Chin J Plant Ecol ›› 2023, Vol. 47 ›› Issue (9): 1298-1309.DOI: 10.17521/cjpe.2022.0480
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REN Yue1, GAO Guang-Lei1,2,3,*(), DING Guo-Dong1,2,3, ZHANG Ying1,2, ZHAO Pei-Shan1, LIU Ye1
Received:
2022-11-28
Accepted:
2023-04-26
Online:
2023-09-20
Published:
2023-09-28
Contact:
* GAO Guang-Lei(Supported by:
REN Yue, GAO Guang-Lei, DING Guo-Dong, ZHANG Ying, ZHAO Pei-Shan, LIU Ye. Species composition and driving factors of the ectomycorrhizal fungal community associated with Pinus sylvestris var. mongolica at different growth periods[J]. Chin J Plant Ecol, 2023, 47(9): 1298-1309.
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URL: https://www.plant-ecology.com/EN/10.17521/cjpe.2022.0480
龄组 Age group | 林龄 Stand age (a) | 纬度 Longitude (° N) | 经度 Longitude (° E) | 平均树高 Average tree height (m) | 平均胸径 Average tree DBH (cm) | 郁闭度 Canopy density |
---|---|---|---|---|---|---|
中龄林 MUh | 23 | 38.33 | 109.72 | 9.91 ± 1.02 | 14.15 ± 3.05 | 0.72 |
近熟林 MUn | 33 | 38.34 | 109.73 | 13.05 ± 0.94 | 18.63 ± 2.46 | 0.80 |
成熟林 MUm | 44 | 38.34 | 109.73 | 14.65 ± 0.81 | 21.98 ± 3.04 | 0.76 |
Table 1 Basic characteristics of the sample areas of Pinus sylvestris var. mongolica plantation in Yulin, Shaanxi Province (mean ± SD)
龄组 Age group | 林龄 Stand age (a) | 纬度 Longitude (° N) | 经度 Longitude (° E) | 平均树高 Average tree height (m) | 平均胸径 Average tree DBH (cm) | 郁闭度 Canopy density |
---|---|---|---|---|---|---|
中龄林 MUh | 23 | 38.33 | 109.72 | 9.91 ± 1.02 | 14.15 ± 3.05 | 0.72 |
近熟林 MUn | 33 | 38.34 | 109.73 | 13.05 ± 0.94 | 18.63 ± 2.46 | 0.80 |
成熟林 MUm | 44 | 38.34 | 109.73 | 14.65 ± 0.81 | 21.98 ± 3.04 | 0.76 |
Fig. 1 Venn diagram of ectomycorrhizal fungal operational taxonomic unit (OUT) associated with Pinus sylvestris var. mongolica at different growth period (A) and age group (B). Apr., early growth period; July, vigorous growth period; Sept., late growth period. MUh, middle-aged forest; MUm, mature forest; MUn, nearly mature forest.
Fig. 2 Relative abundance of ectomycorrhizal fungi associated with Pinus sylvestris var. mongolica at genus level. The left half of figure shows the relative abundance of ectomycorrhizal fungal genera in different plots, and the right half shows the relative abundance of different ectomycorrhizal fungal genera at different growth period. Others, all genera with a relative abundance less than 1%.
生长期 Growth period | 龄组 Age group | 丰富度 Richness | Chao1指数 Chao1 index | ACE指数 ACE index | Shannon-Wiener指数 Shannon-Wiener index | Simpson指数 Simpson index | Pielou指数 Pielou index |
---|---|---|---|---|---|---|---|
Apr. | MUh | 13 ± 1Ba | 15.78 ± 2.91Ba | 16.44 ± 0.81Aa | 1.64 ± 0.25Aa | 0.75 ± 0.05Aa | 2.64 ± 0.93Aa |
MUn | 13 ± 1Ba | 14.61 ± 2.96Ba | 20.22 ± 2.17Aa | 1.15 ± 0.45Aa | 0.56 ± 0.17Aa | 1.93 ± 0.49Ba | |
MUm | 12 ± 1Ba | 17.00 ± 7.86Ba | 24.65 ± 1.43Aa | 1.02 ± 0.32Aa | 0.46 ± 0.19Aa | 2.43 ± 0.48Aa | |
July | MUh | 24 ± 5Aa | 28.75 ± 8.74Aa | 35.83 ± 2.72Aa | 1.77 ± 0.19Aa | 0.78 ± 0.03Aa | 3.00 ± 0.83Aa |
MUn | 22 ± 2Aa | 26.67 ± 3.06Aa | 26.62 ± 3.04Aa | 1.38 ± 0.28Aa | 0.64 ± 0.09Aa | 2.60 ± 0.27ABa | |
MUm | 23 ± 4Aa | 27.17 ± 6.95Aa | 30.44 ± 3.65Aa | 1.56 ± 0.30Aa | 0.70 ± 0.11Aa | 2.83 ± 0.53Aa | |
Sept. | MUh | 19 ± 3Aa | 19.92 ± 3.02Aa | 20.94 ± 3.42Aa | 1.16 ± 0.46Aa | 0.54 ± 0.19Ba | 2.63 ± 0.50Aa |
MUn | 23 ± 1Aa | 24.92 ± 1.13Aa | 29.09 ± 3.09Aa | 1.53 ± 0.53Aa | 0.66 ± 0.22Aa | 2.95 ± 0.13Aa | |
MUm | 19 ± 5Aa | 26.83 ± 11.73Aa | 26.45 ± 2.41Aa | 1.18 ± 0.54Aa | 0.54 ± 0.20Aa | 2.48 ± 0.77Aa | |
Fgrowth period | 31.705** | 6.606** | 1.804 | 1.676 | 1.955 | 1.424 | |
Fage group | 0.462 | 0.235 | 0.130 | 1.075 | 1.485 | 0.204 | |
Fgrowth period × age group | 1.051 | 0.352 | 0.538 | 1.296 | 1.249 | 1.003 |
Table 2 Α diversity of ectomycorrhizal fungal community associated with Pinus sylvestris var. mongolica at different growth periods (mean ± SD)
生长期 Growth period | 龄组 Age group | 丰富度 Richness | Chao1指数 Chao1 index | ACE指数 ACE index | Shannon-Wiener指数 Shannon-Wiener index | Simpson指数 Simpson index | Pielou指数 Pielou index |
---|---|---|---|---|---|---|---|
Apr. | MUh | 13 ± 1Ba | 15.78 ± 2.91Ba | 16.44 ± 0.81Aa | 1.64 ± 0.25Aa | 0.75 ± 0.05Aa | 2.64 ± 0.93Aa |
MUn | 13 ± 1Ba | 14.61 ± 2.96Ba | 20.22 ± 2.17Aa | 1.15 ± 0.45Aa | 0.56 ± 0.17Aa | 1.93 ± 0.49Ba | |
MUm | 12 ± 1Ba | 17.00 ± 7.86Ba | 24.65 ± 1.43Aa | 1.02 ± 0.32Aa | 0.46 ± 0.19Aa | 2.43 ± 0.48Aa | |
July | MUh | 24 ± 5Aa | 28.75 ± 8.74Aa | 35.83 ± 2.72Aa | 1.77 ± 0.19Aa | 0.78 ± 0.03Aa | 3.00 ± 0.83Aa |
MUn | 22 ± 2Aa | 26.67 ± 3.06Aa | 26.62 ± 3.04Aa | 1.38 ± 0.28Aa | 0.64 ± 0.09Aa | 2.60 ± 0.27ABa | |
MUm | 23 ± 4Aa | 27.17 ± 6.95Aa | 30.44 ± 3.65Aa | 1.56 ± 0.30Aa | 0.70 ± 0.11Aa | 2.83 ± 0.53Aa | |
Sept. | MUh | 19 ± 3Aa | 19.92 ± 3.02Aa | 20.94 ± 3.42Aa | 1.16 ± 0.46Aa | 0.54 ± 0.19Ba | 2.63 ± 0.50Aa |
MUn | 23 ± 1Aa | 24.92 ± 1.13Aa | 29.09 ± 3.09Aa | 1.53 ± 0.53Aa | 0.66 ± 0.22Aa | 2.95 ± 0.13Aa | |
MUm | 19 ± 5Aa | 26.83 ± 11.73Aa | 26.45 ± 2.41Aa | 1.18 ± 0.54Aa | 0.54 ± 0.20Aa | 2.48 ± 0.77Aa | |
Fgrowth period | 31.705** | 6.606** | 1.804 | 1.676 | 1.955 | 1.424 | |
Fage group | 0.462 | 0.235 | 0.130 | 1.075 | 1.485 | 0.204 | |
Fgrowth period × age group | 1.051 | 0.352 | 0.538 | 1.296 | 1.249 | 1.003 |
Fig. 3 Community structure of the ectomycorrhizal fungi associated with Pinus sylvestris var. mongolica at different growth periods. A, Non-metric multidimensional scaling (NMDS) analysis. B, Corheatmap (top10 genera). Apr., early growth period; July, vigorous growth period; Sept., late growth period. MUh, middle-aged forest; MUm, mature forest; MUn, nearly mature forest.
组别 Group | 指示种 Indicator species | 属 Genus | 指示值 Indicator value | p |
---|---|---|---|---|
Apr. | OTU216 | 盾盘菌属 Scutellinia | 0.970 | 0.001 |
July | OTU27 | 茸盖亚属 Mallocybe | 0.976 | 0.001 |
OTU104 | 茸盖亚属 Mallocybe | 0.960 | 0.003 | |
OTU20 | 丝盖伞属 Inocybe | 0.975 | 0.001 | |
OTU88 | 丝盖伞属 Inocybe | 0.957 | 0.003 | |
OTU142 | 丝盖伞属 Inocybe | 0.930 | 0.001 | |
OTU892 | 阿太菌属 Amphinema | 0.879 | 0.001 | |
OTU368 | 棉革菌属 Tomentella | 0.846 | 0.028 | |
OTU441 | 棉革菌属 Tomentella | 0.789 | 0.047 | |
Sept. | OTU207 | 丝盖伞属 Inocybe | 0.922 | 0.006 |
OTU420 | 棉革菌属 Tomentella | 0.839 | 0.024 | |
OTU264 | 地孔菌属 Geopora | 0.815 | 0.001 |
Table 3 Indicator species of ectomycorrhizal fungal community associated with Pinus sylvestris var. mongolica at different growth periods
组别 Group | 指示种 Indicator species | 属 Genus | 指示值 Indicator value | p |
---|---|---|---|---|
Apr. | OTU216 | 盾盘菌属 Scutellinia | 0.970 | 0.001 |
July | OTU27 | 茸盖亚属 Mallocybe | 0.976 | 0.001 |
OTU104 | 茸盖亚属 Mallocybe | 0.960 | 0.003 | |
OTU20 | 丝盖伞属 Inocybe | 0.975 | 0.001 | |
OTU88 | 丝盖伞属 Inocybe | 0.957 | 0.003 | |
OTU142 | 丝盖伞属 Inocybe | 0.930 | 0.001 | |
OTU892 | 阿太菌属 Amphinema | 0.879 | 0.001 | |
OTU368 | 棉革菌属 Tomentella | 0.846 | 0.028 | |
OTU441 | 棉革菌属 Tomentella | 0.789 | 0.047 | |
Sept. | OTU207 | 丝盖伞属 Inocybe | 0.922 | 0.006 |
OTU420 | 棉革菌属 Tomentella | 0.839 | 0.024 | |
OTU264 | 地孔菌属 Geopora | 0.815 | 0.001 |
Fig. 4 Interactions of ectomycorrhizal fungi community associated with Pinus sylvestris var. mongolica at different growth periods. Colors represent different modules. Links represent the positive interaction between nodes. Apr., early growth period; July, vigorous growth period; Sept., late growth period. MUh, middle-aged forest; MUm, mature forest; MUn, nearly mature forest.
拓扑特征 Topological feature | 生长期 Growth period | 龄组 Age group | |||||
---|---|---|---|---|---|---|---|
Apr. | July | Sept. | MUh | MUn | MUm | ||
经验网络 Empirical network | 节点 Node | 37 | 65 | 69 | 65 | 67 | 66 |
边 Edge | 87 | 201 | 241 | 243 | 211 | 201 | |
模块化 Modularity | 0.663 | 0.730 | 0.798 | 0.772 | 0.819 | 0.776 | |
平均度 Average degree | 4.703 | 6.185 | 6.986 | 7.477 | 6.299 | 6.091 | |
平均路径长度 Average path length | 1.215 | 1.659 | 1.159 | 1.349 | 1.202 | 2.120 | |
平均聚类系数 Average clustering coefficient | 0.901 | 0.911 | 0.952 | 0.923 | 0.941 | 0.820 | |
正相关 Positive | 87 (100%) | 201 (100%) | 241 (100%) | 243 (100%) | 211 (100%) | 201 (100%) | |
随机网络 Random network | 平均路径长度 Average path length | 1.025 | 1.512 | 1.100 | 1.196 | 1.087 | 1.864 |
平均聚类系数 Average clustering coefficient | 0.841 | 0.865 | 0.912 | 0.918 | 0.921 | 0.798 |
Table 4 Topological characteristics of ectomycorrhizal fungal community associated with Pinus sylvestris var. mongolica at different growth periods
拓扑特征 Topological feature | 生长期 Growth period | 龄组 Age group | |||||
---|---|---|---|---|---|---|---|
Apr. | July | Sept. | MUh | MUn | MUm | ||
经验网络 Empirical network | 节点 Node | 37 | 65 | 69 | 65 | 67 | 66 |
边 Edge | 87 | 201 | 241 | 243 | 211 | 201 | |
模块化 Modularity | 0.663 | 0.730 | 0.798 | 0.772 | 0.819 | 0.776 | |
平均度 Average degree | 4.703 | 6.185 | 6.986 | 7.477 | 6.299 | 6.091 | |
平均路径长度 Average path length | 1.215 | 1.659 | 1.159 | 1.349 | 1.202 | 2.120 | |
平均聚类系数 Average clustering coefficient | 0.901 | 0.911 | 0.952 | 0.923 | 0.941 | 0.820 | |
正相关 Positive | 87 (100%) | 201 (100%) | 241 (100%) | 243 (100%) | 211 (100%) | 201 (100%) | |
随机网络 Random network | 平均路径长度 Average path length | 1.025 | 1.512 | 1.100 | 1.196 | 1.087 | 1.864 |
平均聚类系数 Average clustering coefficient | 0.841 | 0.865 | 0.912 | 0.918 | 0.921 | 0.798 |
因子 Factor | 顺序 Order | RDA1 | RDA2 | R2 | p |
---|---|---|---|---|---|
pH | 1 | 0.644 | -0.765 | 0.691 | 0.024 |
RHa | 2 | -0.094 | -0.996 | 0.641 | 0.028 |
SDa | 3 | -0.627 | 0.779 | 0.389 | 0.134 |
Ta | 4 | 0.688 | -0.726 | 0.474 | 0.134 |
SOC | 5 | 0.974 | -0.228 | 0.365 | 0.250 |
Pa | 6 | 0.549 | -0.836 | 0.278 | 0.410 |
TN | 7 | -0.872 | 0.490 | 0.196 | 0.525 |
SP | 8 | -0.259 | 0.966 | 0.199 | 0.550 |
AP | 9 | 0.703 | -0.711 | 0.180 | 0.584 |
SWC | 10 | 0.588 | -0.809 | 0.057 | 0835 |
AN | 11 | -0.747 | 0.665 | 0.013 | 0.954 |
TP | 12 | 0.736 | -0.677 | 0.003 | 0.992 |
Table 5 Constrained ordination of environmental factors in the redundancy analysis (RDA) of relative abundance of ectomycorrhizal fungal genus associated with Pinus sylvestris var. mongolica and environmental factors
因子 Factor | 顺序 Order | RDA1 | RDA2 | R2 | p |
---|---|---|---|---|---|
pH | 1 | 0.644 | -0.765 | 0.691 | 0.024 |
RHa | 2 | -0.094 | -0.996 | 0.641 | 0.028 |
SDa | 3 | -0.627 | 0.779 | 0.389 | 0.134 |
Ta | 4 | 0.688 | -0.726 | 0.474 | 0.134 |
SOC | 5 | 0.974 | -0.228 | 0.365 | 0.250 |
Pa | 6 | 0.549 | -0.836 | 0.278 | 0.410 |
TN | 7 | -0.872 | 0.490 | 0.196 | 0.525 |
SP | 8 | -0.259 | 0.966 | 0.199 | 0.550 |
AP | 9 | 0.703 | -0.711 | 0.180 | 0.584 |
SWC | 10 | 0.588 | -0.809 | 0.057 | 0835 |
AN | 11 | -0.747 | 0.665 | 0.013 | 0.954 |
TP | 12 | 0.736 | -0.677 | 0.003 | 0.992 |
Fig. 5 Relationship of ectomycorrhizal fungal communities and soil properties associated with Pinus sylvestris var. mongolica plantation. A, Redundancy analysis (RDA) between ectomycorrhizal fungi and environmental factors. B, Correlation analysis between relative abundance of main ectomycorrhizal fungal genera and environmental factors. C, Correlation analysis between environmental factors. *, p < 0.05; **, p < 0.01. The dots’ size in the RDA analysis represents the relative abundance of ectomycorrhizal fungal genera, the bigger the size, the higher of the relative abundance. The oblate and the darker the color of the ellipse between soil physical and chemical factors represent the stronger correlation, red represents the positive and blue represents the negative. AN, soil ammonia nitrogen content; AP, soil available phosphorus content; Pa, annual precipitation; RHa, annual relative humidity; SDa, annual sunshine duration; SOC, soil organic carbon content; SP, soil porosity; SWC, soil water content; Ta, annual air temperature; TN, soil total nitrogen content; TP, soil total phosphorus content.
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