Biodiv Sci ›› 2022, Vol. 30 ›› Issue (5): 21332. DOI: 10.17520/biods.2021332
Special Issue: 昆虫多样性与生态功能
• Original Papers: Animal Diversity • Previous Articles Next Articles
Fei Fu1, Huiyu Wei2, Yuteng Chang1, Beixin Wang1, Kai Chen1,*()
Received:
2021-08-21
Accepted:
2022-01-08
Online:
2022-05-20
Published:
2022-01-10
Contact:
Kai Chen
Fei Fu, Huiyu Wei, Yuteng Chang, Beixin Wang, Kai Chen. Elevational patterns of life history and ecological trait diversity of aquatic insects in the middle of the Lancang River: The effects of climate and land use variables[J]. Biodiv Sci, 2022, 30(5): 21332.
环境变量 Environmental variables | 平均值 Mean | 标准差 SD | 最小值 Min | 最大值 Max |
---|---|---|---|---|
海拔 Elevation (m) | 2,030 | 480 | 1,274 | 2,899 |
森林面积百分比 % forest area | 75.5 | 16.0 | 21.6 | 98.4 |
农业面积百分比 % agriculture area | 1.3 | 4.7 | 0.0 | 32.0 |
不透水面积百分比 % impervious area | 0.08 | 0.4 | 0.0 | 3.0 |
年平均气温 Annual mean temperature (℃) (BIO 1) | 10.3 | 3.0 | 2.4 | 16.4 |
季节性气温变异(标准差 × 100) Temperature seasonality (standard deviation × 100) (BIO 4) | 494.5 | 42.9 | 430.1 | 594.7 |
气温年较差 Temperature annual range (℃) (BIO 7) | 23.5 | 0.9 | 21.7 | 26.3 |
年平均降水量 Annual precipitation (mm) (BIO 12) | 920.6 | 101.4 | 649.4 | 1,232.5 |
季节性降水变异(变异系数) Precipitation seasonality (Coefficient of variation) (BIO 15) | 62.0 | 2.2 | 58.0 | 70.9 |
Table 1 Summary of environmental variables across stream sites collected in the study area
环境变量 Environmental variables | 平均值 Mean | 标准差 SD | 最小值 Min | 最大值 Max |
---|---|---|---|---|
海拔 Elevation (m) | 2,030 | 480 | 1,274 | 2,899 |
森林面积百分比 % forest area | 75.5 | 16.0 | 21.6 | 98.4 |
农业面积百分比 % agriculture area | 1.3 | 4.7 | 0.0 | 32.0 |
不透水面积百分比 % impervious area | 0.08 | 0.4 | 0.0 | 3.0 |
年平均气温 Annual mean temperature (℃) (BIO 1) | 10.3 | 3.0 | 2.4 | 16.4 |
季节性气温变异(标准差 × 100) Temperature seasonality (standard deviation × 100) (BIO 4) | 494.5 | 42.9 | 430.1 | 594.7 |
气温年较差 Temperature annual range (℃) (BIO 7) | 23.5 | 0.9 | 21.7 | 26.3 |
年平均降水量 Annual precipitation (mm) (BIO 12) | 920.6 | 101.4 | 649.4 | 1,232.5 |
季节性降水变异(变异系数) Precipitation seasonality (Coefficient of variation) (BIO 15) | 62.0 | 2.2 | 58.0 | 70.9 |
性状 Trait | 性状类别 Trait modality |
---|---|
生活史性状 Life history | |
化性 Voltinism | 少于1世代 Semivoltine |
1世代 Univoltine | |
多于1世代 Bi- & multi-voltine | |
生活史快慢 Development | 快季节性 Fast seasonal |
慢季节性 Slow seasonal | |
无季节性 Nonseasonal | |
成虫寿命 Adult life span | 极短 Very short |
短 Short | |
长 Long | |
生态学性状 Ecological traits | |
营养习性 Trophic habit | 集食者 Collector-gatherer |
滤食者 Collector-filterer | |
植食者 Herbivore | |
捕食者 Predator | |
撕食者 Shredder | |
生活习性 Habit | 掘穴者 Burrower |
攀附者 Climber | |
爬行者 Sprawler | |
附着者 Clinger | |
游泳者 Swimmer | |
温度偏好 Thermal preference | 喜凉 Cold-cool |
广温 Cool-warm | |
喜温 Warm |
Table 2 Life history and ecological traits and trait modalities of aquatic insects
性状 Trait | 性状类别 Trait modality |
---|---|
生活史性状 Life history | |
化性 Voltinism | 少于1世代 Semivoltine |
1世代 Univoltine | |
多于1世代 Bi- & multi-voltine | |
生活史快慢 Development | 快季节性 Fast seasonal |
慢季节性 Slow seasonal | |
无季节性 Nonseasonal | |
成虫寿命 Adult life span | 极短 Very short |
短 Short | |
长 Long | |
生态学性状 Ecological traits | |
营养习性 Trophic habit | 集食者 Collector-gatherer |
滤食者 Collector-filterer | |
植食者 Herbivore | |
捕食者 Predator | |
撕食者 Shredder | |
生活习性 Habit | 掘穴者 Burrower |
攀附者 Climber | |
爬行者 Sprawler | |
附着者 Clinger | |
游泳者 Swimmer | |
温度偏好 Thermal preference | 喜凉 Cold-cool |
广温 Cool-warm | |
喜温 Warm |
Fig. 2 The relationship between community-level weighted means (CWM) of aquatic insect life history traits and elevation. Black solid line indicates significant (P < 0.05) or highly significant (P <0.01) linear or quadratic relationships, black dotted line indicates non-significant (P > 0.05) relationships. The grey area indicates 95% confidence interval for the selected linear or quadratic model.
Fig. 3 The relationship between community-level weighted means (CWM) of aquatic insect ecological traits and elevation. Black solid line indicates significant (P < 0.05) or highly significant (P < 0.01) linear or quadratic relationships, black dotted line indicates non-significant (P > 0.05) relationships. The grey area indicates 95% confidence interval for the selected linear or quadratic model.
性状 Trait | 性状类别 Trait modality | 解释量 RF % variation | 解释变量 Explanatory variables |
---|---|---|---|
生活史性状 | |||
生活史快慢 Development | 快季节性 Fast seasonal | 25.7 | 森林面积百分比 + 年平均气温+ 年平均降水量 % forest area + BIO 1 + BIO 12 |
无季节性 Nonseasonal | 19.3 | 森林面积百分比 % forest area | |
慢季节性 Slow seasonal | 28.8 | 年平均气温 + 年平均降水量 + 农业面积百分比 BIO 1 + BIO 12 + % agriculture area | |
成虫寿命 Adult life span | 长 Long | 20.6 | 森林面积百分比 % forest area |
短 Short | 31.0 | 农业面积百分比 + 年平均气温 + 年平均降水量 + 季节性降水变异(变异系数) % agriculture area + BIO 1 + BIO 12 + BIO 15 | |
极短 Very short | 25.8 | 森林面积百分比 + 年平均气温 + 年平均降水量 % forest area + BIO 1 + BIO12 | |
化性 Voltinism | 多于1世代 Bi- & multi-voltine | 16.8 | 不透水面积百分比 + 年平均气温 + 农业面积百分比 + 季节性降水变异(变异系数) % impervious area + BIO 1 + % agriculture area + BIO 15 |
少于1世代 Semivoltine | 10.4 | 森林面积百分比 + 季节性降水变异(变异系数) + 农业面积百分比 % forest area + BIO 15 + % agriculture area | |
1世代 Univoltine | 16.9 | 年平均气温 + 不透水面积百分比 + 农业面积百分比 + 年平均降水量 BIO 1 + % impervious area + % agriculture area + BIO 12 | |
生态学性状 | |||
生活习性 Habit | 掘穴者 Burrower | 3.9 | 不透水面积百分比 + 年平均降水量 % impervious area + BIO 12 |
攀附者 Climber | 0 | NA | |
附着者 Clinger | 1.0 | 年平均气温 BIO 1 | |
爬行者 Sprawler | 11.5 | 农业面积百分比 + 年平均气温 + 气温年较差 % agriculture area + BIO 1 + BIO 7 | |
游泳者 Swimmer | 0 | NA | |
温度偏好 Thermal preference | 喜凉 Cold-cool | 6.3 | 年平均气温 + 不透水面积百分比 + 农业面积百分比 + 季节性降水变异(变异系数) BIO 1 + % impervious area + % agriculture area + BIO 15 |
广温 Cool-warm | 5.0 | 年平均气温 + 季节性降水变异(变异系数) + 年平均降水量 + 森林面积百分比 BIO 1 + BIO 15 + BIO 12 + % forest area | |
喜温 Warm | 0.9 | 不透水面积百分比 % impervious area | |
营养习性 Trophic habit | 滤食者 Collector-filterer | 15.6 | 农业面积百分比 + 年平均降水量 + 季节性降水变异(变异系数) % agriculture area + BIO 12 + BIO 15 |
集食者 Collector-gatherer | 7.5 | 农业面积百分比 + 不透水面积百分比 % agriculture area + % impervious area | |
植食者 Herbivore | 10.2 | 年平均气温 + 季节性气温变异(标准差 × 100) + 年平均降水量 + 农业面积百分比 BIO 1 + BIO 4 + BIO 12 + % agriculture area | |
捕食者 Predator | 18.5 | 季节性降水变异(变异系数) + 农业面积百分比 BIO 15 + % agriculture area | |
撕食者 Shredder | 17.8 | 农业面积百分比 + 季节性降水变异(变异系数) + 年平均气温 % agriculture area + BIO 15 + BIO 1 |
Table 3 Random forest model based responses of community-level weighted means (CWM) of aquatic insect life history and ecological traits to the climatic and land use variables. RF % variation = % variation of each CWM explained in a random forest model. Explanatory variables are arranged by variable importance with decreasing importance from left to right.
性状 Trait | 性状类别 Trait modality | 解释量 RF % variation | 解释变量 Explanatory variables |
---|---|---|---|
生活史性状 | |||
生活史快慢 Development | 快季节性 Fast seasonal | 25.7 | 森林面积百分比 + 年平均气温+ 年平均降水量 % forest area + BIO 1 + BIO 12 |
无季节性 Nonseasonal | 19.3 | 森林面积百分比 % forest area | |
慢季节性 Slow seasonal | 28.8 | 年平均气温 + 年平均降水量 + 农业面积百分比 BIO 1 + BIO 12 + % agriculture area | |
成虫寿命 Adult life span | 长 Long | 20.6 | 森林面积百分比 % forest area |
短 Short | 31.0 | 农业面积百分比 + 年平均气温 + 年平均降水量 + 季节性降水变异(变异系数) % agriculture area + BIO 1 + BIO 12 + BIO 15 | |
极短 Very short | 25.8 | 森林面积百分比 + 年平均气温 + 年平均降水量 % forest area + BIO 1 + BIO12 | |
化性 Voltinism | 多于1世代 Bi- & multi-voltine | 16.8 | 不透水面积百分比 + 年平均气温 + 农业面积百分比 + 季节性降水变异(变异系数) % impervious area + BIO 1 + % agriculture area + BIO 15 |
少于1世代 Semivoltine | 10.4 | 森林面积百分比 + 季节性降水变异(变异系数) + 农业面积百分比 % forest area + BIO 15 + % agriculture area | |
1世代 Univoltine | 16.9 | 年平均气温 + 不透水面积百分比 + 农业面积百分比 + 年平均降水量 BIO 1 + % impervious area + % agriculture area + BIO 12 | |
生态学性状 | |||
生活习性 Habit | 掘穴者 Burrower | 3.9 | 不透水面积百分比 + 年平均降水量 % impervious area + BIO 12 |
攀附者 Climber | 0 | NA | |
附着者 Clinger | 1.0 | 年平均气温 BIO 1 | |
爬行者 Sprawler | 11.5 | 农业面积百分比 + 年平均气温 + 气温年较差 % agriculture area + BIO 1 + BIO 7 | |
游泳者 Swimmer | 0 | NA | |
温度偏好 Thermal preference | 喜凉 Cold-cool | 6.3 | 年平均气温 + 不透水面积百分比 + 农业面积百分比 + 季节性降水变异(变异系数) BIO 1 + % impervious area + % agriculture area + BIO 15 |
广温 Cool-warm | 5.0 | 年平均气温 + 季节性降水变异(变异系数) + 年平均降水量 + 森林面积百分比 BIO 1 + BIO 15 + BIO 12 + % forest area | |
喜温 Warm | 0.9 | 不透水面积百分比 % impervious area | |
营养习性 Trophic habit | 滤食者 Collector-filterer | 15.6 | 农业面积百分比 + 年平均降水量 + 季节性降水变异(变异系数) % agriculture area + BIO 12 + BIO 15 |
集食者 Collector-gatherer | 7.5 | 农业面积百分比 + 不透水面积百分比 % agriculture area + % impervious area | |
植食者 Herbivore | 10.2 | 年平均气温 + 季节性气温变异(标准差 × 100) + 年平均降水量 + 农业面积百分比 BIO 1 + BIO 4 + BIO 12 + % agriculture area | |
捕食者 Predator | 18.5 | 季节性降水变异(变异系数) + 农业面积百分比 BIO 15 + % agriculture area | |
撕食者 Shredder | 17.8 | 农业面积百分比 + 季节性降水变异(变异系数) + 年平均气温 % agriculture area + BIO 15 + BIO 1 |
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