Chin J Plant Ecol ›› 2025, Vol. 49 ›› Issue (9): 1556-1568.DOI: 10.17521/cjpe.2024.0362 cstr: 32100.14.cjpe.2024.0362
• Research Articles • Previous Articles
TENG An-Ping1, LIU Ming-Hui1, GAO Guang-Lei1,2,3,4,5,*(
)(
), DING Guo-Dong1,3,4,5, ZHANG Ying1,4,5, LI Qi-Yan1
Received:2024-10-20
Accepted:2025-08-25
Online:2025-09-20
Published:2025-09-23
Contact:
GAO Guang-Lei
Supported by:TENG An-Ping, LIU Ming-Hui, GAO Guang-Lei, DING Guo-Dong, ZHANG Ying, LI Qi-Yan. Soil fungal-bacterial co-occurrence network of Pinus sylvestris var. mongolica plantation in Horqin Desert[J]. Chin J Plant Ecol, 2025, 49(9): 1556-1568.
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URL: https://www.plant-ecology.com/EN/10.17521/cjpe.2024.0362
| 样地 Plot | 林龄 Stand age (a) | 平均树高 Average height (m) | 平均胸径 Average DBH (cm) | 林分密度 Stand density (plant·hm-2) | 郁闭度 Canopy density |
|---|---|---|---|---|---|
| HQh | 26 | 10.26 ± 1.47 | 16.93 ± 2.81 | 1 650 | 0.72 |
| HQn | 33 | 10.61 ± 1.03 | 14.06 ± 2.44 | 1 650 | 0.75 |
| HQm | 43 | 11.12 ± 1.74 | 21.07 ± 1.02 | 1 650 | 0.68 |
| HQG | - | - | - | - | 0.75 |
Table 1 Basic characteristics of the sample areas of Pinus sylvestris var. mongolica plantation in Horqin Desert (mean ± SD)
| 样地 Plot | 林龄 Stand age (a) | 平均树高 Average height (m) | 平均胸径 Average DBH (cm) | 林分密度 Stand density (plant·hm-2) | 郁闭度 Canopy density |
|---|---|---|---|---|---|
| HQh | 26 | 10.26 ± 1.47 | 16.93 ± 2.81 | 1 650 | 0.72 |
| HQn | 33 | 10.61 ± 1.03 | 14.06 ± 2.44 | 1 650 | 0.75 |
| HQm | 43 | 11.12 ± 1.74 | 21.07 ± 1.02 | 1 650 | 0.68 |
| HQG | - | - | - | - | 0.75 |
| 引物 Primer | 引物序列(5′-3′) Primer sequence (5′-3′) | 目标基因 Target genes | 目标区 Target area | |
|---|---|---|---|---|
| 细菌 Bacteria | 338F | CCTACGGGAGGCAGCAG | 16S | V3-V4 |
| 806R | ATTACCGCGGCTGCTGG | |||
| 真菌 Fungi | ITS1F | CTTGGTCATTTAGACGAAGTAA | ITS | ITS1 |
| ITS2 | GCTGCGTTCTTCATCGATGC |
Table 2 Soil bacterial and fungal primer information
| 引物 Primer | 引物序列(5′-3′) Primer sequence (5′-3′) | 目标基因 Target genes | 目标区 Target area | |
|---|---|---|---|---|
| 细菌 Bacteria | 338F | CCTACGGGAGGCAGCAG | 16S | V3-V4 |
| 806R | ATTACCGCGGCTGCTGG | |||
| 真菌 Fungi | ITS1F | CTTGGTCATTTAGACGAAGTAA | ITS | ITS1 |
| ITS2 | GCTGCGTTCTTCATCGATGC |
| 拓扑参数 Topological parameter | HQG | HQh | HQn | HQm | |
|---|---|---|---|---|---|
| 经验网络 Empirical networks | 节点 Node | 757 | 1 369 | 1 200 | 873 |
| 边 Edge | 6 551 | 9 901 | 3 169 | 2 275 | |
| 正相关 Positive (%) | 99.69 | 99.23 | 99.18 | 99.16 | |
| 负相关 Negative (%) | 0.31 | 0.77 | 0.82 | 0.84 | |
| 平均度 Average degree | 17.308 | 14.465 | 5.282 | 5.212 | |
| 图直径 Graph diameter | 44 | 37 | 29 | 18 | |
| 图密度 Graph density | 0.023 | 0.011 | 0.004 | 0.006 | |
| 平均路径长度 Average path distance | 14.746 | 14.512 | 9.020 | 4.574 | |
| 聚类系数 Clustering coefficient | 0.771 | 0.745 | 0.596 | 0.700 | |
| 模块化 Modularity | 0.801 | 0.647 | 0.865 | 0.813 | |
| 随机网络 Random networks | 平均路径长度 Average path distance | 2.640 | 2.967 | 4.452 | 4.275 |
| 平均聚类系数 Average clustering coefficient | 0.022 | 0.011 | 0.004 | 0.007 | |
| 模块化 Modularity | 0.200 | 0.220 | 0.426 | 0.427 | |
Table 3 Soil fungal-bacterial networks and random network topological parameters of Pinus sylvestris var. mongolica plantation in Horqin Desert
| 拓扑参数 Topological parameter | HQG | HQh | HQn | HQm | |
|---|---|---|---|---|---|
| 经验网络 Empirical networks | 节点 Node | 757 | 1 369 | 1 200 | 873 |
| 边 Edge | 6 551 | 9 901 | 3 169 | 2 275 | |
| 正相关 Positive (%) | 99.69 | 99.23 | 99.18 | 99.16 | |
| 负相关 Negative (%) | 0.31 | 0.77 | 0.82 | 0.84 | |
| 平均度 Average degree | 17.308 | 14.465 | 5.282 | 5.212 | |
| 图直径 Graph diameter | 44 | 37 | 29 | 18 | |
| 图密度 Graph density | 0.023 | 0.011 | 0.004 | 0.006 | |
| 平均路径长度 Average path distance | 14.746 | 14.512 | 9.020 | 4.574 | |
| 聚类系数 Clustering coefficient | 0.771 | 0.745 | 0.596 | 0.700 | |
| 模块化 Modularity | 0.801 | 0.647 | 0.865 | 0.813 | |
| 随机网络 Random networks | 平均路径长度 Average path distance | 2.640 | 2.967 | 4.452 | 4.275 |
| 平均聚类系数 Average clustering coefficient | 0.022 | 0.011 | 0.004 | 0.007 | |
| 模块化 Modularity | 0.200 | 0.220 | 0.426 | 0.427 | |
Fig. 1 Soil fungal-bacterial network of Pinus sylvestris var. mongolica plantation in Horqin Desert. The red dots represent fungi, the green dots represent bacteria, the blue lines are positively correlated, and the yellow lines are negatively correlated. HQG, grassland; HQh, half-matured forest; HQm, mature forest; HQn, near-mature forest.
| 样地 Plot | 细菌间正相关 Positive correlation between bacteria | 细菌与真菌正相关 Positive correlation between bacteria and fungi | 真菌间正相关 Positive correlation between fungi | 细菌间负相关 Negative correlation between bacteria | 细菌与真菌负相关 Negative correlation between bacteria and fungi | 真菌间负相关 Negative correlation between fungi |
|---|---|---|---|---|---|---|
| HQG | 3 658 | 2 312 | 561 | 15 | 5 | 0 |
| HQh | 6 402 | 2 805 | 618 | 66 | 10 | 0 |
| HQn | 2 465 | 416 | 262 | 25 | 1 | 0 |
| HQm | 1 567 | 486 | 203 | 8 | 9 | 2 |
Table 4 Interaction characteristics of soil fungal-bacterial network of Pinus sylvestris var. mongolica plantation in Horqin Desert
| 样地 Plot | 细菌间正相关 Positive correlation between bacteria | 细菌与真菌正相关 Positive correlation between bacteria and fungi | 真菌间正相关 Positive correlation between fungi | 细菌间负相关 Negative correlation between bacteria | 细菌与真菌负相关 Negative correlation between bacteria and fungi | 真菌间负相关 Negative correlation between fungi |
|---|---|---|---|---|---|---|
| HQG | 3 658 | 2 312 | 561 | 15 | 5 | 0 |
| HQh | 6 402 | 2 805 | 618 | 66 | 10 | 0 |
| HQn | 2 465 | 416 | 262 | 25 | 1 | 0 |
| HQm | 1 567 | 486 | 203 | 8 | 9 | 2 |
Fig. 2 Key nodes of soil fungal-bacterial network of Pinus sylvestris var. mongolica plantation in Horqin Desert. HQG, grassland; HQh, half-matured forest; HQm, mature forest; HQn, near-mature forest.
| 样地 Plot | OTU | 门 Phylum | 纲 Class | 目 Order | 科 Family | 属 Genus | 功能类型 Functional type |
|---|---|---|---|---|---|---|---|
| HQG | - | - | - | - | - | - | - |
| HQh | OTU 1191 | 变形菌门 Proteobacteria | δ变形菌纲 Deltaproteobacteria | SAR324_ cladeMarine_ group_B | - | - | 未知 Unassigned |
| OTU 1432 | 变形菌门 Proteobacteria | δ变形菌纲 Deltaproteobacteria | 硫还原菌目 Desulfurellales | 硫还原菌科 Desulfurellaceae | G55 | 硫呼吸, 硫化物的呼吸 Sulfur respiration, respiration of sulfur compounds | |
| OTU 2119 | 变形菌门 Proteobacteria | δ变形菌纲 Deltaproteobacteria | 黏球菌目 Myxococcales | 海藻科 Haliangiaceae | 黏细菌属 Haliangium | 捕食型或寄生型 Predatory or exoparasitic | |
| OTU 218 | 变形菌门 Proteobacteria | γ变形菌纲 Gammaproteobacteria | 黄单胞菌目 Xanthomonadales | 黄色单胞菌科 Xanthomonadaceae | - | 未知 Unassigned | |
| OTU 232 | 蓝藻门 Cyanobacteria | 黑水仙菌纲 Melainabacteria | 红色杆菌目 Obscuribacterales | - | - | 非光合蓝藻 Non-photosynthetic cyanobacteria | |
| OTU 74 | 变形菌门 Proteobacteria | γ变形菌纲 Gammaproteobacteria | 黄单胞菌目 Xanthomonadales | 黄单胞菌科 Xanthomonadaceae | 砂单胞菌属 Arenimonas | 好氧化能异养, 化能异养 Aerobic chemoheterotrophy, chemoheterotrophy | |
| OTU 895 | 单糖菌门 Saccharibacteria | - | - | - | - | 未知 Unassigned | |
| OTU 903 | 酸杆菌门 Acidobacteria | 索利氏菌纲 Solibacteres | 土菌目 Solibacterales | Solibacteraceae_ Subgroup_3 | - | 未知 Unassigned | |
| HQn | OTU 1623 | 酸杆菌门 Acidobacteria | Subgroup_6 | - | - | - | 未知 Unassigned |
| HQm | OTU 1095 | 匿杆菌门 Latescibacteria | - | - | - | - | 未知 Unassigned |
Table 5 Functional type of soil fungal-bacterial network of Pinus sylvestris var. mongolica plantation in Horqin Desert
| 样地 Plot | OTU | 门 Phylum | 纲 Class | 目 Order | 科 Family | 属 Genus | 功能类型 Functional type |
|---|---|---|---|---|---|---|---|
| HQG | - | - | - | - | - | - | - |
| HQh | OTU 1191 | 变形菌门 Proteobacteria | δ变形菌纲 Deltaproteobacteria | SAR324_ cladeMarine_ group_B | - | - | 未知 Unassigned |
| OTU 1432 | 变形菌门 Proteobacteria | δ变形菌纲 Deltaproteobacteria | 硫还原菌目 Desulfurellales | 硫还原菌科 Desulfurellaceae | G55 | 硫呼吸, 硫化物的呼吸 Sulfur respiration, respiration of sulfur compounds | |
| OTU 2119 | 变形菌门 Proteobacteria | δ变形菌纲 Deltaproteobacteria | 黏球菌目 Myxococcales | 海藻科 Haliangiaceae | 黏细菌属 Haliangium | 捕食型或寄生型 Predatory or exoparasitic | |
| OTU 218 | 变形菌门 Proteobacteria | γ变形菌纲 Gammaproteobacteria | 黄单胞菌目 Xanthomonadales | 黄色单胞菌科 Xanthomonadaceae | - | 未知 Unassigned | |
| OTU 232 | 蓝藻门 Cyanobacteria | 黑水仙菌纲 Melainabacteria | 红色杆菌目 Obscuribacterales | - | - | 非光合蓝藻 Non-photosynthetic cyanobacteria | |
| OTU 74 | 变形菌门 Proteobacteria | γ变形菌纲 Gammaproteobacteria | 黄单胞菌目 Xanthomonadales | 黄单胞菌科 Xanthomonadaceae | 砂单胞菌属 Arenimonas | 好氧化能异养, 化能异养 Aerobic chemoheterotrophy, chemoheterotrophy | |
| OTU 895 | 单糖菌门 Saccharibacteria | - | - | - | - | 未知 Unassigned | |
| OTU 903 | 酸杆菌门 Acidobacteria | 索利氏菌纲 Solibacteres | 土菌目 Solibacterales | Solibacteraceae_ Subgroup_3 | - | 未知 Unassigned | |
| HQn | OTU 1623 | 酸杆菌门 Acidobacteria | Subgroup_6 | - | - | - | 未知 Unassigned |
| HQm | OTU 1095 | 匿杆菌门 Latescibacteria | - | - | - | - | 未知 Unassigned |
Fig. 3 Stability characteristics of soil fungal-bacterial network of Pinus sylvestris var. mongolica plantation in Horqin Desert. Different lowercase letters indicated that there were significant differences in the stability of soil fungal-bacterial network at different stand ages (p < 0.05). HQG, grassland; HQh, half-matured forest; HQm, mature forest; HQn, near-mature forest.
| 土壤因子 Soil factor | HQG | HQh | HQn | HQm |
|---|---|---|---|---|
| 含水量 Water content (%) | 6.13 ± 1.18b | 7.37 ± 0.99a | 6.75 ± 0.91ab | 5.79 ± 0.35b |
| pH | 6.54 ± 1.11a | 6.46 ± 0.35a | 6.65 ± 0.78a | 6.16 ± 0.47a |
| 全氮含量 Total nitrogen content (g·kg-1) | 0.60 ± 0.11a | 0.61 ± 0.06a | 0.64 ± 0.11a | 0.27 ± 0.17b |
| 全磷含量 Total phosphorus content (g·kg-1) | 0.09 ± 0.02a | 0.08 ± 0.03a | 0.11 ± 0.05a | 0.12 ± 0.03a |
| 有机质含量 Organic matter content (g·kg-1) | 1.69 ± 0.39c | 3.63 ± 1.74bc | 6.00 ± 3.33ab | 7.49 ± 3.45a |
| 铵态氮含量 Ammonia nitrogen content (mg·kg-1) | 4.98 ± 0.74a | 4.72 ± 1.24a | 4.32 ± 0.74a | 4.41 ± 0.58a |
| 硝态氮含量 Nitrate nitrogen content (mg·kg-1) | 3.60 ± 1.72b | 3.77 ± 0.77b | 3.78 ± 0.45b | 6.59 ± 2.89a |
| 速效磷含量 Available phosphorus content (g·kg-1) | 12.49 ± 1.22a | 2.31 ± 0.48b | 2.15 ± 0.60b | 2.73 ± 1.78b |
| 速效钾含量 Available kalium content (mg·kg-1) | 60.96 ± 31.92a | 67.33 ± 7.68a | 30.76 ± 11.89b | 29.23 ± 5.58b |
Table 6 Soil physical and chemical properties of Pinus sylvestris var. mongolica plantation in Horqin Desert
| 土壤因子 Soil factor | HQG | HQh | HQn | HQm |
|---|---|---|---|---|
| 含水量 Water content (%) | 6.13 ± 1.18b | 7.37 ± 0.99a | 6.75 ± 0.91ab | 5.79 ± 0.35b |
| pH | 6.54 ± 1.11a | 6.46 ± 0.35a | 6.65 ± 0.78a | 6.16 ± 0.47a |
| 全氮含量 Total nitrogen content (g·kg-1) | 0.60 ± 0.11a | 0.61 ± 0.06a | 0.64 ± 0.11a | 0.27 ± 0.17b |
| 全磷含量 Total phosphorus content (g·kg-1) | 0.09 ± 0.02a | 0.08 ± 0.03a | 0.11 ± 0.05a | 0.12 ± 0.03a |
| 有机质含量 Organic matter content (g·kg-1) | 1.69 ± 0.39c | 3.63 ± 1.74bc | 6.00 ± 3.33ab | 7.49 ± 3.45a |
| 铵态氮含量 Ammonia nitrogen content (mg·kg-1) | 4.98 ± 0.74a | 4.72 ± 1.24a | 4.32 ± 0.74a | 4.41 ± 0.58a |
| 硝态氮含量 Nitrate nitrogen content (mg·kg-1) | 3.60 ± 1.72b | 3.77 ± 0.77b | 3.78 ± 0.45b | 6.59 ± 2.89a |
| 速效磷含量 Available phosphorus content (g·kg-1) | 12.49 ± 1.22a | 2.31 ± 0.48b | 2.15 ± 0.60b | 2.73 ± 1.78b |
| 速效钾含量 Available kalium content (mg·kg-1) | 60.96 ± 31.92a | 67.33 ± 7.68a | 30.76 ± 11.89b | 29.23 ± 5.58b |
Fig. 4 Correlation between soil fungal-bacterial network characteristics and soil characteristics of Pinus sylvestris var. mongolica plantation in Horqin Desert. * indicates significant correlation (p < 0.05); ** indicates extremely significant correlation (p < 0.01). In the heat map, orange represents the positive correlation, and blue represents the negative correlation.
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