Chin J Plant Ecol ›› 2024, Vol. 48 ›› Issue (12): 1692-1707.DOI: 10.17521/cjpe.2023.0221 cstr: 32100.14.cjpe.2023.0221
• Research Articles • Previous Articles
LI Yun-Yi1,2, ZHENG Jin1, YAN Xiao-Yan1,3, LI Shuang1, LUO Lin4, TONG Jin1, ZHAO Chun-Zhang1,*()
Received:
2023-08-01
Accepted:
2024-04-08
Online:
2024-12-20
Published:
2024-12-20
Contact:
ZHAO Chun-Zhang
Supported by:
LI Yun-Yi, ZHENG Jin, YAN Xiao-Yan, LI Shuang, LUO Lin, TONG Jin, ZHAO Chun-Zhang. Effects of warming on phyllosphere and rhizosphere bacterial communities in Picea asperata and Fargesia nitida[J]. Chin J Plant Ecol, 2024, 48(12): 1692-1707.
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URL: https://www.plant-ecology.com/EN/10.17521/cjpe.2023.0221
指数 Index | 组间比较 Component comparison | p | ||||||
---|---|---|---|---|---|---|---|---|
LU | LW | SU | SW | R | W | R × W | ||
云杉 Picea asperata | Chao | 781.33 ± 199.63bc | 563.77 ± 121.65c | 1337.98 ± 165.33a | 1167.56 ± 49.55ab | 0.004 | 0.219 | 0.875 |
Shannon-Wiener | 4.95 ± 0.21b | 4.13 ± 0.32c | 6.69 ± 0.10a | 6.58 ± 0.04a | <0.0 01 | 0.048 | 0.114 | |
Simpson | 0.07 ± 0.01b | 0.03 ± 0.01b | 0.43 ± 0.04a | 0.41 ± 0.03a | <0.001 | 0.275 | 0.859 | |
华西箭竹 Fargesia nitida | Chao | 348.29 ± 79.32b | 480.75 ± 51.24b | 2147.78 ± 45.24a | 2307.66 ± 117.88a | <0.001 | 0.101 | 0.866 |
Shannon-Wiener | 3.81 ± 0.24b | 4.01 ± 0.10b | 7.12 ± 0.02a | 7.18 ± 0.04a | <0.001 | 0.370 | 0.626 | |
Simpson | 0.06 ± 0.02b | 0.05 ± 0.01b | 0.47 ± 0.02a | 0.45 ± 0.01a | <0.001 | 0.383 | 0.860 |
Table 1 Warming effects on amplicon sequence variant (ASV) α diversity of phyllosphere and rhizosphere soil bacterial communities in Picea asperata and Fargesia nitida (mean ± SD, n = 3)
指数 Index | 组间比较 Component comparison | p | ||||||
---|---|---|---|---|---|---|---|---|
LU | LW | SU | SW | R | W | R × W | ||
云杉 Picea asperata | Chao | 781.33 ± 199.63bc | 563.77 ± 121.65c | 1337.98 ± 165.33a | 1167.56 ± 49.55ab | 0.004 | 0.219 | 0.875 |
Shannon-Wiener | 4.95 ± 0.21b | 4.13 ± 0.32c | 6.69 ± 0.10a | 6.58 ± 0.04a | <0.0 01 | 0.048 | 0.114 | |
Simpson | 0.07 ± 0.01b | 0.03 ± 0.01b | 0.43 ± 0.04a | 0.41 ± 0.03a | <0.001 | 0.275 | 0.859 | |
华西箭竹 Fargesia nitida | Chao | 348.29 ± 79.32b | 480.75 ± 51.24b | 2147.78 ± 45.24a | 2307.66 ± 117.88a | <0.001 | 0.101 | 0.866 |
Shannon-Wiener | 3.81 ± 0.24b | 4.01 ± 0.10b | 7.12 ± 0.02a | 7.18 ± 0.04a | <0.001 | 0.370 | 0.626 | |
Simpson | 0.06 ± 0.02b | 0.05 ± 0.01b | 0.47 ± 0.02a | 0.45 ± 0.01a | <0.001 | 0.383 | 0.860 |
Fig. 1 Effects of warming on phyllosphere and rhizosphere soil bacterial community structure (A) and their contribution (B) in Picea asperata and Fargesia nitida at the order level. Y, P. asperata; Z, F. nitida. LU, unwarmed phyllosphere; LW, warmed phyllosphere; SU, unwarmed rhizosphere; SW, warmed rhizosphere. P, host effect; R, plant compartment effect; W, warming effect; P × R, P × W, R × W, and P × R × W, the interactive effect of P, R and W.
细菌目 Bacterial order | 相对丰度 Relative abundance | p | 细菌目 Bacterial order | 相对丰度 Relative abundance | p | ||
---|---|---|---|---|---|---|---|
LU | LW | SU | SW | ||||
Rhizobiales | 46.11 ± 2.00 | 45.71 ± 3.63 | 0.928 | Vicinamibacterales | 16.54 ± 4.11 | 11.31 ± 2.75 | 0.350 |
Sphingomonadales | 10.80 ± 1.38 | 8.20 ± 2.88 | 0.462 | Rhizobiales | 10.32 ± 0.23 | 10.98 ± 1.37 | 0.658 |
Burkholderiales | 4.37 ± 1.69 | 11.96 ± 4.45 | 0.192 | Burkholderiales | 5.88 ± 0.62 | 5.98 ± 0.60 | 0.917 |
Acetobacterales | 8.06 ± 1.15 | 5.76 ± 2.67 | 0.472 | Gaiellales | 4.99 ± 0.56 | 6.16 ± 0.56 | 0.216 |
Micrococcales | 4.72 ± 0.81 | 4.41 ± 0.88 | 0.807 | Micrococcales | 4.24 ± 0.71 | 4.95 ± 0.36 | 0.419 |
Cytophagales | 2.22 ± 0.21 | 2.50 ± 0.77 | 0.722 | norank_c__KD4-96 | 2.38 ± 0.35 | 3.28 ± 0.54 | 0.236 |
Acidobacteriales | 3.37 ± 2.02 | 1.06 ± 0.60 | 0.332 | Microtrichales | 2.32 ± 0.37 | 2.96 ± 0.45 | 0.335 |
Frankiales | 2.87 ± 0.60 | 1.51 ± 0.18 | 0.096 | IMCC26256 | 2.03 ± 0.23 | 2.58 ± 0.32 | 0.235 |
Corynebacteriales | 0.94 ± 0.20 | 3.07 ± 2.01 | 0.351 | Bacillales | 1.74 ± 0.16 | 2.83 ± 1.15 | 0.398 |
Propionibacteriales | 1.63 ± 0.24 | 1.85 ± 0.35 | 0.629 | Solirubrobacterales | 1.93 ± 0.35 | 2.25 ± 0.19 | 0.453 |
Table 2 Warming effects on the relative abundance of dominant orders in the phyllosphere and rhizosphere soil bacterial communities of Picea asperata (mean ± SD, n = 3)
细菌目 Bacterial order | 相对丰度 Relative abundance | p | 细菌目 Bacterial order | 相对丰度 Relative abundance | p | ||
---|---|---|---|---|---|---|---|
LU | LW | SU | SW | ||||
Rhizobiales | 46.11 ± 2.00 | 45.71 ± 3.63 | 0.928 | Vicinamibacterales | 16.54 ± 4.11 | 11.31 ± 2.75 | 0.350 |
Sphingomonadales | 10.80 ± 1.38 | 8.20 ± 2.88 | 0.462 | Rhizobiales | 10.32 ± 0.23 | 10.98 ± 1.37 | 0.658 |
Burkholderiales | 4.37 ± 1.69 | 11.96 ± 4.45 | 0.192 | Burkholderiales | 5.88 ± 0.62 | 5.98 ± 0.60 | 0.917 |
Acetobacterales | 8.06 ± 1.15 | 5.76 ± 2.67 | 0.472 | Gaiellales | 4.99 ± 0.56 | 6.16 ± 0.56 | 0.216 |
Micrococcales | 4.72 ± 0.81 | 4.41 ± 0.88 | 0.807 | Micrococcales | 4.24 ± 0.71 | 4.95 ± 0.36 | 0.419 |
Cytophagales | 2.22 ± 0.21 | 2.50 ± 0.77 | 0.722 | norank_c__KD4-96 | 2.38 ± 0.35 | 3.28 ± 0.54 | 0.236 |
Acidobacteriales | 3.37 ± 2.02 | 1.06 ± 0.60 | 0.332 | Microtrichales | 2.32 ± 0.37 | 2.96 ± 0.45 | 0.335 |
Frankiales | 2.87 ± 0.60 | 1.51 ± 0.18 | 0.096 | IMCC26256 | 2.03 ± 0.23 | 2.58 ± 0.32 | 0.235 |
Corynebacteriales | 0.94 ± 0.20 | 3.07 ± 2.01 | 0.351 | Bacillales | 1.74 ± 0.16 | 2.83 ± 1.15 | 0.398 |
Propionibacteriales | 1.63 ± 0.24 | 1.85 ± 0.35 | 0.629 | Solirubrobacterales | 1.93 ± 0.35 | 2.25 ± 0.19 | 0.453 |
细菌目 Bacterial order | 相对丰度 Relative abundance | p | 细菌目 Bacterial order | 相对丰度 Relative abundance | p | ||
---|---|---|---|---|---|---|---|
LU | LW | SU | SW | ||||
Rhizobiales | 41.62 ± 5.53 | 45.77 ± 1.49 | 0.508 | Vicinamibacterales | 11.44 ± 2.45 | 10.29 ± 0.27 | 0.664 |
Acetobacterales | 14.94 ± 4.61 | 16.07 ± 2.00 | 0.833 | Rhizobiales | 8.95 ± 0.63 | 8.69 ± 0.35 | 0.730 |
Sphingomonadales | 6.31 ± 0.71 | 7.60 ± 1.40 | 0.457 | Gaiellales | 5.35 ± 0.08 | 5.44 ± 0.20 | 0.692 |
Cytophagales | 5.71 ± 1.24 | 6.93 ± 1.17 | 0.514 | Burkholderiales | 4.90 ± 0.23 | 5.22 ± 0.34 | 0.469 |
Burkholderiales | 8.12 ± 2.61 | 4.41 ± 1.40 | 0.279 | Bacillales | 4.12 ± 0.63 | 4.19 ± 0.27 | 0.917 |
Micrococcales | 2.83 ± 0.45 | 3.57 ± 0.85 | 0.480 | Solirubrobacterales | 3.81 ± 0.55 | 3.23 ± 0.11 | 0.356 |
Acidobacteriales | 2.77 ± 0.44 | 2.93 ± 1.16 | 0.903 | Micrococcales | 3.12 ± 0.64 | 3.57 ± 0.60 | 0.635 |
Pseudomonadales | 3.05 ± 0.64 | 1.20 ± 0.32 | 0.062 | norank_c__KD4-96 | 2.80 ± 0.15 | 3.85 ± 0.21 | 0.015 |
Enterobacterales | 1.15 ± 0.91 | 1.60 ± 0.63 | 0.708 | Microtrichales | 2.59 ± 0.26 | 2.94 ± 0.50 | 0.568 |
Corynebacteriales | 2.02 ± 0.46 | 0.72 ± 0.34 | 0.086 | Propionibacteriales | 2.11 ± 0.26 | 2.37 ± 0.54 | 0.688 |
Table 3 Warming effects on the relative abundance of dominant orders in the phyllosphere and rhizosphere soil bacterial communities of Fargesia nitida (mean ± SD, n = 3)
细菌目 Bacterial order | 相对丰度 Relative abundance | p | 细菌目 Bacterial order | 相对丰度 Relative abundance | p | ||
---|---|---|---|---|---|---|---|
LU | LW | SU | SW | ||||
Rhizobiales | 41.62 ± 5.53 | 45.77 ± 1.49 | 0.508 | Vicinamibacterales | 11.44 ± 2.45 | 10.29 ± 0.27 | 0.664 |
Acetobacterales | 14.94 ± 4.61 | 16.07 ± 2.00 | 0.833 | Rhizobiales | 8.95 ± 0.63 | 8.69 ± 0.35 | 0.730 |
Sphingomonadales | 6.31 ± 0.71 | 7.60 ± 1.40 | 0.457 | Gaiellales | 5.35 ± 0.08 | 5.44 ± 0.20 | 0.692 |
Cytophagales | 5.71 ± 1.24 | 6.93 ± 1.17 | 0.514 | Burkholderiales | 4.90 ± 0.23 | 5.22 ± 0.34 | 0.469 |
Burkholderiales | 8.12 ± 2.61 | 4.41 ± 1.40 | 0.279 | Bacillales | 4.12 ± 0.63 | 4.19 ± 0.27 | 0.917 |
Micrococcales | 2.83 ± 0.45 | 3.57 ± 0.85 | 0.480 | Solirubrobacterales | 3.81 ± 0.55 | 3.23 ± 0.11 | 0.356 |
Acidobacteriales | 2.77 ± 0.44 | 2.93 ± 1.16 | 0.903 | Micrococcales | 3.12 ± 0.64 | 3.57 ± 0.60 | 0.635 |
Pseudomonadales | 3.05 ± 0.64 | 1.20 ± 0.32 | 0.062 | norank_c__KD4-96 | 2.80 ± 0.15 | 3.85 ± 0.21 | 0.015 |
Enterobacterales | 1.15 ± 0.91 | 1.60 ± 0.63 | 0.708 | Microtrichales | 2.59 ± 0.26 | 2.94 ± 0.50 | 0.568 |
Corynebacteriales | 2.02 ± 0.46 | 0.72 ± 0.34 | 0.086 | Propionibacteriales | 2.11 ± 0.26 | 2.37 ± 0.54 | 0.688 |
Fig. 2 Effects of warming on co-occurrence of phyllosphere and rhizosphere soil bacterial amplicon sequence variant (ASV) (top 200 in abundance) in Picea asperata (A) and Fargesia nitida (B) based on Spearman correlation analysis. A node represented an ASV and a link represented a stable (correlation coefficient |ρ| > 0.6) and significant (p < 0.01) correlation. The size of each node is proportional to the number of links, colored at the order level. LU, unwarmed phyllosphere; LW, warmed phyllosphere; SU, unwarmed rhizosphere; SW, warmed rhizosphere.
网络参数 Network parameter | 云杉 Picea asperata | 华西箭竹 Fargesia nitida | ||||||
---|---|---|---|---|---|---|---|---|
LU | LW | SU | SW | LU | LW | SU | SW | |
点数量 Number of nodes | 200 | 200 | 200 | 199 | 200 | 200 | 200 | 199 |
连接数量 Number of links | 4 153 | 4 348 | 4 679 | 4 775 | 3 673 | 3 307 | 5 015 | 4 700 |
正相关连接 Positive correlation (%) | 55.33 | 58.10 | 51.14 | 50.97 | 61.04 | 59.99 | 50.63 | 50.55 |
负相关连接 Negative correlation (%) | 44.67 | 41.90 | 48.86 | 49.03 | 38.96 | 40.01 | 49.37 | 49.45 |
模块化程度 Modularity | 0.675 | 0.668 | 0.683 | 0.672 | 0.749 | 0.819 | 0.680 | 0.665 |
平均度 Average degree | 41.53 | 43.48 | 46.79 | 47.99 | 36.73 | 33.07 | 50.15 | 47.24 |
图密度 Density | 0.209 | 0.218 | 0.235 | 0.242 | 0.185 | 0.166 | 0.252 | 0.239 |
Table 4 Topological parameters of co-occurrence network in the phyllosphere and rhizosphere soil bacterial community of Picea asperata and Fargesia nitida
网络参数 Network parameter | 云杉 Picea asperata | 华西箭竹 Fargesia nitida | ||||||
---|---|---|---|---|---|---|---|---|
LU | LW | SU | SW | LU | LW | SU | SW | |
点数量 Number of nodes | 200 | 200 | 200 | 199 | 200 | 200 | 200 | 199 |
连接数量 Number of links | 4 153 | 4 348 | 4 679 | 4 775 | 3 673 | 3 307 | 5 015 | 4 700 |
正相关连接 Positive correlation (%) | 55.33 | 58.10 | 51.14 | 50.97 | 61.04 | 59.99 | 50.63 | 50.55 |
负相关连接 Negative correlation (%) | 44.67 | 41.90 | 48.86 | 49.03 | 38.96 | 40.01 | 49.37 | 49.45 |
模块化程度 Modularity | 0.675 | 0.668 | 0.683 | 0.672 | 0.749 | 0.819 | 0.680 | 0.665 |
平均度 Average degree | 41.53 | 43.48 | 46.79 | 47.99 | 36.73 | 33.07 | 50.15 | 47.24 |
图密度 Density | 0.209 | 0.218 | 0.235 | 0.242 | 0.185 | 0.166 | 0.252 | 0.239 |
Fig. 3 FAPROTAX function prediction (top 25 abundance) of Picea asperata (A) and Fargesia nitida (B) phyllosphere and rhizosphere soil bacteria at the amplicon sequence variant level. LU, unwarmed phyllosphere; LW, warmed phyllosphere; SU, unwarmed rhizosphere; SW, warmed rhizosphere.
Fig. 4 Post-hoc test of the predictive ecological functions in Picea asperata (A) and Fargesia nitida (B) phyllosphere and rhizosphere soil bacteria at the amplicon sequence variant level. LU, unwarmed phyllosphere; LW, warmed phyllosphere; SU, unwarmed rhizosphere; SW, warmed rhizosphere. *, p ≤ 0.05; **, p ≤ 0.01; ***, p ≤ 0.001. The size of each node indicate the relative abundance.
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