Chin J Plant Ecol ›› 2022, Vol. 46 ›› Issue (1): 40-50.DOI: 10.17521/cjpe.2021.0241
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Yang ZHANG1, Ming-Tai AN1,*(), Jian-Yong WU2, Feng LIU1, Wei WANG1
Received:
2021-06-29
Accepted:
2021-09-07
Online:
2022-01-20
Published:
2022-04-13
Contact:
Ming-Tai AN
Supported by:
Yang ZHANG, Ming-Tai AN, Jian-Yong WU, Feng LIU, Wei WANG. Geographical distribution pattern and dominant climatic factors of the Paphiopedilum Subgen. Brachypetalum in China[J]. Chin J Plant Ecol, 2022, 46(1): 40-50.
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URL: https://www.plant-ecology.com/EN/10.17521/cjpe.2021.0241
气候因子 Climatic factor | 气候因子 Climatic factor |
---|---|
bio1 年平均气温 Annual mean temperature | bio12 年降水量 Annual precipitation |
bio2 昼夜温差月均值 Monthly mean diurnal temperature range | bio13 最湿月降水量 Precipitation of the wettest month |
bio3 等温性 Isothermality | bio14 最干月降水量 Precipitation of the driest month |
bio4 温度季节性变化标准差 Standard deviation of temperature seasonal change | bio15 降水量变异系数 Precipitation variation coefficient |
bio5 最暖月最高气温 Maximum temperature of the warmest month | bio16 最湿季度降水量 Precipitation of the wettest quarter |
bio6 最冷月最低气温 Minimum temperature of the coldest month | bio17 最干季度降水量 Precipitation of the driest quarter |
bio7 年平均气温变化范围 Range of annual temperature | bio18 最暖季度降水量 Precipitation of the warmest quarter |
bio8 最湿季度平均气温 Mean temperature of the wettest quarter | bio19 最冷季度降水量 Precipitation of the coldest quarter |
bio9 最干季度平均气温 Mean temperature of the driest quarter | AET 实际蒸散量 Actual evapotranspiration |
bio10 最暖季度平均气温 Mean temperature of the warmest quarter | PET 潜在蒸散量 Potential evapotranspiration |
bio11 最冷季度平均气温 Mean temperature of the coldest quarter |
Table 1 List of climatic factors in the distribution regions of Paphiopedilum Subgen. Brachypetalum in China
气候因子 Climatic factor | 气候因子 Climatic factor |
---|---|
bio1 年平均气温 Annual mean temperature | bio12 年降水量 Annual precipitation |
bio2 昼夜温差月均值 Monthly mean diurnal temperature range | bio13 最湿月降水量 Precipitation of the wettest month |
bio3 等温性 Isothermality | bio14 最干月降水量 Precipitation of the driest month |
bio4 温度季节性变化标准差 Standard deviation of temperature seasonal change | bio15 降水量变异系数 Precipitation variation coefficient |
bio5 最暖月最高气温 Maximum temperature of the warmest month | bio16 最湿季度降水量 Precipitation of the wettest quarter |
bio6 最冷月最低气温 Minimum temperature of the coldest month | bio17 最干季度降水量 Precipitation of the driest quarter |
bio7 年平均气温变化范围 Range of annual temperature | bio18 最暖季度降水量 Precipitation of the warmest quarter |
bio8 最湿季度平均气温 Mean temperature of the wettest quarter | bio19 最冷季度降水量 Precipitation of the coldest quarter |
bio9 最干季度平均气温 Mean temperature of the driest quarter | AET 实际蒸散量 Actual evapotranspiration |
bio10 最暖季度平均气温 Mean temperature of the warmest quarter | PET 潜在蒸散量 Potential evapotranspiration |
bio11 最冷季度平均气温 Mean temperature of the coldest quarter |
气候因子 Climatic factor | 平均值 Mean | 标准差 Standard deviation | 变异系数 Coefficient of variation (%) | 95%置信区间 95% confidence interval | 最小值 Minimum | 最大值 Maximum | |
---|---|---|---|---|---|---|---|
下限 Lowerbound | 上限 Upperbound | ||||||
bio2 | 8.13 | 0.92 | 11.35 | 8.00 | 8.26 | 6.89 | 12.81 |
bio7 | 23.70 | 2.23 | 9.43 | 23.38 | 24.01 | 19.13 | 28.81 |
bio10 | 23.62 | 2.33 | 9.88 | 23.29 | 23.95 | 12.67 | 28.25 |
bio11 | 9.23 | 2.46 | 26.69 | 8.88 | 9.58 | 1.27 | 15.78 |
bio15 | 75.66 | 8.38 | 11.07 | 74.48 | 76.85 | 58.24 | 95.15 |
bio16 | 673.10 | 95.06 | 14.12 | 659.64 | 686.57 | 464.63 | 1 008.09 |
bio17 | 73.97 | 19.94 | 26.95 | 71.15 | 76.80 | 37.35 | 166.35 |
AI | 26.12 | 2.39 | 9.16 | 25.78 | 26.46 | 18.40 | 36.29 |
Table 2 Descriptive statistics of climatic factors in the distribution regions of Paphiopedilum Subgen. Brachypetalum in China
气候因子 Climatic factor | 平均值 Mean | 标准差 Standard deviation | 变异系数 Coefficient of variation (%) | 95%置信区间 95% confidence interval | 最小值 Minimum | 最大值 Maximum | |
---|---|---|---|---|---|---|---|
下限 Lowerbound | 上限 Upperbound | ||||||
bio2 | 8.13 | 0.92 | 11.35 | 8.00 | 8.26 | 6.89 | 12.81 |
bio7 | 23.70 | 2.23 | 9.43 | 23.38 | 24.01 | 19.13 | 28.81 |
bio10 | 23.62 | 2.33 | 9.88 | 23.29 | 23.95 | 12.67 | 28.25 |
bio11 | 9.23 | 2.46 | 26.69 | 8.88 | 9.58 | 1.27 | 15.78 |
bio15 | 75.66 | 8.38 | 11.07 | 74.48 | 76.85 | 58.24 | 95.15 |
bio16 | 673.10 | 95.06 | 14.12 | 659.64 | 686.57 | 464.63 | 1 008.09 |
bio17 | 73.97 | 19.94 | 26.95 | 71.15 | 76.80 | 37.35 | 166.35 |
AI | 26.12 | 2.39 | 9.16 | 25.78 | 26.46 | 18.40 | 36.29 |
物种 Species | 分布区 Distribution | 海拔范围 Altitude range (m) | 分布点个数 Number of distribution points |
---|---|---|---|
硬叶兜兰 Paphiopedilum micranthum | 黔西南至黔南、黔中、黔东北、桂北、滇东南 Southwestern Guizhou to southern Guizhou, central Guizhou, northeastern Guizhou, northern Guangxi and southeastern Yunnan | 333-1 648 | 77 |
同色兜兰 P. concolor | 广西西南地区一带 Southwestern Guangxi | 155-1 286 | 23 |
麻栗坡兜兰 P. malipoense | 滇东南、黔南、黔西南、桂北 Southeastern Yunnan, southern Guizhou, Southwestern Guizhou and northern Guangxi | 361-1 267 | 20 |
巨瓣兜兰 P. bellatulum | 北盘江流域、黔西南 Beipanjiang River Basin, southwestern Guizhou | 560-1 442 | 39 |
白花兜兰 P. emersonii | 贵州黔南与广西北部地区 Southern Guizhou and northern Guangxi | 259-811 | 14 |
文山兜兰 P. wenshanense | 滇东南 Southeastern Yunnan | 780-1 641 | 8 |
杏黄兜兰 P. armeniacum | 云南怒江流域 Nujiang River Basin in Yunnan | 1 696-2 024 | 13 |
Table 3 Statistical table of natural geographical distribution of Paphiopedilum Subgen. Brachypetalum in China
物种 Species | 分布区 Distribution | 海拔范围 Altitude range (m) | 分布点个数 Number of distribution points |
---|---|---|---|
硬叶兜兰 Paphiopedilum micranthum | 黔西南至黔南、黔中、黔东北、桂北、滇东南 Southwestern Guizhou to southern Guizhou, central Guizhou, northeastern Guizhou, northern Guangxi and southeastern Yunnan | 333-1 648 | 77 |
同色兜兰 P. concolor | 广西西南地区一带 Southwestern Guangxi | 155-1 286 | 23 |
麻栗坡兜兰 P. malipoense | 滇东南、黔南、黔西南、桂北 Southeastern Yunnan, southern Guizhou, Southwestern Guizhou and northern Guangxi | 361-1 267 | 20 |
巨瓣兜兰 P. bellatulum | 北盘江流域、黔西南 Beipanjiang River Basin, southwestern Guizhou | 560-1 442 | 39 |
白花兜兰 P. emersonii | 贵州黔南与广西北部地区 Southern Guizhou and northern Guangxi | 259-811 | 14 |
文山兜兰 P. wenshanense | 滇东南 Southeastern Yunnan | 780-1 641 | 8 |
杏黄兜兰 P. armeniacum | 云南怒江流域 Nujiang River Basin in Yunnan | 1 696-2 024 | 13 |
物种 Species | bio2 | bio7 | bio 10 | bio 11 | bio 15 | bio 16 | bio 17 | AI |
---|---|---|---|---|---|---|---|---|
白花兜兰 Paphiopedilum emersonii | 7.55 ± 0.24a | 25.51 ± 1.53e | 25.50 ± 1.13de | 9.03 ± 1.99b | 69.07 ± 3.97b | 678.94 ± 66.59b | 103.15 ± 11.03d | 27.44 ± 1.39d |
巨瓣兜兰 P. bellatulum | 8.39 ± 0.81b | 23.32 ± 0.74cd | 23.26 ± 1.08c | 9.34 ± 1.05b | 79.86 ± 1.93c | 664.68 ± 29.74b | 62.76 ± 4.37b | 24.97 ± 0.71b |
麻栗坡兜兰 P. malipoense | 7.81 ± 0.35a | 24.64 ± 2.10e | 24.90 ± 1.06d | 9.39 ± 1.57b | 74.90 ± 8.71c | 694.30 ± 90.58bc | 81.42 ± 21.34c | 26.74 ± 1.77cd |
同色兜兰 P. concolor | 7.85 ± 1.14a | 21.36 ± 1.00ab | 26.31 ± 2.30e | 13.83 ± 1.64d | 78.80 ± 5.40c | 742.76 ± 78.63c | 81.92 ± 20.49c | 26.00 ± 2.85bcd |
文山兜兰 P. wenshanense | 9.76 ± 0.33c | 20.77 ± 0.48a | 21.71 ± 1.35b | 11.33 ± 1.78c | 86.51 ± 1.76d | 650.71 ± 40.76b | 46.37 ± 4.16a | 22.63 ± 2.03a |
杏黄兜兰 P. armeniacum | 10.17 ± 0.34d | 22.37 ± 0.28bc | 19.37 ± 0.60a | 7.71 ± 1.97a | 63.18 ± 0.78a | 564.99 ± 44.68a | 71.92 ± 2.66bc | 25.80 ± 1.58bc |
硬叶兜兰 P. micranthum | 7.76 ± 0.34a | 24.53 ± 2.47de | 23.31 ± 1.68c | 7.84 ± 1.62a | 74.97 ± 9.28c | 670.58 ± 117.27b | 73.26 ± 20.11bc | 26.75 ± 2.69cd |
Table 4 Variance analysis of climatic factors among species of Paphiopedilum Subgen. Brachypetalum in China (mean ± SD)
物种 Species | bio2 | bio7 | bio 10 | bio 11 | bio 15 | bio 16 | bio 17 | AI |
---|---|---|---|---|---|---|---|---|
白花兜兰 Paphiopedilum emersonii | 7.55 ± 0.24a | 25.51 ± 1.53e | 25.50 ± 1.13de | 9.03 ± 1.99b | 69.07 ± 3.97b | 678.94 ± 66.59b | 103.15 ± 11.03d | 27.44 ± 1.39d |
巨瓣兜兰 P. bellatulum | 8.39 ± 0.81b | 23.32 ± 0.74cd | 23.26 ± 1.08c | 9.34 ± 1.05b | 79.86 ± 1.93c | 664.68 ± 29.74b | 62.76 ± 4.37b | 24.97 ± 0.71b |
麻栗坡兜兰 P. malipoense | 7.81 ± 0.35a | 24.64 ± 2.10e | 24.90 ± 1.06d | 9.39 ± 1.57b | 74.90 ± 8.71c | 694.30 ± 90.58bc | 81.42 ± 21.34c | 26.74 ± 1.77cd |
同色兜兰 P. concolor | 7.85 ± 1.14a | 21.36 ± 1.00ab | 26.31 ± 2.30e | 13.83 ± 1.64d | 78.80 ± 5.40c | 742.76 ± 78.63c | 81.92 ± 20.49c | 26.00 ± 2.85bcd |
文山兜兰 P. wenshanense | 9.76 ± 0.33c | 20.77 ± 0.48a | 21.71 ± 1.35b | 11.33 ± 1.78c | 86.51 ± 1.76d | 650.71 ± 40.76b | 46.37 ± 4.16a | 22.63 ± 2.03a |
杏黄兜兰 P. armeniacum | 10.17 ± 0.34d | 22.37 ± 0.28bc | 19.37 ± 0.60a | 7.71 ± 1.97a | 63.18 ± 0.78a | 564.99 ± 44.68a | 71.92 ± 2.66bc | 25.80 ± 1.58bc |
硬叶兜兰 P. micranthum | 7.76 ± 0.34a | 24.53 ± 2.47de | 23.31 ± 1.68c | 7.84 ± 1.62a | 74.97 ± 9.28c | 670.58 ± 117.27b | 73.26 ± 20.11bc | 26.75 ± 2.69cd |
地理分布格局 Geographical distribution pattern | 逐步线性回归模型 Stepwise linear regression model | R2 | F | p |
---|---|---|---|---|
经度 Longitude | X = -2.25bio2 + 124.02 | 0.758 | 600.285 | <0.001 |
X = -1.74bio2 + 0.35bio10 + 111.54 | 0.838 | 94.726 | <0.001 | |
X = -1.21bio2 + 0.65bio10 - 0.32bio11 + 103.26 | 0.891 | 91.150 | <0.001 | |
X = -0.82bio2 + 0.95bio10 - 0.63bio11 + 0.09bio15 + 89.06 | 0.935 | 130.311 | <0.001 | |
X = -0.69bio2 + 0.9bio10 - 0.68bio11 + 0.13bio15 + 0.03bio17 + 84.75 | 0.951 | 62.588 | <0.001 | |
X = -0.77bio2 + 0.79bio10 - 0.69bio11 + 0.17bio15 + 0.05bio17 - 0.15AI + 87.53 | 0.960 | 38.160 | <0.001 | |
纬度 Latitude | Y = -0.451bio11 + 29.15 | 0.692 | 431.026 | <0.001 |
Y = -0.33bio11 - 0.01bio16 + 32.03 | 0.821 | 137.420 | <0.001 | |
Y = -0.27bio11 - 0.01bio16 + 0.16bio7 + 26.82 | 0.860 | 53.763 | <0.001 | |
Y = -0.24bio11 - 0.004bio16 + 0.23bio7 - 0.01bio17 + 25.05 | 0.870 | 13.733 | <0.001 | |
Y = -0.19bio11 + 0.001bio16 + 0.25bio7 - 0.03bio17 - 0.09bio15 + 29.06 | 0.899 | 54.910 | <0.001 |
Table 5 Stepwise linear regression analysis of distribution and climatic factors of Paphiopedilum Subgen. Brachypetalum in China
地理分布格局 Geographical distribution pattern | 逐步线性回归模型 Stepwise linear regression model | R2 | F | p |
---|---|---|---|---|
经度 Longitude | X = -2.25bio2 + 124.02 | 0.758 | 600.285 | <0.001 |
X = -1.74bio2 + 0.35bio10 + 111.54 | 0.838 | 94.726 | <0.001 | |
X = -1.21bio2 + 0.65bio10 - 0.32bio11 + 103.26 | 0.891 | 91.150 | <0.001 | |
X = -0.82bio2 + 0.95bio10 - 0.63bio11 + 0.09bio15 + 89.06 | 0.935 | 130.311 | <0.001 | |
X = -0.69bio2 + 0.9bio10 - 0.68bio11 + 0.13bio15 + 0.03bio17 + 84.75 | 0.951 | 62.588 | <0.001 | |
X = -0.77bio2 + 0.79bio10 - 0.69bio11 + 0.17bio15 + 0.05bio17 - 0.15AI + 87.53 | 0.960 | 38.160 | <0.001 | |
纬度 Latitude | Y = -0.451bio11 + 29.15 | 0.692 | 431.026 | <0.001 |
Y = -0.33bio11 - 0.01bio16 + 32.03 | 0.821 | 137.420 | <0.001 | |
Y = -0.27bio11 - 0.01bio16 + 0.16bio7 + 26.82 | 0.860 | 53.763 | <0.001 | |
Y = -0.24bio11 - 0.004bio16 + 0.23bio7 - 0.01bio17 + 25.05 | 0.870 | 13.733 | <0.001 | |
Y = -0.19bio11 + 0.001bio16 + 0.25bio7 - 0.03bio17 - 0.09bio15 + 29.06 | 0.899 | 54.910 | <0.001 |
Fig. 2 Redundancy analysis (RDA) ordination of geographical distribution and climatic factors of Paphiopedilum Subgen. Brachypetalum in China. X, longitude; Y, latitude. See Table 1 for meaning of climatic factors. AI, aridity index. The solid arrow indicates the longitude and latitude of the dependent variable, the hollow arrow indicates the climate factor of the independent variable, and the included angle indicates the correlation (the acute angle indicates the positive correlation, the obtuse angle indicates the negative correlation, and the right angle indicates the uncorrelation).
气候因子 Climatic factor | 重要性 Importance | 解释率 Interpretation ratio (%) | F | p |
---|---|---|---|---|
bio2 | 1 | 57.8 | 263.0 | 0.002 |
bio10 | 2 | 41.5 | 136.0 | 0.002 |
bio7 | 3 | 38.3 | 119.0 | 0.002 |
bio17 | 4 | 23.1 | 57.6 | 0.002 |
bio11 | 5 | 16.9 | 39.0 | 0.002 |
bio15 | 6 | 13.7 | 30.6 | 0.002 |
bio16 | 7 | 13.7 | 30.4 | 0.002 |
AI | 8 | 3.0 | 5.9 | 0.01 |
Table 6 Monte-Carlo test results of geographical distribution and climatic factors of Paphiopedilum Subgen. Brachypetalum in China.
气候因子 Climatic factor | 重要性 Importance | 解释率 Interpretation ratio (%) | F | p |
---|---|---|---|---|
bio2 | 1 | 57.8 | 263.0 | 0.002 |
bio10 | 2 | 41.5 | 136.0 | 0.002 |
bio7 | 3 | 38.3 | 119.0 | 0.002 |
bio17 | 4 | 23.1 | 57.6 | 0.002 |
bio11 | 5 | 16.9 | 39.0 | 0.002 |
bio15 | 6 | 13.7 | 30.6 | 0.002 |
bio16 | 7 | 13.7 | 30.4 | 0.002 |
AI | 8 | 3.0 | 5.9 | 0.01 |
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