Changes in microbial diversity of the litter with different forest ages
The microbial diversity of the litter varied considerably among different forest ages (Figure 1). Both endophytic and exophytic bacteria showed the highest diversity in the half-mature forest and the lowest bacterial diversity in mature forests. The shannon diversity index of endophytic bacteria was 15.76% higher in the half-mature forest than in the young forest and 31.52% higher than the mature forest, while for exophytic bacteria it was 7.56% higher than that of young forests and 11.64% higher than that of mature forests. In the same forest age, the Shannon diversity index of young forest and half-mature forest was similar, while the exophytic bacteria of mature forest was 16.40% higher than that of endophytic bacteria in the same location. The simpson index showed a similar pattern. However, the fungi showed different characteristics. The shannon diversity index of exogenous fungi was 41.67% (young forest), 53.79% (half-mature forest) and 17.81%(mature forest) higher than that of endophytic bacteria in litter of different forest ages. Different from bacteria, the diversity of endophytic fungi in mature forest was higher than that in young forest and half-mature forest, while the diversity of exophytic fungi increased first and then decreased.
BY-1 endophytic bacteria of the young forest BHM-1 endophytic bacteria of the half-mature forest; BM-1 endophytic bacteria of the mature forest; BY-2 exophytic bacteria of the young forest; BHM-2 exophytic bacteria of the half-mature forest; BM-2 exophytic bacteria of the mature forest; FY-1 endophytic fungi of the young forest; FHM-1 endophytic fungi of the half-mature forest; FM-1 endophytic fungi of the mature forest; FY-2 exophytic fungi of the young forest; FHM-2 exophytic fungi of the half-mature forest; FM-2 exophytic fungi of the mature forest
Apparent differences in the microbial community structures in the litter
In the litters of different forest ages, the dominant endophytic and exophytic communities of bacteria at different phylogenetic levels suggest different succession patterns (Figure 2A, 2B). At the phylum level, the structures of the exophytic and endophytic bacterial communities within different forest ages were substantially different. Among them, the endophytic bacteria were dominated by the phylum Proteobacteria (45.9–55.4%) and the phylum Actinomycetes (48.2–38.6%). Proteobacteria (71.9–65.4%) was the main exophytic bacteria, and the abundance of the phylum Acidobacteria in the endophytic and exophytic bacteria in the half-mature forest and mature forest increased. Exophytic bacteria were more abundant at the phylum level. The phylum Bacteroides accounted for 7.1–14.3% of the exophytic bacterial community, and the unique phyla Cyanobacteria, Firmicutes, and Saccharibacteria appeared. The phylum Armatimonadetes was unique among the endophytic bacteria. At the class level, the main endophytic bacteria were Actinobacteria sp., followed by Alphaproteobacteria sp., whose abundance decreased with an increase in forest age. The abundance of Gammaproteobacteria in the mature forest increased significantly. In exophytic bacteria, the dominant community was Alphaproteobacteria, while in the young and mature forests, Gammaproteobacteria was also a dominant community. Cytophagia had a high abundance in the half-mature forest. The unique norank-p-Saccharibacteria and Clostridia appeared in exophytic bacteria.
The fungal community structure of litter showed obvious changes between different forest ages (Figure 2C, 2D). The main endophytic fungi were the phyla Basidiomycota (29.8–69.6%) and Ascomycota (25.5–65.2%). The relative abundance of Basidiomycota showed a decreasing trend after an initial increase, and it was dominant in the half-mature forest (69.6%), while the phylum Ascomycota was the dominant community in the mature forest (65.2%). For exophytic fungi, the phylum Ascomycota was dominant (61.8–83.6%) regardless of C. equisetifolia forest age. At the class level, the general community structures of the young forest and mature forest were relatively similar. For endophytic fungi, the abundance of the class Dothideomycetes increased from 3.5% in the half-mature forest to 40.0% in the mature forest, and the relative abundance of the class Agaricomycetes in the half-mature forest reached 69.1%. At the same time, the class Leotiomycetes was observed in the half-mature forest, but did not appear in the young and mature forests. For exophytic fungi, the abundance of the class Dothideomycetes in the young and mature forests was about 55%, but dropped to 32.7% in the half-mature forest. The distribution of communities in the half-mature forest was relatively balanced at the phyla and class level.
The effect of forest age on the dominant bacterial and fungal communities of litter
We compared the distribution of 16 dominant genera in the litter bacterial communities with different forest ages (Table 1), and the results showed that the abundances of dominant genera exhibited greatly differences between forest ages. For endophytic bacteria, in the young and half-mature forests, the dominant genus was Sphingomonas. In the young forest, there were large numbers of acidic microorganisms, such as Acidothermus (6.46%) and unclassified_f_Acetobacteraceae (1.28%). In the half-mature forest, the number of acidic microorganisms decreased, while the number of nitrogen-fixing microorganisms increased, such as unclassified_f_Bradyrhizobiaceae (4.96%), Actinoplanes (4.27%), and Rhizobium (4.05%). In the mature forest, the bacterial community had undergone significant changes. The dominant bacterial genera changed to Curtobacteria (13.01%), Massilia (8.59%), Kineococcus (7.84%), and unclassified_f_Enterobacteriaceae (5.12%). For exophytic bacteria, the dominant bacterial genera in different forest ages were the same; they were unclassified_f_Enterobacteriaceae and Sphingomonas, and the relative contents of the two reached more than 20%. In the half-mature forest, the abundance of the acidic microorganism norank_f_Acetobacteraceae increased to a certain extent (4.83%), while in the mature forest, its abundance decreased significantly (0.74%). In addition, for both endophytic bacteria and exophytic bacteria, the number of dominant communities (relative abundance > 4.00%) in the mature forest increased.
The abundance of dominant genera in the fungal community structure differed significantly among forest ages (Table1), and there were shifts in the dominant fungal communities that appeared in the different forest ages. The dominant genera of endophytic fungi from the young, half-mature, and mature forests were unclassified_k_Fungi, unclassified_c_Agaricomycetes, and unclassified_o_Xylariales, respectively. The dominant genera of exophytic fungi from the young, half-mature, and mature forest were Mycosphaerella, unclassified_o_Auriculariales, and unclassified_o_Pleosporales, respectively. Among the endophytic fungi, there were a large number of dominant bacterial genera in the mature forest, and the relative abundance of six genera reached more than 10%. The distribution of dominant bacterial communities in the half-mature forest of exophytic fungi was relatively even, and the abundances of five dominant fungal genera reached about 10%.
Table 1
The relative abundances of dominant bacteria and fungi at the genus level in the litter of Casuarina equisetifolia within different forest ages
|
Genus
|
endophytic
|
exophytic
|
young forest
|
half-mature forest
|
mature forest
|
young forest
|
half-mature forest
|
mature forest
|
Dominant bacterial community
|
Sphingomonas
|
7.36
|
7.84
|
3.03
|
7.74
|
9.79
|
8.25
|
Curtobacterium
|
1.49
|
2.22
|
13.01
|
0.49
|
0.95
|
1.49
|
Unclassified-f-Enterobacteriaceae
|
0.30
|
1.09
|
5.12
|
20.87
|
11.67
|
12.24
|
Acidothermus
|
6.46
|
0.94
|
0.22
|
0.15
|
0.09
|
0.21
|
Jatrophihabitans
|
4.27
|
2.86
|
1.12
|
0.35
|
0.42
|
0.73
|
Unclassified-f-Bradyrhizobiaceae
|
2.49
|
4.96
|
/
|
0.38
|
0.60
|
0.10
|
Actinoplanes
|
3.70
|
4.27
|
0.40
|
2.03
|
0.62
|
0.43
|
Rhizobium
|
3.15
|
4.05
|
1.71
|
2.54
|
2.44
|
1.08
|
Massilia
|
1.20
|
0.83
|
8.59
|
0.58
|
0.52
|
4.67
|
Kineococcus
|
3.58
|
1.12
|
7.84
|
1.95
|
2.08
|
2.23
|
Norank-f-Acetobacteraceae
|
1.28
|
1.02
|
0.24
|
1.24
|
4.83
|
0.74
|
Nocardioides
|
0.39
|
2.26
|
4.96
|
0.25
|
0.61
|
1.72
|
Stakelama
|
/
|
/
|
4.32
|
/
|
0.80
|
1.88
|
Salinicola
|
/
|
/
|
3.93
|
/
|
0.69
|
4.40
|
Salinisphaera
|
/
|
/
|
4.98
|
/
|
/
|
1.80
|
Mucilaginibacter
|
/
|
/
|
/
|
2.68
|
2.52
|
4.23
|
Dominant fungal community
|
Unclassified-k-Fungi
|
29.56
|
4.87
|
1.40
|
9.34
|
9.04
|
7.44
|
Unclassified-c-Agaricomycetes
|
6.11
|
32.54
|
12.56
|
0.75
|
/
|
0.81
|
Unclassified-o-Xylariales
|
5.10
|
3.93
|
16.19
|
1.23
|
2.30
|
3.26
|
Mycosphaerella
|
3.02
|
0.38
|
10.81
|
32.30
|
5.38
|
6.03
|
Unclassified-o-Auriculariales
|
0.14
|
2.97
|
16.06
|
0.74
|
12.68
|
2.30
|
Unclassified-o-Pleosporales
|
0.54
|
0.15
|
1.33
|
4.27
|
3.05
|
19.74
|
Unclassified-c-Dothideomycetes
|
13.51
|
0.10
|
0.06
|
1.71
|
1.12
|
1.03
|
Unclassified-p-Ascomycota
|
4.66
|
4.52
|
1.64
|
7.82
|
12.45
|
2.43
|
Unclassified-p-Basidiomycota
|
4.10
|
0.28
|
0.87
|
3.38
|
10.69
|
1.25
|
Circinotrichum
|
1.00
|
1.08
|
0.27
|
2.60
|
1.49
|
9.86
|
Toxicocladosporium
|
0.78
|
0.11
|
0.17
|
5.37
|
9.68
|
4.51
|
Devriesia
|
0.43
|
0.77
|
10.03
|
1.42
|
6.30
|
6.53
|
Trechispora
|
16.16
|
14.51
|
/
|
/
|
/
|
/
|
Unclassified-f-Marasmiaceae
|
/
|
14.88
|
2.44
|
/
|
1.92
|
6.64
|
Hortaea
|
/
|
/
|
11.02
|
/
|
/
|
5.57
|
The influence of environmental factors on the structure of bacterial and fungal communities
The physicochemical properties of the litter in the C. equisetifolia forests are presented in Table 2. The litters of different forest ages were acidic (pH 5.30–5.59). As the forest age increases, the pH of litter increases gradually, and the pH value in the mature forest was significantly higher than that of the young forest (P < 0.05). The water content of litter was the highest in the half-mature forest, and the water content of the mature forest was 45.04% lower than that of the half-mature forest. The contents of TN, NH4_N and NO3_N were the highest in the mature forest, and the total nitrogen content in the mature forest was significantly different from that in the half-mature forest, which was 26.47% higher than that in the half-mature forest, and 19.47% higher than that in the young forest. There was no significant difference between the content of P and C in different forest ages. The P content of half-mature forest and mature forest was similar, which is 35.39% higher than that of young forest. The content of C continuously decreased, and the content of C in mature forest was 58.92% lower than that in young forest.
Table 2
Physicochemical properties of Casuarina equisetifolia litter
|
WC (%)
|
pH
|
TN (mg/kg)
|
TP (mg/mL)
|
C (g/kg)
|
NH4_N (mg/kg)
|
NO3_N (mg/kg)
|
Young forest
|
13.25 ± 0.67 ab
|
5.30 ± 0.11 b
|
18937.61 ± 2138.33 ab
|
14.72 ± 5.98
|
2.31 ± 1.17
|
0.11 ± 0.02
|
2.41 ± 0.84
|
Half-mature forest
|
16.34 ± 3.06 a
|
5.48 ± 0.06 ab
|
17890.18 ± 1810.20 b
|
19.93 ± 6.78
|
2.06 ± 0.77
|
0.11 ± 0.02
|
3.23 ± 0.0.81
|
Mature forest
|
8.98 ± 2.51 b
|
5.59 ± 0.17 a
|
22625.25 ± 2160.45 a
|
19.93 ± 6.78
|
1.69 ± 0.42
|
0.17 ± 0.08
|
3.83 ± 1.63
|
Different letters in the same column indicate significant differences (p ≤ 0.05) |
The redundancy analysis (RDA) results of the dominant communities of endophytic and exophytic bacteria and the physicochemical properties of the litters of different forest ages are shown in Figures 3A and 3B. For endophytic bacteria, the combination of the first two axes explained 63.79% of the total variance of the RDA. From the length of the arrow in the Figure 3A, it can be seen that total nitrogen (TN) had the greatest impact on the structure of the endophytic bacterial community (p < 0.05). From the projection distance of the sample to the litter quality factors, it can be seen that pH, NH4_N, NO3_N, and TN had the strongest relationship to the community structure of the mature forest. Curtobacterium, Kineococcus, and Massilia showed the closest relationship with pH and NH4_N. The water content (WC) was strongly correlated with the endophytic bacterial community structure in the half-mature forest and the young forest. Among half-mature forest endophytes, Sphingomonas and Rhizobium had the closest relationship with organic carbon, while Actinoplane and Acidothermus had the closest relationship with WC. For exophytic bacteria, the combination of the first two axes explained 85.03% of the total variance of the RDA. WC and TN had the strongest relationship with the exophytic bacterial community, and both reached a significant level (p < 0.05). In the young and the half-mature forests, organic carbon and WC had a relatively high correlation with the community composition of exophytic bacteria, and the most abundant unclassified_f_Enterobacteriaceae had the closest relationship with organic carbon. In the mature forests, the community structure of exophytic fungi was strongly related to the pH and N-related factors. Among them, Massilia had a relatively high abundance and showed the closest relationship with ammonium nitrogen. In general, between the young forest period and the mature forest period, the changes in the litter nitrogen, phosphorus, and pH were related to the community structure of exophytic bacteria.
The RDA analysis results of the dominant communities of the endophytic and exophytic fungi at the level of order, and the physicochemical properties of litter, are shown in Figures 3C and 3D. The analysis of the physicochemical properties of the endophytic fungi and litter showed that pH was most strongly linked to the endophytic fungal community (p < 0.05). As the forest age increased, the community structure of fungi showed relatively large differences. Among them, Capnodiales and Xylariales, which had relatively high abundances in the mature forest, were positively correlated with the litter pH and nitrogen. The unclassified fungi and Trechisporales with high abundances in the young and half-mature forests were not highly correlated with litter pH. For exophytic fungi, total nitrogen and ammonium nitrogen both had strong relationships with the exophytic fungal community (p < 0.05). The fungal community structures of the three forest ages were considerably different. Among them, Capnodiales showed the shortest distance to the young forest, was the dominant species in this period, and had a negative correlation with environmental factors. Pleosporales, another dominant species, exhibited strong, positive correlations with TN, ammonium nitrogen, and total phosphorus (TP).
Changes in the function of bacterial communities of different forest ages
In order to explore the functional differences of the dominant endophytic and exophytic bacterial communities in the litter, we used the PICRUSt software to predict and analyze the function of the characterized bacterial communities. Based on the KEGG database (Kyoto Encyclopedia of Genes and Genomes), the dominant bacterial communities contained in both endophytic and exophytic bacteria—Sphingomonas, Kineococcus, Massilia, Amnibacterium, and Rhizobium—were selected for predicting results and comparison (Figure 4). A total of 21 sub-functions of endophytic bacteria and exophytic bacteria in the second-level functional layer showed significant differences. Specifically, carbohydrate metabolism, biosynthesis of other secondary metabolites, membrane transportation, and metabolism of litter endophytic bacteria were considerably stronger in the endophytic community than in the exophytic bacteria community in our system. However, environmental adaptation, lipid metabolism, and purine nucleotide metabolism of exophytic bacteria were considerably stronger than those of endophytic bacteria. From the third-level functional layer, it can be seen that endophytic and exophytic bacteria produced a variety of secondary metabolites including alkaloids, and there were significant differences.
The fungal community function in the litter of the C. equisetifolia forests was composed of three types: pathotrophic, saprotrophic, and symbiotrophic (Figure 5). For exophytic fungi, the relative abundance of Plant Pathogen in the young forest was relatively high, at 36.1%, and it decreased to 14.5% in the half-mature forest. Correspondingly, Endophyte-Plant Pathogen increased to 9.7%. The abundances of Undefined Saprotroph and Endophyte-Plant Pathogen-Undefined Saprotroph in the mature forest both increased substantially. For endophytic fungi, woody saprophytes (16.2%) were mainly found in the young forest, followed by undefined saprophytes and plant pathogens, and the distribution of these was relatively even. The three trophic modes with a high abundance in the half-mature forest were Wood Saprotroph (14.6%), Undefined Saprotroph (9.2%), and Endophyte-Plant Pathogen-Undefined Saprotroph (14.9%). It can be seen that these dominant trophic modes in the half-mature forests were more abundant than those in the young forest. The abundance of Plant Pathogen in the mature forest increased greatly, reaching 34.9%.