植物生态学报 ›› 2015, Vol. 39 ›› Issue (2): 167-175.DOI: 10.17521/cjpe.2015.0016
曹静, 苗艳明, 冯飞, 许强, 张钦弟*(), 毕润成*(
)
收稿日期:
2014-07-18
接受日期:
2014-11-02
出版日期:
2015-02-01
发布日期:
2015-03-10
通讯作者:
张钦弟,毕润成
作者简介:
# 共同第一作者
基金资助:
CAO Jing, MIAO Yan-Ming, FENG Fei, XU Qiang, ZHANG Qin-Di*(), BI Run-Cheng*(
)
Received:
2014-07-18
Accepted:
2014-11-02
Online:
2015-02-01
Published:
2015-03-10
Contact:
Qin-Di ZHANG,Run-Cheng BI
About author:
# Co-first authors
摘要:
运用吕梁山南段植物群落及其环境调查数据, 比较研究不同稀有种处理(剔除稀有种、稀有种不做处理与降低稀有种权重3种方法处理)对典范对应分析(CCA)排序结果的影响, 并用Spearman秩相关系数检验对应排序轴的相关性。结果表明3种方法的分析效果基本一致, 但它们对环境因子的解释趋势有差异。基于环境数据、物种数据和样方数据的排序轴相关分析结果显示: 未处理稀有种的CCA与降低稀有种权重的CCA吻合度高于剔除稀有种的CCA与降低稀有种权重的CCA的吻合度, 未处理稀有种的CCA与降低稀有种权重的CCA的前4轴呈极显著的一一对应关系; 剔除稀有种的CCA和降低稀有种权重的CCA仅在基于环境数据和样方数据分析时前3轴呈极显著的一一对应关系, 而在基于物种数据的相关分析时前4轴的对应相关性不显著。从物种-环境关系的解释量上来看, 降低稀有种权重的CCA最优, 剔除稀有种的CCA和未处理稀有种的CCA次之。结合对应排序轴的相关性分析和物种-环境关系累计解释量来看, 这3种稀有种处理方法在准确地揭示物种与环境关系时的顺序依次为: 降低稀有种权重>对稀有种不做处理>剔除稀有种。
曹静, 苗艳明, 冯飞, 许强, 张钦弟, 毕润成. 稀有种不同处理对典范对应分析排序结果影响的比较. 植物生态学报, 2015, 39(2): 167-175. DOI: 10.17521/cjpe.2015.0016
CAO Jing,MIAO Yan-Ming,FENG Fei,XU Qiang,ZHANG Qin-Di,BI Run-Cheng. Comparison of different treatments of rare species in canonical correspondence analysis. Chinese Journal of Plant Ecology, 2015, 39(2): 167-175. DOI: 10.17521/cjpe.2015.0016
排序轴 Ordination axis | |||||
---|---|---|---|---|---|
1 | 2 | 3 | 4 | ||
物种-环境关系方差解释的累计百分比 Cumulative percentage variance of species-environment relation (%) | 未对稀有种处理的CCA Untreated rare species CCA | 33.0 | 55.6 | 74.1 | 87.4 |
降低稀有种权重的CCA Downweighting of rare species CCA | 39.2 | 60.0 | 76.9 | 89.4 | |
剔除稀有种的CCA Eliminating rare species CCA | 34.2 | 56.6 | 75.4 | 88.5 |
表1 各排序轴物种-环境关系解释的累计百分比
Table 1 Cumulative percentage variance of species-environment relations explained by ordination axes
排序轴 Ordination axis | |||||
---|---|---|---|---|---|
1 | 2 | 3 | 4 | ||
物种-环境关系方差解释的累计百分比 Cumulative percentage variance of species-environment relation (%) | 未对稀有种处理的CCA Untreated rare species CCA | 33.0 | 55.6 | 74.1 | 87.4 |
降低稀有种权重的CCA Downweighting of rare species CCA | 39.2 | 60.0 | 76.9 | 89.4 | |
剔除稀有种的CCA Eliminating rare species CCA | 34.2 | 56.6 | 75.4 | 88.5 |
未对稀有种处理的CCA Untreated rare species CCA | 降低稀有种权重的CCA Downweighting of rare species CCA | 剔除稀有种的CCA Eliminating rare species CCA | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
排序轴 Ordination axis | 排序轴 Ordination axis | 排序轴 Ordination axis | ||||||||||||
1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | |||
海拔 Elevation | 0.912* | 0.155 | -0.004 | 0.165 | -0.854* | 0.199 | -0.042 | 0.200 | -0.882* | 0.237 | -0.024 | 0.044 | ||
坡度 Slope | 0.518 | -0.111 | 0.385 | -0.362 | -0.540 | -0.081 | 0.388 | -0.252 | -0.514 | -0.078 | 0.418 | 0.133 | ||
坡向 Aspect | 0.415 | -0.005 | -0.640* | -0.195 | -0.458 | -0.021 | -0.615* | -0.260 | -0.403 | -0.026 | -0.586* | 0.237 | ||
水分条件 Moisture condition | -0.494 | 0.761* | 0.065 | -0.040 | 0.558 | 0.662* | 0.018 | -0.018 | 0.549 | 0.702* | 0.038 | 0.027 | ||
人为干扰强度 Density of human disturbance | -0.428 | -0.358 | 0.115 | -0.601* | 0.352 | -0.270 | 0.325 | -0.588* | 0.386 | -0.411 | 0.107 | -0.608* |
表2 环境因子与典范对应分析(CCA)前4排序轴的相关系数
Table 2 Correlation coefficients of the first four canonical correspondence analysis (CCA) axes with environmental variables
未对稀有种处理的CCA Untreated rare species CCA | 降低稀有种权重的CCA Downweighting of rare species CCA | 剔除稀有种的CCA Eliminating rare species CCA | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
排序轴 Ordination axis | 排序轴 Ordination axis | 排序轴 Ordination axis | ||||||||||||
1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | |||
海拔 Elevation | 0.912* | 0.155 | -0.004 | 0.165 | -0.854* | 0.199 | -0.042 | 0.200 | -0.882* | 0.237 | -0.024 | 0.044 | ||
坡度 Slope | 0.518 | -0.111 | 0.385 | -0.362 | -0.540 | -0.081 | 0.388 | -0.252 | -0.514 | -0.078 | 0.418 | 0.133 | ||
坡向 Aspect | 0.415 | -0.005 | -0.640* | -0.195 | -0.458 | -0.021 | -0.615* | -0.260 | -0.403 | -0.026 | -0.586* | 0.237 | ||
水分条件 Moisture condition | -0.494 | 0.761* | 0.065 | -0.040 | 0.558 | 0.662* | 0.018 | -0.018 | 0.549 | 0.702* | 0.038 | 0.027 | ||
人为干扰强度 Density of human disturbance | -0.428 | -0.358 | 0.115 | -0.601* | 0.352 | -0.270 | 0.325 | -0.588* | 0.386 | -0.411 | 0.107 | -0.608* |
图1 3种方法得出的典范对应分析(CCA)环境因子及样方(1-69)排序图(示第1和第2排序轴)。A, 未对稀有种处理的CCA。B, 剔除稀有种的CCA。C, 降低稀有种权重的CCA。ASP, 坡向; ELE, 海拔; HD, 人为干扰强度; MC, 土壤水分条件; SLO, 坡度。
Fig. 1 Ordination diagrams of environmental variables and quadrats (1-69) in untreated, downweighting and eliminating rare species CCA (for axes 1 and 2). A, Untreated rare species CCA. B, Eliminating rare species CCA. C, Downweighting rare species CCA. ASP, aspect; ELE, elevation; HD, human disturbance; MC, moisture condition; SLO, slope.
未对稀有种处理的CCA Ordination axis of untreated rare species CCA | 降低稀有种权重的CCA Ordination axis of downweighting of rare species CCA | 剔除稀有种的CCA Ordination axis of eliminating rare species CCA | 降低稀有种权重的CCA Ordination axis of downweighting of rare species CCA | |||||||
---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | |||
1 | -1.000** | -0.1 | -0.1 | 0.4 | 1 | 1.000** | 0.1 | 0.1 | -0.4 | |
2 | 0.1 | 1.000** | -0.5 | 0.8 | 2 | 0.1 | 1.000** | -0.5 | 0.8 | |
3 | 0.1 | -0.5 | 1.000** | -0.2 | 3 | 0.1 | -0.5 | 1.000** | -0.2 | |
4 | -0.3 | 0.900* | -0.6 | 0.900* | 4 | -0.5 | 0.1 | -0.4 | 0.1 |
表3 基于环境变量坐标值的典范对应分析(CCA)前4排序轴的Spearman秩相关系数
Table 3 Spearman’s rank correlation coefficients of the first four canonical correspondence analysis (CCA) axes based on the scores of environmental variables
未对稀有种处理的CCA Ordination axis of untreated rare species CCA | 降低稀有种权重的CCA Ordination axis of downweighting of rare species CCA | 剔除稀有种的CCA Ordination axis of eliminating rare species CCA | 降低稀有种权重的CCA Ordination axis of downweighting of rare species CCA | |||||||
---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | |||
1 | -1.000** | -0.1 | -0.1 | 0.4 | 1 | 1.000** | 0.1 | 0.1 | -0.4 | |
2 | 0.1 | 1.000** | -0.5 | 0.8 | 2 | 0.1 | 1.000** | -0.5 | 0.8 | |
3 | 0.1 | -0.5 | 1.000** | -0.2 | 3 | 0.1 | -0.5 | 1.000** | -0.2 | |
4 | -0.3 | 0.900* | -0.6 | 0.900* | 4 | -0.5 | 0.1 | -0.4 | 0.1 |
未对稀有种处理的CCA排序轴 Ordination axes of untreated rare species | 降低稀有种权重的CCA排序轴 Ordination axis of downweighting of rare species CCA | 剔除稀有种的CCA排序轴 Ordination axis of downweighting of eliminating rare species CCA | 降低稀有种权重的CCA排序轴 Ordination axis of downweighting of rare species CCA | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | ||||
基于物种数据得到的样方坐标值 Based on the sample scores from species data | 1 | -0.988** | 0.086 | -0.104 | -0.017 | 1 | 0.980** | -0.002 | 0.049 | 0.014 | |
2 | 0.057 | 0.966** | -0.053 | 0.101 | 2 | 0.007 | 0.946** | -0.012 | 0.194 | ||
3 | 0.139 | 0.018 | 0.965** | 0.139 | 3 | 0.143 | -0.038 | 0.949** | 0.126 | ||
4 | 0.055 | 0.014 | -0.221 | 0.948** | 4 | 0.049 | -0.253* | -0.213 | 0.535** | ||
基于环境数据得到的样方坐标值 Based on the sample scores from environment data | 1 | -0.988** | 0.235 | -0.080 | 0.130 | 1 | 0.998** | -0.108 | 0.068 | -0.108 | |
2 | -0.025 | 0.982** | -0.059 | 0.038 | 2 | -0.102 | 0.980** | 0.007 | 0.166 | ||
3 | 0.125 | 0.066 | 0.095** | 0.289* | 3 | 0.106 | 0 | 0.950** | 0.265* | ||
4 | -0.052 | 0.023 | -0.150 | 0.949** | 4 | -0.029 | -0.085 | -0.334** | 0.534** |
表4 基于物种数据和环境数据得到样方坐标值的典范对应分析(CCA)前4排序轴的Spearman秩相关系数
Table 4 Spearman’s rank correlation of the first four canonical correspondence analysis (CCA) axes based on the sample scores
未对稀有种处理的CCA排序轴 Ordination axes of untreated rare species | 降低稀有种权重的CCA排序轴 Ordination axis of downweighting of rare species CCA | 剔除稀有种的CCA排序轴 Ordination axis of downweighting of eliminating rare species CCA | 降低稀有种权重的CCA排序轴 Ordination axis of downweighting of rare species CCA | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | ||||
基于物种数据得到的样方坐标值 Based on the sample scores from species data | 1 | -0.988** | 0.086 | -0.104 | -0.017 | 1 | 0.980** | -0.002 | 0.049 | 0.014 | |
2 | 0.057 | 0.966** | -0.053 | 0.101 | 2 | 0.007 | 0.946** | -0.012 | 0.194 | ||
3 | 0.139 | 0.018 | 0.965** | 0.139 | 3 | 0.143 | -0.038 | 0.949** | 0.126 | ||
4 | 0.055 | 0.014 | -0.221 | 0.948** | 4 | 0.049 | -0.253* | -0.213 | 0.535** | ||
基于环境数据得到的样方坐标值 Based on the sample scores from environment data | 1 | -0.988** | 0.235 | -0.080 | 0.130 | 1 | 0.998** | -0.108 | 0.068 | -0.108 | |
2 | -0.025 | 0.982** | -0.059 | 0.038 | 2 | -0.102 | 0.980** | 0.007 | 0.166 | ||
3 | 0.125 | 0.066 | 0.095** | 0.289* | 3 | 0.106 | 0 | 0.950** | 0.265* | ||
4 | -0.052 | 0.023 | -0.150 | 0.949** | 4 | -0.029 | -0.085 | -0.334** | 0.534** |
图2 3种方法得出的典范对应分析(CCA)物种排序图。A, 未对稀有种处理的CCA。B, 剔除稀有种的CCA。C, 降低稀有种权重的CCA。图中列出了物种加权值大于10%的优势物种: 1, 白皮松; 3, 侧柏; 5, 臭椿; 12, 华山松; 16, 辽东栎; 18, 兰考泡桐; 25, 山杨; 26, 柿; 36, 臭椿幼树; 40, 构树幼树; 45, 橿子栎; 46, 黄刺玫; 47, 黄栌; 49, 荆条; 50, 连翘; 65, 山桃幼树; 68, 陕西荚蒾; 70, 水栒子; 101, 博落回; 125, 匍枝委陵菜; 189, 狗尾草; 160, 葎草; 208, 大披针薹草。
Fig. 2 Species ordination diagram in untreated, downweighting and eliminating rare species CCA. A, Untreated rare species CCA. B, Eliminating rare species CCA. C, Downweighting rare species CCA. Only species with the weight over 10% are shown: 1, Pinus bungeana; 3, Platycladus orientalis; 5, Ailanthus altissima; 12, Pinus armandii; 16, Quercus wutaishanica; 18, Paulownia elongate; 25, Populus davidiana; 26, Diospyros kaki; 36, Ailanthus altissima sapling; 40, Broussonetia papyrifera sapling; 45, Quercus baronii; 46, Rosa xanthina; 47, Cotinus coggygria; 49, Vitex negundo var. heterophylla; 50, Forsythia suspense; 65, Amygdalus davidiana sapling; 68, Viburnum schensianum; 70, Cotoneaster multiflorus; 101, Macleaya cordata; 125, Potentilla flagellaris; 189, Setaria viridis; 160, Humulus scandens; 208, Carex lanceolata.
未对稀有种处理的CCA排序轴 Ordination axis of untreated rare species | 降低稀有种权重的CCA排序轴 Ordination axis of downweighting of rare species CCA | 剔除稀有种的CCA排序轴 Ordination axis of downweighting of eliminating rare species CCA | 降低稀有种权重的CCA排序轴 Ordination axis of downweighting of rare species CCA | |||||||
---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | |||
1 | -0.995** | 0.172** | -0.107 | 0.154* | 1 | 0.034 | -0.048 | 0.086 | -0.110 | |
2 | 0.030 | 0.982** | -0.081 | 0.163* | 2 | -0.022 | 0.085 | 0.079 | 0.054 | |
3 | 0.161* | 0.055 | 0.976** | 0.360** | 3 | 0.062 | -0.320** | 0.123 | -0.147 | |
4 | -0.076 | 0.148* | -0.021 | 0.941** | 4 | -0.050 | 0.047 | 0.037 | 0.070 |
表5 基于物种坐标值典范对应分析(CCA)前4排序轴的Spearman秩相关系数
Table 5 Spearman’s correlation of the first four canonical correspondence analysis (CCA) axes based on the species scores
未对稀有种处理的CCA排序轴 Ordination axis of untreated rare species | 降低稀有种权重的CCA排序轴 Ordination axis of downweighting of rare species CCA | 剔除稀有种的CCA排序轴 Ordination axis of downweighting of eliminating rare species CCA | 降低稀有种权重的CCA排序轴 Ordination axis of downweighting of rare species CCA | |||||||
---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 1 | 2 | 3 | 4 | |||
1 | -0.995** | 0.172** | -0.107 | 0.154* | 1 | 0.034 | -0.048 | 0.086 | -0.110 | |
2 | 0.030 | 0.982** | -0.081 | 0.163* | 2 | -0.022 | 0.085 | 0.079 | 0.054 | |
3 | 0.161* | 0.055 | 0.976** | 0.360** | 3 | 0.062 | -0.320** | 0.123 | -0.147 | |
4 | -0.076 | 0.148* | -0.021 | 0.941** | 4 | -0.050 | 0.047 | 0.037 | 0.070 |
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