Based on the flora composition of the study area, the TWINSPAN method divided 91 sampling points into eight groups, and the classification stopped at the third level (Fig. 3). Each group contained a sufficient number and variety of samples to make different vegetation communities considering their characteristics.
According to the analysis results of ISA and MBA, the original eight TWINSPAN groups were reduced to six community types. In ISA, the characteristic species (Pteridium aquilinum (Linn.) Kuhn var. latiusculum (Desv.)Underw.ex Heller and Juncus effusus Linn.) of groups 1 and 2 occupy the most important position in the IV ranking within the group, except for similar geographical coordinates and topographic factors. In the MBA, the support and confidence of Pteridium aquilinum (Linn.) Kuhn var. latiusculum (Desv.)Underw.ex Heller and Juncus effusus Linn. are greater than 0.5 and 0.9 respectively, so groups 1 and 2 were amalgamated. Similarly, groups 7 and 8 were assigned to the same group (i. e. Larix-Carex Community type). Information about indicator species and environmental variables for the six community types are included in Tables 2 and 3, respectively.
Table 2
Monte Carlo permutation test of significance of observed maximum indicator value (IV) for each species, based on 1000 randomizations.* MBA(market basket analysis) was used to select the species combined with the highest support degree to classify each vegetation community.
Community type
|
Characteristic species
|
Indicator Species Analysis
|
Market Basket Analysis
|
IV
|
IV from randomized groups
|
Support
|
Confidence
|
Lift
|
Mean
|
Standard deviation
|
p
|
Pteridium-Juncus
|
|
|
|
|
|
0.52
|
0.97
|
1.28
|
|
Pteridium aquilinum (Linn.) Kuhn var. latiusculum (Desv.)Underw.ex Heller
|
41.02
|
25.20
|
5.2
|
0.001
|
|
|
|
|
Juncus effusus Linn.
|
45.95
|
26.10
|
5.53
|
0.001
|
|
|
|
|
Galium linearifolium Turcz.
|
57.14
|
12.50
|
5.36
|
0.001
|
|
|
|
|
Sanguisorba officinalis Linn.
|
49.27
|
21.60
|
5.17
|
0.001
|
|
|
|
Armenia-Poa
|
|
|
|
|
|
0.29
|
1
|
1.17
|
|
Poa annua Linn.
|
63.68
|
29.80
|
6.92
|
0.001
|
|
|
|
|
Armeniaca sibirica (Linn.) Lam.
|
23.10
|
24.10
|
6.22
|
0.001
|
|
|
|
|
Caragana acanthophylla Kom.
|
27.67
|
21.70
|
7.57
|
0.001
|
|
|
|
Spiraea-Artemisia
|
|
|
|
|
|
0.53
|
1
|
1.06
|
|
Spiraea fritschiana Schneid.
|
35.28
|
20.60
|
2.87
|
0.001
|
|
|
|
|
Artemisia carvifolia Buch.-Ham. ex Roxb.
|
37.05
|
22.00
|
2.28
|
0.001
|
|
|
|
|
Polygonum divaricatum Linn.
|
23.53
|
14.90
|
4.86
|
0.001
|
|
|
|
Betula-Potentilla
|
|
|
|
|
|
0.86
|
1
|
1
|
|
Betula platyphylla Suk.
|
35.38
|
\*
|
\*
|
\*
|
|
|
|
|
Potentilla fruticosa Linn.
|
55.71
|
24.20
|
6.02
|
0.001
|
|
|
|
|
Epilobium angustifolium Linn.
|
95.93
|
23.30
|
8.24
|
0.001
|
|
|
|
|
Phaenosperma globosa Munro ex Benth.
|
35.37
|
14.30
|
6.56
|
0.001
|
|
|
|
|
Elymus dahuricus Turcz.
|
32.38
|
16.10
|
4.77
|
0.001
|
|
|
|
Betula-Rosa
|
|
|
|
|
|
0.5
|
1
|
1
|
|
Betula platyphylla Suk.
|
57.69
|
21.60
|
5.87
|
0.001
|
|
|
|
|
Rosa xanthina Lindl.
|
46.77
|
28.90
|
6.64
|
0.001
|
|
|
|
|
Corylus mandshurica Maxim.
|
41.67
|
13.30
|
5.54
|
0.001
|
|
|
|
Larix-Caex
|
|
|
|
|
|
0.83
|
1
|
1
|
|
Larix gmelinii (Ruprecht) Kuzeneva
|
88.68
|
26.70
|
8.73
|
0.001
|
|
|
|
|
Carex doniana Spreng.
|
44.78
|
21.40
|
4.79
|
0.001
|
|
|
|
|
Brachypodium sylvaticum (Huds.) Beauv.
|
25.65
|
23.30
|
6.44
|
0.001
|
|
|
|
|
Saussurea japonica (Thunb.) DC.
|
24.77
|
24.40
|
4.11
|
0.001
|
|
|
|
* The IV of Betula platyphylla Suk. is the highest in Betula-Rosa community, so mean, standard deviation and p values are not shown here.
|
Table 3
Mean and standard deviation (±) of environmental variables in the studied sampling points associated with every six community types.
|
Community type
|
|
Pteridium-Juncus
|
Armenia-Poa
|
Spiraea-Artemisia
|
Betula-Potentilla
|
Betula-Rosa
|
Larix-Carex
|
Number of sampling points
|
21
|
7
|
34
|
7
|
16
|
6
|
Altitude(m)
|
1520 ~ 2040
|
1210 ~ 1400
|
1260 ~ 1900
|
1800 ~ 2000
|
1420 ~ 1950
|
1300 ~ 1900
|
Organic matter (%)
|
9.06 ± 1.47
|
3.82 ± 4.15
|
6.77 ± 2.45
|
8.02 ± 1.9
|
9.74 ± 2.08
|
6.04 ± 3.8
|
Slope(°)
|
27.19 ± 6.83
|
24.14 ± 15.6
|
25.97 ± 11.03
|
19.86 ± 5.52
|
24.5 ± 3.54
|
20 ± 6.36
|
Soil porosity (g/cm3)
|
1.18 ± 0.13
|
1.15 ± 0.14
|
1 ± 0.2
|
0.82 ± 0.18
|
0.89 ± 0.12
|
0.99 ± 0.18
|
Soil bulk density (%)
|
40.75 ± 5.54
|
56.35 ± 5.75
|
58.56 ± 10.69
|
73.91 ± 6.37
|
64.18 ± 11.26
|
70.09 ± 11.85
|
Aspect
|
S ES
|
S
|
N S
|
E
|
N
|
N WN
|
pH
|
7.72 ± 0.66
|
7.7 ± 0.38
|
7.18 ± 0.3
|
7 ± 0.13
|
6.98 ± 0.29
|
7.14 ± 0.57
|
3.2. Vegetation grouping
Group 1-Group 2 (Pteridium-Juncus community type) includes a community with 27 species, mainly herbs, with a small number of shrubs. The characteristic species belonging to this community are Pteridium aquilinum (Linn.) Kuhn var. latiusculum (Desv.)Underw.ex Heller, Juncus effusus Linn., ium linearifolium Turcz., etc. It is mainly distributed on the sunny hillslopes at high and middle altitudes, with steep slopes between 20° and 40°. The content of organic matter in soil was (9.06 ± 1.47%), which is second to Betula-Rosa community type. 12 sampling points (mainly below 1800 m) were affected by human activities such as Olympic venues, track and road construction, and the human activities decreased with the altitude.
Group 3 (Armenia-Poa community type) consists of only 7 sampling points and 9 common species. These sampling points are mainly found in low-altitude (1318.57 ± 57.03 m) and sunny hillslope areas, with a wide range of different inclinations (5 ~ 45°). The characteristic species are Poa annua Linn., Caragana acanthophylla Kom., and Armenica sibirica (Linn.) Lam. Mainly shrubs, which are resistant to drought, cold and barren. The soil organic matter content of this community is the lowest among all community types, only 3.82 ± 4.15%. All the 7 points were affected by human habitation (including abandoned farmland and grazing).
Group 4 (Spiraea-Artemisia community type) contains 34 sampling points, which are widely distributed on shady and sunny hillslopes between 1290 and 1901 m a.s.l., and when they are distributed on shady hillslopes, they use to occupy the footslopes. Their characteristic species are Artemisia carvifolia Buch.-Ham. ex Roxb., Spiraea fritschiana Schneid., Polygonum divaricatum Linn. and Scutellaria baicalensis Georgi, which are conditioned by warm and humid environments and well-developed soil. The inclination ranges from 7 to 46°. The soil color is slightly darker than that of the Pteridium-Juncus and Armenia-Poa communities. Soils are loamy, and the content of organic matter is in the middle of all community types (6.77 ± 2.45%). The soil and vegetation of this community could be classified as an intermediary type between the shrub grass and the arbor communities (transitional). 23 points (concentrated below 1700 m) were disturbed by human activities such as road construction and human settlements (mainly abandoned farmland).
Group 5 (Betula-Potentilla community type). This community contains only 7 sampling points, but they are all distributed on the semi-sunny or semi-shady hillslopes with altitudes up to1980 m. Its characteristic species are Betula platyphylla Suk., Epilobium angustifolium Linn., Potentilla fruticosa Linn. and, Phaeosperma and Elymus dahuricus Turcz.. It is relevant to highlight that Betula platyphylla Suk. is a pioneer tree species, and gradually was replaced by other tree species after planting. The soil is loamy, and the pH is neutral. The community is located at a high altitude in this area, which is not affected by human activities and other factors.
Group 6 (Betula-Rosa community type) has 16 sampling points. As in the Betula-Potentilla community, the pioneer and main tree species are the Betula platyphylla Suk., but the difference is that most of the sampling points are distributed on shady hillslopes, the inclinations are about 25°, and the altitude range from 1423 to 1950 m a.s.l. In addition to Betula platyphylla Suk., its characteristic species include Rosa xanthina Lindl. and Corylus mandshurica Maxim. The soils are similar to the Betula-Potentilla community, they are loamy. However, the soil organic matter content is the highest among all community types (9.74 ± 2.1%), and the soil texture is loose and neutral. Due to the influence of enclosure measures, the influence of human activities is not obvious. Only some afforestation activities were found around the area below 1600 m altitude (5 sampling points), such as road traces left by human transportation and trampling.
Group 7-Group 8 (Larix-Carex community type) is characterized by species such as Larix gmelinii (Ruprecht) Kuzeneva. Except for the footslope position of sample plot 65 on the semi-shady hillslope, other sampling points are distributed along the balckslopes of the shady faces. The altitude ranges from 1298 to 1900 m a.s.l. The inclination is not greater than 25°. Other characteristic species include some herbaceous plants such as Carex doniana Spreng., Brachypodium sylvaticum (Huds.) Beauv., Saussurea japonica (Thunb.) DC., and Vicia sepium Linn. unijuga A. Br., and a few sampling points have a small number of shrubs. The soil is loose as the Betula-Potentilla and Betula-Rosa communities. The organic matter content changes significantly with altitude, in the low altitude range (1595.5 ± 263.61 m), the organic matter content fluctuated around 6.04. The pH value is neutral to weakly alkaline. 2 sampling points in lower altitude area (Below 1600 m) were seriously disturbed by the race track and road construction. While 3 sampling points in higher altitude area (1600 ~ 1900 m) had artificial footprints and planting pits, but the influence was not obvious.
3.3. Limitation of environmental factors on plant species
Table 4
Summary statistics for the two CCA (canonical correspondence analysis) ordinations and comparison of the results using DCA (detrended correspondence analysis).
Summary of ordination
|
Axis 1
|
Axis 2
|
CCA
|
|
|
Eigenvalues
|
0.39
|
0.26
|
Cumulative percentage variance of species data (%)
|
5.81
|
9.64
|
Species- environment correlation
|
0.79
|
0.73
|
Test of significance of all canonical axes
|
F = 2.65
|
P = 0.001
|
DCA
|
|
|
Eigenvalues
|
0.63
|
0.45
|
Cumulative percentage variance of species data (%)
|
9.31
|
15.86
|
Gradient length
|
4.41
|
3.60
|
In this study, the characteristic values of the first two coordination axes of DCA are 0.63 and 0.45, which are larger than the characteristic values of the first two coordination axes of CCA (0.39 and 0.26, respectively; Table 4). Therefore, TWINSPAN was used to organize and classify vegetation and sampling points, because the first step of the TWINSPAN method is to perform DCA (or CA) ordination. CCA is more beneficial to the ecological sense, and CCA can reflect the similarity of species composition and environmental factors at the same time, and even reflect the correlation between environmental factors and sampling points from the side. Therefore, we used CCA to explain the relationship between environmental factors and various species.
Figure 4 (above) shows the distribution pattern of species in this area by unconstrained ordination of IV indicators of species. Also, environmental factors are added to constrain the ordination of species (Fig. 4, below). By comparing the scoring order of species on DCA Axis 1 and CCA Axis 1, the species with the highest score (to the right) or the lowest (to the left) in the 2 figures register some differences. For example, the species ranked later are Geum aleppicum Jacq., Betula platyphylla Suk. and Phaenosperma globosa Munro ex Benth., etc. While the top-ranked species are Hemistepta lyrata (Bunge) Bunge, Conyza canadensis (Linn.) Cronq., Pogonatherum crinitum (Thunb.) Kunth, etc. In summary, the potential influencing factors that affect the ranking and classification of axis 1 from DCA have a great correlation with the environmental factors that affect the ranking of axis 1 from CCA. While the performance on Axis 2 is not as obvious as Axis 1.
From Fig. 4 (below), we can see the correlation between species and environmental factors. The environmental factors that have a significantly positive correlation with axis 1 are soil bulk density (r = 0.63, p < 0.05) (Table 5) and hillslope position (r = 0.46, p < 0.05). The environmental factors that obtained a significant negative correlation with axis 1 are aspect (r = -0.79, p < 0.01) and soil porosity (r= -0.73, p < 0.05). Species with high positive scores on the first axis are Hemistepta lyrata (Bunge) Bunge, Pogonatherum crinitum (Thunb.) Kunth, Conyza canadensis (Linn.) Cronq., Sophora flavescens Alt., Corylus mandshurica Maxim., Armeniaca sibirica (Linn.) Lam., and Galium linearifolium Turcz. Some of these species, such as Galium linearifolium Turcz., Hemistepta lyrata (Bunge) Bunge, and Pogonatherum crinitum (Thunb.) Kunth is the main species in the footslopes, widely distributed on the sunny hillslopes, while others such as Conyza canadensis (Linn.) Cronq. and Armeniaca sibirica (Linn.) Lam., are usually associated with back- and footslope positions´ shrubland. Species with low scores on the first axis include Serratula centauroides Linn., Betula platyphylla Suk., Geum aleppicum Jacq., Polygonum divaricatum Linn., Vicia sepium Linn. unijuga A. Br., Kochia scoparia (Linn.) Schrad. and Larix gmelinii (Ruprecht) Kuzeneva. Among them, Betula platyphylla Suk. and Larix gmelinii (Ruprecht) Kuzeneva are the main tree species on the shady and semi-shady hillslopes in the area, and most of them are pure forests, if on the same hillside, Betula platyphylla Suk. is generally distributed at the higher altitudes than Larix gmelinii (Ruprecht) Kuzeneva. While other species such as Geum aleppicum Jacq., Vicia sepium Linn. unijuga A. Br. and Kochia scoparia (Linn.) Schrad. are undergrowth vegetation. These species ranked low on the first axis are widely distributed on the shady or semi-shady hillslope, with thick humus layers, shoulder position and loose soil, the soil porosity is above 66.7%, and the soil organic matter content is above 7.6%, which are significantly higher than the average values of 60.6% (soil porosity) and 7.2% (soil organic matter content) in all sampling points.
In the middle of the first axis, most species are related to shrubland or usually distributed in standing forest. For example, Saussurea japonica (Thunb.) DC., Lespedeza bicolor Turcz., Potentilla fruticosa Linn., etc. It is difficult to observe any pattern of land directivity. In summary, the environmental factors that are most sensible with the distribution of plants on axis 1 are "aspect" and "hillslope position". The two ends of the axis represent the footslope position of the sunny hillslope and the footslope position of the shady hillslope, respectively. The underlying factor of this environmental difference is moisture, so, this distribution indicates that CCA axis 1 represents a moisture gradient.
The environmental factors with strong correlation with the axis 2 are altitude (r = -0.79, p < 0.001) and organic matter (r = -0.52, p < 0.05), and both are negatively correlated. Species with higher scores on the axis 2 include Hemistepta lyrata (Bunge) Bunge, Thalictrum aquilegifolium Linn. var. sibiricum Regel et Tiling, Sphaerophysa salsula (Pall.) DC. and Brachypodium sylvaticum (Huds.) Beauv. are widely distributed in low and middle altitude areas. They are present in shrub sampling points and standing forest sampling points, and have a negative correlation with the percentage of soil organic matter. The species with low scores on axis 2 are Sonchus arvensis Linn, Asparagus cochinchinensis (Lour.) Merr., Galium linearifolium Turcz., Conyza canadensis (Linn.) Cronq., Sophora flavescens Alt. and Potentilla chinensis Ser. fruticosa Linn., especially Potentilla fruticosa Linn. and Sonchus arvensis Linn., are the main species in shrublands above 1700 m a.s.l., or there are a few under the standing forest in the high altitude area. This indicates that the CCA axis 2 represents an altitude gradient, and from the correlation of environmental factors, it can be noted that the organic matter content increases with increasing altitude.
3.4. Regional distribution characteristics of species community
In order to differentiate the community types obtained by the TWINSPAN method and compare the classification and ordination results among them, the final six community types were superimposed on the CCA sample ordination, and the final results are shown in Fig. 5.
As mentioned in Table 5, there are four main factors related to axis 1. The positive correlation includes soil bulk density (r = 0.63, p < 0.05) and hillslope position (r = 0.46, p < 0.05). Negative correlations include aspect (r=-0.7875, p < 0. 01) and soil porosity (r=-0. 73, p < 0.05). From Fig. 4, the distribution characteristics of the six communities can be distinguished. Pteridium-Juncus community with Galium linearifolium Turcz., Sanguisorba officinalis Linn., Juncus effusus Linn., and Pteridium aquilinum (Linn.) Kuhn var. latiusculum (Desv.)Underw.ex Heller as the main characteristic species are concentrated in the lower right of the plot. However, Armenia-Poa community with Poa annua Linn., Caragana acanthophylla Kom. and Armeniaca sibirica (Linn.) Lam. as the main characteristic species is concentrated in the shoulder of the plot. The main vegetation components of Pteridium-Juncus community and Armenia-Poa communities are shrubs and herbs, which are positively correlated with hillslope position and soil bulk density, and negatively correlated with aspect. Most of them are distributed in the footslope position of the sunny hillslope, and the soil is compacted. The difference among them is that the altitude and the percentage of soil organic matter in Pteridium-Juncus community are higher than that in Armenia-Poa community. Spiraea-Artemisia community, with Artemisia carvifolia Buch.-Ham. ex Roxb., Spiraea fritschiana Schneid., Polygonum divaricatum Linn. and Scutellaria baicalensis Georgi as the main species, is the same as Pteridium-Juncus community and Armenia-Poa community, both of which are shrub sampling points, but the community is widely distributed on two axes. Betula platyphylla Suk. is the main species in Betula-Potentilla community, and the undergrowth vegetation is mainly Epilobium angustifolium Linn., Potentilla fruticosa Linn., Phaenosperma globosa Munro ex Benth. and Elymus dahuricus Turcz.. It is distributed in the area with an altitude of more than 1800 m a.s.l., and mainly concentrated in the semi-shady hillslope, the average content percentage of soil organic matter in the community is the highest among all the six communities. As in Betula-Potentilla community, the main tree species of Betula-Rosa community are Betula platyphylla Suk., but the undergrowth vegetation with Rosa xanthina Lindl. and Corylus mandshurica Maxim. as the main species are different. Furthermore, the obvious difference is that most of them gather on the shady hillslope below 1800 m a.s.l. The percentage of soil organic matter in this community is slightly lower than that in Betula-Potentilla community. The main tree species of Larix-Carex community is Larix gmelinii (Ruprecht) Kuzeneva, and the undergrowth is mainly Carex doniana Spreng., Brachypodium sylvaticum (Huds.) Beauv., and some other herbs. On-axis 1, it is mainly distributed on the left half or near the middle, while on axis 2, it is relatively scattered. The community is widely distributed considering the altitude, mainly in backslope of the shady hillslope, and only a few in the semi-shady hillslope, the percentage value of soil organic matter content and soil porosity is between shrubland and Betula platyphylla Suk. standing forest, so it is soil bulk density.