Biodiv Sci ›› 2025, Vol. 33 ›› Issue (1): 24228. DOI: 10.17520/biods.2024228 cstr: 32101.14.biods.2024228
• Original Papers: Microbial Diversity • Previous Articles Next Articles
Zihong Chen1,2(), Yifei Zhang1,2(
), Kai Chen1,2(
), Jianying Chen3, Ling Xu1,2,*(
)(
)
Received:
2024-06-11
Accepted:
2024-09-09
Online:
2025-01-20
Published:
2024-12-20
Contact:
* E-mail: Supported by:
Zihong Chen, Yifei Zhang, Kai Chen, Jianying Chen, Ling Xu. Species diversity of entomopathogenic fungi and the influencing factors in the Southern Gaoligong Mountains[J]. Biodiv Sci, 2025, 33(1): 24228.
海拔段 Altitude sections | 植被类型 Vegetation type | 采样地 Sampling location | 土壤温度 Soil temperature (℃) | 土壤湿度 Soil humidity (%) | 空气温度 Air temperature (℃) | 空气湿度 Air humidity (%) | pH值 pH value |
---|---|---|---|---|---|---|---|
I (700-1,100 m) | 干热河谷 Dry-hot vally | 潞江坝 Lujiang Dam | 23.3-27.3 | 14.5-25.9 | 26.5-31.1 | 59.1-67.4 | 6.2-6.6 |
II (1,200-1,600 m) | 亚热带雨林 Subtropical rain forest | 澡塘河、鱼洞河、旱龙寨 Zaotang River, Yudong River, and Hanlong village | 16.8-23.7 | 41.5-60.7 | 17.9-29.6 | 63.0-71.3 | 6.3-6.9 |
III (1,700-2,100 m) | 中山湿性常绿阔叶林 Middle mountain wet evergreen broad-leaved forest | 旧街子、二台坡、林家铺 Jiujiezi, Ertaipo, and Linjiapu | 16.1-20.2 | 55.6-62.6 | 17.4-26.3 | 67.5-74.8 | 6.0-6.4 |
IV (2,200-2,600 m) | 针阔混交林 Mixed broadleaf-conifer forest | 赧亢、黄竹河 Nankang and Huangzhu River | 14.2-15.1 | 47.9-59.9 | 15.7-16.7 | 65.0-72.1 | 6.5-6.7 |
V (2,700-3,100 m) | 针叶林 Coniferous forest | 南斋公房 South Zhaigongfang | 11.0-13.2 | 56.9-71.8 | 13.7-15.7 | 70.1-76.0 | 6.2-6.7 |
Table 1 Ecological factors at different altitude sections along the Southern Gaoligong Mountains (June-September 2019-2021)
海拔段 Altitude sections | 植被类型 Vegetation type | 采样地 Sampling location | 土壤温度 Soil temperature (℃) | 土壤湿度 Soil humidity (%) | 空气温度 Air temperature (℃) | 空气湿度 Air humidity (%) | pH值 pH value |
---|---|---|---|---|---|---|---|
I (700-1,100 m) | 干热河谷 Dry-hot vally | 潞江坝 Lujiang Dam | 23.3-27.3 | 14.5-25.9 | 26.5-31.1 | 59.1-67.4 | 6.2-6.6 |
II (1,200-1,600 m) | 亚热带雨林 Subtropical rain forest | 澡塘河、鱼洞河、旱龙寨 Zaotang River, Yudong River, and Hanlong village | 16.8-23.7 | 41.5-60.7 | 17.9-29.6 | 63.0-71.3 | 6.3-6.9 |
III (1,700-2,100 m) | 中山湿性常绿阔叶林 Middle mountain wet evergreen broad-leaved forest | 旧街子、二台坡、林家铺 Jiujiezi, Ertaipo, and Linjiapu | 16.1-20.2 | 55.6-62.6 | 17.4-26.3 | 67.5-74.8 | 6.0-6.4 |
IV (2,200-2,600 m) | 针阔混交林 Mixed broadleaf-conifer forest | 赧亢、黄竹河 Nankang and Huangzhu River | 14.2-15.1 | 47.9-59.9 | 15.7-16.7 | 65.0-72.1 | 6.5-6.7 |
V (2,700-3,100 m) | 针叶林 Coniferous forest | 南斋公房 South Zhaigongfang | 11.0-13.2 | 56.9-71.8 | 13.7-15.7 | 70.1-76.0 | 6.2-6.7 |
Fig. 1 Morphology of some Cordyceps specimens from Southern Gaoligong Mountains. A, Cordyceps militaris; B, C. albocitrina; C, C. cicadae; D, C. cateniannulata; E, C. fumosorosea; F, C. tenuipes; G, Ophiocordyceps sphecocephala; H, O. tricentric; I, O. neonutans; J, Nomuraea atypicola; K, Purpureocillium lilacinus; L, O. thompsonii; M, Metarhizium anisopliae; N, M. guizhouense; O, M. pemphigi; P, M. rileyi; Q, M. brunneum; R, M. lymantriidae. Bars = 1 cm.
Fig. 2 Maximum likelihood (ML) tree of entomopathogenic fungi in the Southern Gaoligong Mountains based on multigene (nrSSU, nrLSU, EF-1α, RPB1 and RPB2) dataset. Those from the Southern Gaoligong Mountains are marked in red and bold. The regions of the same color in the outer circle represent species belonging to the same family. The Chinese names of the families and the genera are shown in Appendix 1. The serial numbers after the species name are the GenBank accession numbers of the strains. The number above each branch node represents the support value. The scale bar indicates the genetic distance. Asterisk indicated the type strains in the species.
Fig. 3 The rarefraction curves of entomopathogenic fungi at different altitude sections along the Southern Gaoligong Mountains. The solid line represents the internal interpolation of measured values using the number of individuals and species; the dashed line represents the predicted value using the epitaxy of measured values of the number of individuals and species. I‒V are different altitude sections.
海拔段 Altitude sections | 菌株数 Strain number | 物种丰富度 Species richness | Shannon-Wiener多样性指数 Shannon-Wiener diversity index | Simpson多样性指数 Simpson diversity index | Simpson优势度指数 Simpson dominance index | Pielou均匀度指数 Pielou evenness index |
---|---|---|---|---|---|---|
I (700-1,100 m) | 218 | 12 | 1.962 | 0.799 | 0.201 | 0.790 |
II (1,200-1,600 m) | 491 | 38 | 2.686 | 0.884 | 0.116 | 0.738 |
Ⅲ (1,700-2,100 m) | 766 | 49 | 2.677 | 0.876 | 0.124 | 0.688 |
IV (2,200-2,600 m) | 447 | 20 | 1.960 | 0.782 | 0.218 | 0.654 |
V (2,700-3,100 m) | 253 | 6 | 0.807 | 0.385 | 0.615 | 0.450 |
Table 2 Vertical distribution of entomopathogenic fungi at different altitude sections along the Southern Gaoligong Mountains
海拔段 Altitude sections | 菌株数 Strain number | 物种丰富度 Species richness | Shannon-Wiener多样性指数 Shannon-Wiener diversity index | Simpson多样性指数 Simpson diversity index | Simpson优势度指数 Simpson dominance index | Pielou均匀度指数 Pielou evenness index |
---|---|---|---|---|---|---|
I (700-1,100 m) | 218 | 12 | 1.962 | 0.799 | 0.201 | 0.790 |
II (1,200-1,600 m) | 491 | 38 | 2.686 | 0.884 | 0.116 | 0.738 |
Ⅲ (1,700-2,100 m) | 766 | 49 | 2.677 | 0.876 | 0.124 | 0.688 |
IV (2,200-2,600 m) | 447 | 20 | 1.960 | 0.782 | 0.218 | 0.654 |
V (2,700-3,100 m) | 253 | 6 | 0.807 | 0.385 | 0.615 | 0.450 |
Fig. 4 Variation in the number of strains (A) and species (B) of soil- and insect-derived entomopathogenic fungi from different altitude sections. I-V are different altitude sections. I, 700-1,100 m; II, 1,200-1,600 m; III, 1,700-2,100 m; IV, 2,200-2,600 m; V, 2,700-3,100 m.
Fig. 5 Community cluster map of entomopathogenic fungi at different altitude sections in the Southern Gaoligong Mountains. A, From soil; B, From insect. The scale represents the distance or degree of difference between samples. The closer the value is to 0, the higher the similarity in species composition of the samples corresponding to the altitude sections.
海拔段 Altitude sections | 相似性系数 Similarity coefficient | ||||
---|---|---|---|---|---|
I | II | III | IV | ||
来自土壤 Soil-derived | II | 0.564 | |||
III | 0.385 | 0.505 | |||
IV | 0.398 | 0.553 | 0.527 | ||
V | 0.221 | 0.214 | 0.255 | 0.452 | |
来自昆虫 Insect-derived | II | 0.054 | |||
III | 0.037 | 0.295 | |||
IV | 0.078 | 0.092 | 0.082 | ||
V | 0.020 | 0.008 | 0.016 | 0.065 |
Table 3 Community similarity analysis of entomopathogenic fungi at different altitude sections in the Southern Gaoligong Mountains. I-V are different altitude sections. I, 700-1,100 m; II, 1,200-1,600 m; III, 1,700-2,100 m; IV, 2,200-2,600 m; V, 2,700-3,100 m.
海拔段 Altitude sections | 相似性系数 Similarity coefficient | ||||
---|---|---|---|---|---|
I | II | III | IV | ||
来自土壤 Soil-derived | II | 0.564 | |||
III | 0.385 | 0.505 | |||
IV | 0.398 | 0.553 | 0.527 | ||
V | 0.221 | 0.214 | 0.255 | 0.452 | |
来自昆虫 Insect-derived | II | 0.054 | |||
III | 0.037 | 0.295 | |||
IV | 0.078 | 0.092 | 0.082 | ||
V | 0.020 | 0.008 | 0.016 | 0.065 |
Fig. 6 Relative abundance of entomopathogenic fungi species at different altitudes in the Southern Gaoligong Mountains. A, From soil; B, From insect. I-V are different altitude sections. I, 700-1,100 m; II, 1,200-1,600 m; III, 1,700-2,100 m; IV, 2,200-2,600 m; V, 2,700-3,100 m. The Chinese names of each species are shown in Appendix 1.
菌株来源 Strain source | 优势种 Dominant species | 菌株数 Strain number | 菌株数百分比 Percentage (%) | 各海拔段菌株数占比 Percentage of strain number in each altitude section (%) | ||||
---|---|---|---|---|---|---|---|---|
I | II | III | IV | V | ||||
土壤 Soil | 球孢白僵菌 Beauveria bassiana | 588 | 44.18 | 40.80 | 28.93 | 32.73 | 42.48 | 79.27 |
棕色绿僵菌 Metarhizium brunneum | 410 | 30.80 | 34.48 | 41.74 | 42.12 | 30.97 | 2.03 | |
平沙绿僵菌 M. pingshaense | 94 | 7.06 | - | 4.55 | 1.21 | 13.57 | 13.41 | |
昆虫 Insects | 球孢白僵菌 Beauveria bassiana | 153 | 18.13 | - | 16.06 | 20.64 | 21.30 | - |
蝉花 Cordyceps cicadae | 103 | 12.20 | - | 16.87 | 13.99 | - | - | |
垂头线虫草 Ophiocordyceps nutans | 74 | 8.77 | - | 17.27 | 7.11 | - | - |
Table 4 Distribution characteristics of dominant species in the Southern Gaoligong Mountains. “-” means the species has not been found at the altitude sections. I-V are different altitude sections. I, 700-1,100 m; II, 1,200-1,600 m; III, 1,700-2,100 m; IV, 2,200-2,600 m; V, 2,700-3,100 m.
菌株来源 Strain source | 优势种 Dominant species | 菌株数 Strain number | 菌株数百分比 Percentage (%) | 各海拔段菌株数占比 Percentage of strain number in each altitude section (%) | ||||
---|---|---|---|---|---|---|---|---|
I | II | III | IV | V | ||||
土壤 Soil | 球孢白僵菌 Beauveria bassiana | 588 | 44.18 | 40.80 | 28.93 | 32.73 | 42.48 | 79.27 |
棕色绿僵菌 Metarhizium brunneum | 410 | 30.80 | 34.48 | 41.74 | 42.12 | 30.97 | 2.03 | |
平沙绿僵菌 M. pingshaense | 94 | 7.06 | - | 4.55 | 1.21 | 13.57 | 13.41 | |
昆虫 Insects | 球孢白僵菌 Beauveria bassiana | 153 | 18.13 | - | 16.06 | 20.64 | 21.30 | - |
蝉花 Cordyceps cicadae | 103 | 12.20 | - | 16.87 | 13.99 | - | - | |
垂头线虫草 Ophiocordyceps nutans | 74 | 8.77 | - | 17.27 | 7.11 | - | - |
Fig. 7 Redundancy analysis (RDA) ranking on species diversity of entomopathogenic fungi and ecological factors in the Southern Gaoligong Mountains. A, From soil; B, From insect. The blue solid arrow represents the diversity index of entomopathogenic fungi, and the red hollow arrow represents the environment influencing factors.
生态因子 Ecological factor | 解释度 Explanation degree (%) | F检验 F test | P | |
---|---|---|---|---|
来自土壤的昆虫病原真菌 Soil-derived entomopathogenic fungi | 海拔 Altitude | 14.8 | 4.0 | 0.020 |
土壤温度 Soil temperature | 14.0 | 3.7 | 0.024 | |
空气温度 Air temperature | 12.3 | 3.2 | 0.060 | |
空气湿度 Air humidity | 6.7 | 1.7 | 0.194 | |
土壤湿度 Soil humidity | 5.6 | 1.4 | 0.266 | |
pH值 pH value | 1.4 | 0.3 | 0.744 | |
来自昆虫的昆虫病原真菌 Insect-derived entomopathogenic fungi | 海拔 Altitude | 23.8 | 8.8 | 0.002 |
空气湿度 Air humidity | 16.4 | 4.5 | 0.038 | |
pH值 pH value | 3.3 | 1.2 | 0.276 | |
空气温度 Air temperature | 3.0 | 1.1 | 0.324 | |
土壤湿度 Soil humidity | 2.1 | 0.8 | 0.356 | |
土壤温度 Soil temperature | 0.3 | 0.1 | 0.770 |
Table 5 Interpretation rate and significance test of environmental factors on the species diversity indices of entomopathogenic fungi in the Southern Gaoligong Mountains
生态因子 Ecological factor | 解释度 Explanation degree (%) | F检验 F test | P | |
---|---|---|---|---|
来自土壤的昆虫病原真菌 Soil-derived entomopathogenic fungi | 海拔 Altitude | 14.8 | 4.0 | 0.020 |
土壤温度 Soil temperature | 14.0 | 3.7 | 0.024 | |
空气温度 Air temperature | 12.3 | 3.2 | 0.060 | |
空气湿度 Air humidity | 6.7 | 1.7 | 0.194 | |
土壤湿度 Soil humidity | 5.6 | 1.4 | 0.266 | |
pH值 pH value | 1.4 | 0.3 | 0.744 | |
来自昆虫的昆虫病原真菌 Insect-derived entomopathogenic fungi | 海拔 Altitude | 23.8 | 8.8 | 0.002 |
空气湿度 Air humidity | 16.4 | 4.5 | 0.038 | |
pH值 pH value | 3.3 | 1.2 | 0.276 | |
空气温度 Air temperature | 3.0 | 1.1 | 0.324 | |
土壤湿度 Soil humidity | 2.1 | 0.8 | 0.356 | |
土壤温度 Soil temperature | 0.3 | 0.1 | 0.770 |
Fig. 8 Pearson correlation between species diversity of entomopathogenic fungi and ecological factors in the Southern Gaoligong Mountains. A, From soil; B, From insect. The values in the scale bar represents the correlation coefficients. The red color represents Positive correlation; The blue color represents Negative correlation. The darker the color is, the stronger the correlation is. * P < 0.05, ** P < 0.01, *** P < 0.001.
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