Biodiv Sci ›› 2018, Vol. 26 ›› Issue (9): 941-950. DOI: 10.17520/biods.2018125
• Original Papers: Animal Diversity • Previous Articles Next Articles
Bo Wang1,4, Yong Huang2, Jiatang Li3, Qiang Dai3, Yuezhao Wang3, Daode Yang1,*()
Received:
2018-04-22
Accepted:
2018-07-05
Online:
2018-09-20
Published:
2019-01-05
Contact:
Yang Daode
About author:
# Co-first authors
Bo Wang, Yong Huang, Jiatang Li, Qiang Dai, Yuezhao Wang, Daode Yang. Amphibian species richness patterns in karst regions in Southwest China and its environmental associations[J]. Biodiv Sci, 2018, 26(9): 941-950.
相关假说 Hypothesis | 环境变量 Environmental variable | 变量缩写 Abbreviation |
---|---|---|
能量假说 Energy availability | 年均温度 Annual mean temperature (℃) | BIO1 |
平均日温差 Mean diurnal range (℃) | BIO2 | |
等温性 Isothermality (℃) | BIO3 | |
季节性温度变化 Temperature seasonality | BIO4 | |
最高气温 Max temperature of warmest month (℃) | BIO5 | |
最低气温 Min temperature of coldest month (℃) | BIO6 | |
年均温差 Temperature annual range (℃) | BIO7 | |
最湿季平均温度 Mean temperature of wettest quarter (℃) | BIO8 | |
最干季平均温度 Mean temperature of driest quarter (℃) | BIO9 | |
最暖季平均温度 Mean temperature of warmest quarter (℃) | BIO10 | |
最冷季平均温度 Mean temperature of coldest quarter (℃) | BIO11 | |
年均日照时数(白昼长的百分比) Mean annual sunshine (percent of daylength) | SUNP | |
年均霜日频率 Mean annual frost-day frequency (days) | FF | |
年均潜在蒸散量 Mean annual potential evapotranspiration (mm/yr) | PET | |
年均风速 Mean annual wind speed (m/s) | WIND | |
水分假说 Water availability | 年均降雨量 Annual precipitation (mm/yr) | BIO12 |
最湿月平均降雨量 Precipitation of wettest month (mm/yr) | BIO13 | |
最干月平均降雨量 Precipitation of driest month (mm/yr) | BIO14 | |
季节性降雨量 Precipitation seasonality | BIO15 | |
最湿季平均降雨量 Precipitation of wettest quarter (mm/yr) | BIO16 | |
最干季平均降雨量 Precipitation of driest quarter (mm/yr) | BIO17 | |
最暖季平均降雨量 Precipitation of warmest quarter (mm/yr) | BIO18 | |
最冷季平均降雨量 Precipitation of coldest quarter (mm/yr) | BIO19 | |
年均相对湿度 Mean annual relative humidity (%) | REH | |
生产力假说 Productive energy | 归一化植被指数 Normalized difference vegetation index | NDVI |
年均实际蒸散量 Mean annual actual evapotranspiration (mm/yr) | AET | |
年均太阳辐射量 Mean annual solar radiation (W/m2) | RAD | |
生境异质性 假说 Habitat heterogeneity | 海拔 Elevation | ELE |
植被类型数 Vegetation (number of vegetation classes/quadrat) | VEG | |
地貌类型 Landform | LANDF |
Table 1 Environmental variables represented by the four hypotheses
相关假说 Hypothesis | 环境变量 Environmental variable | 变量缩写 Abbreviation |
---|---|---|
能量假说 Energy availability | 年均温度 Annual mean temperature (℃) | BIO1 |
平均日温差 Mean diurnal range (℃) | BIO2 | |
等温性 Isothermality (℃) | BIO3 | |
季节性温度变化 Temperature seasonality | BIO4 | |
最高气温 Max temperature of warmest month (℃) | BIO5 | |
最低气温 Min temperature of coldest month (℃) | BIO6 | |
年均温差 Temperature annual range (℃) | BIO7 | |
最湿季平均温度 Mean temperature of wettest quarter (℃) | BIO8 | |
最干季平均温度 Mean temperature of driest quarter (℃) | BIO9 | |
最暖季平均温度 Mean temperature of warmest quarter (℃) | BIO10 | |
最冷季平均温度 Mean temperature of coldest quarter (℃) | BIO11 | |
年均日照时数(白昼长的百分比) Mean annual sunshine (percent of daylength) | SUNP | |
年均霜日频率 Mean annual frost-day frequency (days) | FF | |
年均潜在蒸散量 Mean annual potential evapotranspiration (mm/yr) | PET | |
年均风速 Mean annual wind speed (m/s) | WIND | |
水分假说 Water availability | 年均降雨量 Annual precipitation (mm/yr) | BIO12 |
最湿月平均降雨量 Precipitation of wettest month (mm/yr) | BIO13 | |
最干月平均降雨量 Precipitation of driest month (mm/yr) | BIO14 | |
季节性降雨量 Precipitation seasonality | BIO15 | |
最湿季平均降雨量 Precipitation of wettest quarter (mm/yr) | BIO16 | |
最干季平均降雨量 Precipitation of driest quarter (mm/yr) | BIO17 | |
最暖季平均降雨量 Precipitation of warmest quarter (mm/yr) | BIO18 | |
最冷季平均降雨量 Precipitation of coldest quarter (mm/yr) | BIO19 | |
年均相对湿度 Mean annual relative humidity (%) | REH | |
生产力假说 Productive energy | 归一化植被指数 Normalized difference vegetation index | NDVI |
年均实际蒸散量 Mean annual actual evapotranspiration (mm/yr) | AET | |
年均太阳辐射量 Mean annual solar radiation (W/m2) | RAD | |
生境异质性 假说 Habitat heterogeneity | 海拔 Elevation | ELE |
植被类型数 Vegetation (number of vegetation classes/quadrat) | VEG | |
地貌类型 Landform | LANDF |
环境变量 Enviromental predictor | AICc | ΔAICc | Wi | t | R2 | P |
---|---|---|---|---|---|---|
年均降雨量 Annual precipitation (mm/yr) | 41,710 | 0 | 1 | 48.465 | 0.232 | < 0.001 |
最干月平均降雨量 Precipitation of driest month (mm/yr) | 41,820 | 110 | 0 | 46.963 | 0.221 | < 0.001 |
日照时数(白昼长的百分比) Mean annual sunshine (percent of daylength) | 43,021 | 1,311 | 0 | -27.903 | 0.091 | 0 |
年均实际蒸散量 Mean annual actual evapotranspiration (mm/yr) | 43,071 | 1,361 | 0 | 26.895 | 0.085 | < 0.001 |
年均相对湿度 Mean annual relative humidity (%) | 43,479 | 1,769 | 0 | 17.021 | 0.036 | 0 |
年均风速 Mean annual wind speed | 43,666 | 1,956 | 0 | -9.861 | 0.012 | < 0.001 |
年均潜在蒸散量 Mean annual potential evapotranspiration (mm/yr) | 43,753 | 2,043 | 0 | 3.129 | 0.001 | 0.002 |
年均温度 Annual mean temperature (℃) | 43,568 | 1,858 | 0 | 14.043 | 0.025 | < 0.001 |
植被类型数 Vegetation (number of vegetation classes/quadrat) | 43,758 | 2,048 | 0 | -2.251 | < 0.001 | 0.024 |
归一化植被指数 Normalized difference vegetation index | 43,761 | 2,051 | 0 | 1.38 | < 0.001 | 0.168 |
年均太阳辐射量 Mean annual solar radiation (W/m2) | 43,761 | 2,051 | 0 | -1.453 | < 0.001 | 0.146 |
Table 2 Standardized regression coefficients of linear regression, t statistics, R2 and associated P-values for amphibian species richness against environmental predictors
环境变量 Enviromental predictor | AICc | ΔAICc | Wi | t | R2 | P |
---|---|---|---|---|---|---|
年均降雨量 Annual precipitation (mm/yr) | 41,710 | 0 | 1 | 48.465 | 0.232 | < 0.001 |
最干月平均降雨量 Precipitation of driest month (mm/yr) | 41,820 | 110 | 0 | 46.963 | 0.221 | < 0.001 |
日照时数(白昼长的百分比) Mean annual sunshine (percent of daylength) | 43,021 | 1,311 | 0 | -27.903 | 0.091 | 0 |
年均实际蒸散量 Mean annual actual evapotranspiration (mm/yr) | 43,071 | 1,361 | 0 | 26.895 | 0.085 | < 0.001 |
年均相对湿度 Mean annual relative humidity (%) | 43,479 | 1,769 | 0 | 17.021 | 0.036 | 0 |
年均风速 Mean annual wind speed | 43,666 | 1,956 | 0 | -9.861 | 0.012 | < 0.001 |
年均潜在蒸散量 Mean annual potential evapotranspiration (mm/yr) | 43,753 | 2,043 | 0 | 3.129 | 0.001 | 0.002 |
年均温度 Annual mean temperature (℃) | 43,568 | 1,858 | 0 | 14.043 | 0.025 | < 0.001 |
植被类型数 Vegetation (number of vegetation classes/quadrat) | 43,758 | 2,048 | 0 | -2.251 | < 0.001 | 0.024 |
归一化植被指数 Normalized difference vegetation index | 43,761 | 2,051 | 0 | 1.38 | < 0.001 | 0.168 |
年均太阳辐射量 Mean annual solar radiation (W/m2) | 43,761 | 2,051 | 0 | -1.453 | < 0.001 | 0.146 |
Fig. 1 Species distribution modeling of amphibians in Southwest China, based on (A) the raw data of museum collections data and (B) MaxEnt species distribution modeling. The area of each cell is 10 km × 10 km. Blank cells have no specimen based on the major collections.
假说 Hypothesis | R2 | AICc | ΔAICc | K | Wi |
---|---|---|---|---|---|
生产力假说 Productivity energy | 0.004 | 6,908 | 4,268 | 4 | 0 |
生境异质性假说 Habitat heterogeneity | 0.005 | 6,898 | 4,258 | 3 | 0 |
能量假说 Ambient energy | 0.173 | 5,462 | 2,822 | 5 | 0 |
水分-能量假说 Water-energy balance hypothesis | 0.34 | 3,706 | 1,066 | 4 | 0 |
混合模型 Mixed model* | 0.425 | 2,640 | 0 | 12 | 1 |
Table 3 AICc value and adjusted R2 value for each hypothesis based on model selection approach
假说 Hypothesis | R2 | AICc | ΔAICc | K | Wi |
---|---|---|---|---|---|
生产力假说 Productivity energy | 0.004 | 6,908 | 4,268 | 4 | 0 |
生境异质性假说 Habitat heterogeneity | 0.005 | 6,898 | 4,258 | 3 | 0 |
能量假说 Ambient energy | 0.173 | 5,462 | 2,822 | 5 | 0 |
水分-能量假说 Water-energy balance hypothesis | 0.34 | 3,706 | 1,066 | 4 | 0 |
混合模型 Mixed model* | 0.425 | 2,640 | 0 | 12 | 1 |
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