Biodiv Sci ›› 2020, Vol. 28 ›› Issue (2): 166-175. DOI: 10.17520/biods.2019319
• Original Papers: Animal Diversity • Previous Articles Next Articles
Gongguo Li1,*(), Ping Li1, Hangying Xu2, Haiyan Yu2, Jian Yu2
Received:
2019-10-13
Accepted:
2020-01-18
Online:
2020-02-20
Published:
2020-03-08
Contact:
Gongguo Li
Gongguo Li, Ping Li, Hangying Xu, Haiyan Yu, Jian Yu. Path analysis of zooplankton diversity and environmental factors in the water sources rivers, Zhejiang Province[J]. Biodiv Sci, 2020, 28(2): 166-175.
月份 Month | 采样站 Station | pH | 溶解氧 Dissolved oxygen (mg/L) | 总氮 Total nitrogen (mg/L) | 总磷 Total phosphorus (mg/L) | 氨氮 NH4+-N (mg/L) | 氮磷比 N∶P | 藻类密度 Algal density (× 104 ind./L) | 种类数 No. of species | 丰度 Abundance (ind./L) |
---|---|---|---|---|---|---|---|---|---|---|
1 | H1 | 7.43 ± 0.11 | 4.92 ± 1.62b | 6.29 ± 1.13a | 0.235 ± 0.084b | 2.35 ± 0.81a | 30.0 ± 11.5a | 21.2 ± 20.6b | 19.4 ± 3.4 | 684 ± 548ab |
H2 | 7.50 ± 0.23 | 6.66 ± 2.47a | 4.57 ± 1.78abc | 0.280 ± 0.157b | 1.94 ± 1.19ab | 17.9 ± 4.7bc | 54.9 ± 70.1ab | 14.0 ± 4.8 | 293 ± 533b | |
4 | H1 | 7.41 ± 0.23 | 4.06 ± 1.38b | 5.50 ± 1.43ab | 0.262 ± 0.097b | 2.44 ± 0.98a | 25.1 ± 14.4ab | 66.6 ± 60.8ab | 15.4 ± 2.7 | 1,693 ± 1,192ab |
H2 | 7.50 ± 0.16 | 6.58 ± 0.70a | 5.33 ± 1.38ab | 0.276 ± 0.119b | 1.19 ± 0.88bc | 22.0 ± 8.8ab | 115.1 ± 126.2a | 16.2 ± 3.3 | 942 ± 846ab | |
7 | H1 | 7.33 ± 0.11 | 2.84 ± 1.69b | 3.96 ± 1.48bc | 0.449 ± 0.088a | 1.88 ± 0.97ab | 8.8 ± 2.4c | 44.0 ± 67.9ab | 22.0 ± 5.1 | 2,419 ± 2,681a |
H2 | 7.46 ± 0.19 | 6.96 ± 2.61a | 3.84 ± 1.57bc | 0.433 ± 0.084a | 0.66 ± 0.47c | 9.0 ± 3.2c | 32.8 ± 21.3b | 21.0 ± 7.7 | 1,762 ± 2,132ab | |
10 | H1 | 7.30 ± 0.13 | 3.45 ± 1.15b | 3.39 ± 1.59c | 0.201 ± 0.047b | 0.96 ± 0.61bc | 16.3 ± 4.8bc | 26.9 ± 23.0b | 22.8 ± 6.6 | 508 ± 395b |
H2 | 7.44 ± 0.21 | 6.18 ± 1.53a | 2.97 ± 1.52c | 0.170 ± 0.066b | 0.26 ± 0.13c | 18.6 ± 9.9bc | 37.9 ± 19.6ab | 13.6 ± 4.0 | 407 ± 421b |
Table 1 Environmental factors, species and abundance of zooplankton in water sources rivers of Zhejiang from 2010 to 2014 (mean ± SD)
月份 Month | 采样站 Station | pH | 溶解氧 Dissolved oxygen (mg/L) | 总氮 Total nitrogen (mg/L) | 总磷 Total phosphorus (mg/L) | 氨氮 NH4+-N (mg/L) | 氮磷比 N∶P | 藻类密度 Algal density (× 104 ind./L) | 种类数 No. of species | 丰度 Abundance (ind./L) |
---|---|---|---|---|---|---|---|---|---|---|
1 | H1 | 7.43 ± 0.11 | 4.92 ± 1.62b | 6.29 ± 1.13a | 0.235 ± 0.084b | 2.35 ± 0.81a | 30.0 ± 11.5a | 21.2 ± 20.6b | 19.4 ± 3.4 | 684 ± 548ab |
H2 | 7.50 ± 0.23 | 6.66 ± 2.47a | 4.57 ± 1.78abc | 0.280 ± 0.157b | 1.94 ± 1.19ab | 17.9 ± 4.7bc | 54.9 ± 70.1ab | 14.0 ± 4.8 | 293 ± 533b | |
4 | H1 | 7.41 ± 0.23 | 4.06 ± 1.38b | 5.50 ± 1.43ab | 0.262 ± 0.097b | 2.44 ± 0.98a | 25.1 ± 14.4ab | 66.6 ± 60.8ab | 15.4 ± 2.7 | 1,693 ± 1,192ab |
H2 | 7.50 ± 0.16 | 6.58 ± 0.70a | 5.33 ± 1.38ab | 0.276 ± 0.119b | 1.19 ± 0.88bc | 22.0 ± 8.8ab | 115.1 ± 126.2a | 16.2 ± 3.3 | 942 ± 846ab | |
7 | H1 | 7.33 ± 0.11 | 2.84 ± 1.69b | 3.96 ± 1.48bc | 0.449 ± 0.088a | 1.88 ± 0.97ab | 8.8 ± 2.4c | 44.0 ± 67.9ab | 22.0 ± 5.1 | 2,419 ± 2,681a |
H2 | 7.46 ± 0.19 | 6.96 ± 2.61a | 3.84 ± 1.57bc | 0.433 ± 0.084a | 0.66 ± 0.47c | 9.0 ± 3.2c | 32.8 ± 21.3b | 21.0 ± 7.7 | 1,762 ± 2,132ab | |
10 | H1 | 7.30 ± 0.13 | 3.45 ± 1.15b | 3.39 ± 1.59c | 0.201 ± 0.047b | 0.96 ± 0.61bc | 16.3 ± 4.8bc | 26.9 ± 23.0b | 22.8 ± 6.6 | 508 ± 395b |
H2 | 7.44 ± 0.21 | 6.18 ± 1.53a | 2.97 ± 1.52c | 0.170 ± 0.066b | 0.26 ± 0.13c | 18.6 ± 9.9bc | 37.9 ± 19.6ab | 13.6 ± 4.0 | 407 ± 421b |
Fig. 3 Species richness of zooplankton, Shannon-Wiener diversity index of rotifers and size diversity index of crustaceans in the water sources rivers of Zhejiang from 2010 to 2014
季节 Season | 项目 Items | 样本数 n | 多元回归方程 Multiple regression equation | 重要因子 Important factor | R | P | |
---|---|---|---|---|---|---|---|
决策因子 Deciding factor | 限制因子 Limiting factor | ||||||
冬季 Winter | d | 10 | - | ||||
H′ | 10 | H′ = 4.67 + 0.71TN - 13.45TP - 0.13N∶P | NH4+-N (0.532) | N∶P (-4.569) | 0.903 | 0.0130 | |
Hs | 10 | Hs = 1.89 - 0.21TN + 0.38NH4+-N + 0.04N∶P -0.01PD | TN (-1.342) | 0.987 | 0.0005 | ||
春季 Spring | d | 10 | - | ||||
H′ | 10 | H′ = 1.75 + 0.26TN - 0.13NH4+-N - 0.02N∶P | N∶P (0.388) | 0.868 | 0.0295 | ||
Hs | 10 | - | |||||
夏季 Summer | d | 10 | d = -57.11 + 8.70pH - 0.38DO - 4.39TP - 0.01PD | DO (-1.351) | 0.898 | 0.0493 | |
H′ | 10 | H′ = 0.28 + 0.13DO + 2.92TP + 0.002PD | DO (0.706) | 0.968 | 0.0006 | ||
Hs | 10 | Hs = 2.96 - 0.12DO | 0.680 | 0.0307 | |||
秋季 Autumn | d | 10 | - | ||||
H′ | 10 | H′ = 2.21 + 0.65TN - 0.07N∶P - 0.03PD | PD (0.109) | 0.863 | 0.0326 | ||
Hs | 10 | - |
Table 2 Multiple stepwise regression equations between diversity indices (d, H′, Hs) of zooplankton and water environmental factors in the rivers
季节 Season | 项目 Items | 样本数 n | 多元回归方程 Multiple regression equation | 重要因子 Important factor | R | P | |
---|---|---|---|---|---|---|---|
决策因子 Deciding factor | 限制因子 Limiting factor | ||||||
冬季 Winter | d | 10 | - | ||||
H′ | 10 | H′ = 4.67 + 0.71TN - 13.45TP - 0.13N∶P | NH4+-N (0.532) | N∶P (-4.569) | 0.903 | 0.0130 | |
Hs | 10 | Hs = 1.89 - 0.21TN + 0.38NH4+-N + 0.04N∶P -0.01PD | TN (-1.342) | 0.987 | 0.0005 | ||
春季 Spring | d | 10 | - | ||||
H′ | 10 | H′ = 1.75 + 0.26TN - 0.13NH4+-N - 0.02N∶P | N∶P (0.388) | 0.868 | 0.0295 | ||
Hs | 10 | - | |||||
夏季 Summer | d | 10 | d = -57.11 + 8.70pH - 0.38DO - 4.39TP - 0.01PD | DO (-1.351) | 0.898 | 0.0493 | |
H′ | 10 | H′ = 0.28 + 0.13DO + 2.92TP + 0.002PD | DO (0.706) | 0.968 | 0.0006 | ||
Hs | 10 | Hs = 2.96 - 0.12DO | 0.680 | 0.0307 | |||
秋季 Autumn | d | 10 | - | ||||
H′ | 10 | H′ = 2.21 + 0.65TN - 0.07N∶P - 0.03PD | PD (0.109) | 0.863 | 0.0326 | ||
Hs | 10 | - |
因子 Factor | 相关系数 Correlative coefficient | 直接作用系数 Direct path coefficient | 间接作用系数之和 Total of indirect path coefficient | 间接作用系数 Indirect path coefficient | |||
---|---|---|---|---|---|---|---|
→Total nitrogen | →Total phosphorus | →NH4+-N | →N∶P | ||||
Total nitrogen | 0.093 (0.565) | 1.683 (0.784) | -1.590 (-0.219) | -0.845 | (-0.226) | -0.745 (0.007) | |
Total phosphorus | -0.467 | -2.322 | 1.856 | 0.612 | 1.244 | ||
NH4+-N | (0.267) | (-0.325) | (0.592) | (0.544) | (0.047) | ||
N∶P | 0.222 (-0.623) | -1.927 (-0.638) | 2.149 (0.015) | 0.651 (-0.009) | 1.498 | (0.024) |
Table 3 Results of correlation and path analysis between Shannon-Wiener diversity index (H′) of rotifers and main environmental factors in winter (spring)
因子 Factor | 相关系数 Correlative coefficient | 直接作用系数 Direct path coefficient | 间接作用系数之和 Total of indirect path coefficient | 间接作用系数 Indirect path coefficient | |||
---|---|---|---|---|---|---|---|
→Total nitrogen | →Total phosphorus | →NH4+-N | →N∶P | ||||
Total nitrogen | 0.093 (0.565) | 1.683 (0.784) | -1.590 (-0.219) | -0.845 | (-0.226) | -0.745 (0.007) | |
Total phosphorus | -0.467 | -2.322 | 1.856 | 0.612 | 1.244 | ||
NH4+-N | (0.267) | (-0.325) | (0.592) | (0.544) | (0.047) | ||
N∶P | 0.222 (-0.623) | -1.927 (-0.638) | 2.149 (0.015) | 0.651 (-0.009) | 1.498 | (0.024) |
因子 Factor | 相关系数 Correlative coefficient | 直接作用系数 Direct path coefficient | 间接作用系数之和 Total of indirect path coefficient | 间接作用系数 Indirect path coefficient | |||
---|---|---|---|---|---|---|---|
→Total nitrogen | →NH4+-N | →N∶P | →PD | ||||
Total nitrogen | 0.763 | -0.624 | 1.387 | 0.376 | 0.311 | 0.699 | |
NH4+-N | 0.732 | 0.674 | 0.058 | -0.348 | -0.097 | 0.503 | |
N∶P | 0.352 | 0.806 | -0.454 | -0.241 | -0.081 | -0.132 | |
PD | -0.719 | -0.937 | 0.218 | 0.466 | -0.362 | 0.113 |
Table 4 Results of correlation and path analysis between size diversity index (Hs) of crustaceans and main environmental factors in winter
因子 Factor | 相关系数 Correlative coefficient | 直接作用系数 Direct path coefficient | 间接作用系数之和 Total of indirect path coefficient | 间接作用系数 Indirect path coefficient | |||
---|---|---|---|---|---|---|---|
→Total nitrogen | →NH4+-N | →N∶P | →PD | ||||
Total nitrogen | 0.763 | -0.624 | 1.387 | 0.376 | 0.311 | 0.699 | |
NH4+-N | 0.732 | 0.674 | 0.058 | -0.348 | -0.097 | 0.503 | |
N∶P | 0.352 | 0.806 | -0.454 | -0.241 | -0.081 | -0.132 | |
PD | -0.719 | -0.937 | 0.218 | 0.466 | -0.362 | 0.113 |
因子 Factor | 相关系数 Correlative coefficient | 直接作用系数 Direct path coefficient | 间接作用系数之和 Total of indirect path coefficient | 间接作用系数 Indirect path coefficient | |||
---|---|---|---|---|---|---|---|
→pH | →Dissolved oxygen | →Total phosphorus | →PD | ||||
pH | 0.401 | 1.473 | -1.072 | -1.004 | 0.069 | -0.137 | |
Dissolved oxygen | -0.034 (0.840) | -1.197 (0.842) | 1.163 (-0.002) | 1.235 | 0.047 (-0.066) | -0.119 (0.064) | |
Total phosphorus | -0.351 (0.331) | -0.370 (0.513) | 0.019 (-0.182) | -0.273 | 0.153 (-0.108) | 0.139 (-0.074) | |
PD | -0.115 (0.285) | -0.395 (0.211) | 0.280 (-0.074) | 0.511 | -0.361 (0.254) | 0.130 (-0.180) |
Table 5 Results of correlation and path analysis between species richness of zooplankton (H′ indexes of rotifers) and main environmental factors in summer
因子 Factor | 相关系数 Correlative coefficient | 直接作用系数 Direct path coefficient | 间接作用系数之和 Total of indirect path coefficient | 间接作用系数 Indirect path coefficient | |||
---|---|---|---|---|---|---|---|
→pH | →Dissolved oxygen | →Total phosphorus | →PD | ||||
pH | 0.401 | 1.473 | -1.072 | -1.004 | 0.069 | -0.137 | |
Dissolved oxygen | -0.034 (0.840) | -1.197 (0.842) | 1.163 (-0.002) | 1.235 | 0.047 (-0.066) | -0.119 (0.064) | |
Total phosphorus | -0.351 (0.331) | -0.370 (0.513) | 0.019 (-0.182) | -0.273 | 0.153 (-0.108) | 0.139 (-0.074) | |
PD | -0.115 (0.285) | -0.395 (0.211) | 0.280 (-0.074) | 0.511 | -0.361 (0.254) | 0.130 (-0.180) |
因子 Factor | 相关系数 Correlative coefficient | 直接作用 Direct path coefficient | 间接作用之和 Total of indirect path coefficient | 间接作用 Indirect path coefficient | ||
---|---|---|---|---|---|---|
→Total nitrogen | →N∶P | →PD | ||||
Total nitrogen | 0.455 | 1.088 | -0.633 | -0.352 | -0.281 | |
N∶P | 0.179 | -0.468 | 0.647 | 0.818 | -0.170 | |
PD | -0.447 | -0.748 | 0.301 | 0.408 | -0.106 |
Table 6 Results of correlation and path analysis between Shannon-Wiener diversity index (H′) of rotifers and main environmental factors in autumn
因子 Factor | 相关系数 Correlative coefficient | 直接作用 Direct path coefficient | 间接作用之和 Total of indirect path coefficient | 间接作用 Indirect path coefficient | ||
---|---|---|---|---|---|---|
→Total nitrogen | →N∶P | →PD | ||||
Total nitrogen | 0.455 | 1.088 | -0.633 | -0.352 | -0.281 | |
N∶P | 0.179 | -0.468 | 0.647 | 0.818 | -0.170 | |
PD | -0.447 | -0.748 | 0.301 | 0.408 | -0.106 |
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