 9 010.03 | 55.18 | 0.000 1 |
| BC | 2 942.05 | 1 | 2 942.05 | 18.02 | 0.003 8 |
| A² | 802.63 | 1 | 802.63 | 4.92 | 0.062 1 |
| B² | 6 841.92 | 1 | 6 841.92 | 41.90 | 0.000 3 |
| C² | 7 266.73 | 1 | 7 266.73 | 44.50 | 0.000 3 |
| 残差Residual | 1 143.06 | 7 | 163.29 | ||
| 失拟项Lack of fit | 676.23 | 3 | 225.41 | 1.93 | 0.266 2 |
| 纯误差Pure error | 466.83 | 4 | 116.71 | ||
| 总和 Total | 1.732E+05 | 16 |
Fig. 6 Correlation heatmap of organic acids, pH, and P-solubilization of N4129-2AT under different conditionsIni: Initial condition; Str: stress condition; Opt: optimal condition; P: soluble phosphorus content; TA: tartaric acid; FA: formic acid; MA: malic acid; LA: lactic acid; SA: succinic acid; AA: acetic acid. *P<0.05, **P<0.01, ***P<0.001, The same below
关联指标组合 Indicator combination | 相关系数 Correlation coefficient | P-value |
|---|---|---|
| AP-株高 AP-Plant height | 0.855** | <0.001 |
| AP-主根长 AP-Taproot length | 0.752** | <0.001 |
| AP-地上部干重 AP-Shoot dry weight | 0.965** | <0.001 |
| AP-地下部干重 AP-Root dry weight | 0.665** | <0.001 |
| AP-根冠比 AP-Root-shoot ratio | -0.701** | <0.001 |
Table 4 Correlation between soil available phosphorus and wheat seedling growth indices
关联指标组合 Indicator combination | 相关系数 Correlation coefficient | P-value |
|---|---|---|
| AP-株高 AP-Plant height | 0.855** | <0.001 |
| AP-主根长 AP-Taproot length | 0.752** | <0.001 |
| AP-地上部干重 AP-Shoot dry weight | 0.965** | <0.001 |
| AP-地下部干重 AP-Root dry weight | 0.665** | <0.001 |
| AP-根冠比 AP-Root-shoot ratio | -0.701** | <0.001 |
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