Differences in rhizosphere biome composition of different maize varieties
At the level of bacterial phyla, the order of the main dominant species groups at both seedling and staminate stages of maize was: Aspergillus phyla, Acidobacteria phyla, Actinobacteria phyla, and Anaplasma phyla. Compared to the seedling stage, the relative abundance of Aspergillus and Acidobacteria phylum decreased and Acidobacteria phylum bacteria elevated more during the male pumping stage; Cyanobacteria, fibrobacterota, Elusimicrobiota, desulfobacterota, and Aromatimonodote relative abundance was lower (Fig. 1A, Fig. 2A ). At the genus level, the order of the main dominant populations at the seedling stage was Sphingomonas spp, Marseille spp, Rhodobacter spp, and Pseudomonas spp. Burkholderia were more abundant in varieties 3 and 14; the order of the main dominant populations at the staminate stage was: Sphingomonas spp, Acidobacterium RB41, and Vicinamibacteraceae spp. Acidobacterium RB41 had the highest relative abundance in all the varieties except variety 8; the relative abundance of Sphingomonas spp. was the lowest in variety 2 and the highest in variety 8. Compared to the seedling stage, the relative abundance of Sphingomonas spp., Masaiella spp., Burkholderia spp., Mucor spp., Bacteroidetes spp., Flavobacterium spp., and Streptomyces spp. decreased during the staminate stage, and Acidobacterium spp. RB41, Vicinamibacteraceae, Rhodobacter spp., and Pseudomonas spp. increased (Fig. 1B, Fig. 2B).
At the level of fungal phyla, the main dominant species groups were in the following order: Ascomycota, Stramonium and Spliceophyta, etc. The relative abundance of Ascomycota was the highest in WY2.728; the relative abundance of Chytridiomycota, Blastocladiomycota, Glomeromycota, and Proteobacteria was lower (Figs. 1C, 2C). At the genus level, the order of the main dominant species groups was: Fusarium spp, Tephritidium spp, and Equisetum spp. Equisetum spp. WY8.728, Verticillium spp. WY9.728, and Ranjouhou yeast spp. WY2.728 were the most highly abundant in terms of relative abundance (Fig. 1D, Fig. 2D).
Differences in rhizosphere microbial community structure of different maize varieties
The number of rhizosphere bacteria common to different varieties of maize at seedling and staminate stages was 0 (Fig. 3), and the analysis of each diversity is shown in Fig. 4. In Simpson's index, the differences between WY14.627 and WY 8.627 were significant; the differences between WY8.728 and WY9.728, WY15.728 were all highly significant, and the differences with WY14.728 were significant. in ACE index The differences were all highly significant between WY2.728 and WY14.728, WY3.728 and WY14.728, significant between WY8.728 and WY9.728, WY3.728, WWY14.728, significant between WY9.728 and WY14.728, and significant between WY14.728 and WY15.728.CHAO1 index the differences between WY14.728 and WY2.728, WY8.728 are all highly significant, WY3.728 and WY8.728, WY14.728 are significantly different, WY8.728 and WY9.728 are significantly different, WY14.728 and WY9.728, WY15.728 are significantly different.Shannon index in the WY8.728 differed highly significantly from WY9.728 and WY8.728 differed significantly from WY3.728, WY14.728 and WY15.728. The Shannon index of variety 3 and 13, Simpson index of varieties 3, 13 and 14, ACE index and CHAO1 index of variety 13 were not significant, except for the Shannon index of variety 3 and 13, Simpson index of varieties 3, 13 and 14, and the ACE index and CHAO1 index of variety 13 were not significant, while all indices of all varieties were elevated when compared with the seedling stage.
The total number of fungi shared by different varieties of maize in the rhizosphere at seedling and staminate stages was 103 (Fig. 3), and each diversity index is shown in Fig. 4. In the ACE index and CHAO1 index, the differences between WY3.627 and WY14.627 were significant; the differences between WY3.728 and WY13.728 and WY14.728 were significant; the differences between WY8.728 and WY13.728 were highly significant, and the differences between WY8.728 and WY14.728 were significant; and the differences between the CHAO1 indexes of WY13.728 and WY15.728 were significant. Shannon's index of WY8.728 differed highly significantly from WY13.728 and WY14.728; WY14.627 differed significantly from WY8.627 and WY15.627; and WY15.728 differed significantly from WY13.728 and WY14.728.WY15.728 differed from WY13.728, WY14.728 Simpson's index were all significantly different. Figure 5. illustrates the fungal diversity indexThe ACE index of varieties 3 and 8, and the CHAO1 index of varieties 3, 8 and 15 were significantly lower compared with those at the staminate and seedling stages; the Shannon index of variety 13 was significantly higher; the Simpson index was significantly higher for varieties 13 and 14 and significantly lower for variety 15.
Analysis of differential species and functions of rhizosphere microbial communities of different maize varieties
LEfSe analysis revealed (Fig. 6) that there were 98 and 243 significantly different bacteria with LDA values of ≧ 3.0 at seedling and staminate stages, respectively, among different varieties of maize, and the order of their numbers was as follows: WY2.728 (74) > WY3.728 (39) > WY15.728 (37) > WY13.728 (36) > WY9.728 (26) > WY8.728 (22) and WY13.627 (22) > WY2.627 (21) > WY8.627 (18) > WY14.627 (16) > WY9.627 (13) > WY14.728 (9) > WY3.627 (7) > WY15.627 (1). The order of increase in the number of significantly different bacteria at staminate stage compared to seedling stage was: variety 2 (53) > variety 15 (36) > variety 3 (32) > variety 9 (13) > variety 13 (14) > variety 8 (4) > variety 14 (-7). It can be seen that the number of significantly different bacteria increased at the staminate stage than at the seedling stage for all six varieties except variety 14
There were 92 and 80 significantly different fungi with LDA values of ≧ 3.0 at seedling and staminate stages, respectively, between different varieties of maize in the following order of number: WY13.627 (20) and WY2.728 (20) > WY3.627 (18) > WY9.728 (15) > WY2.627 (13) > WY15.627 (12) and WY13.728 ( 12) > WY8.728 (11), WY8.627 (11) and WY14.627 (11) > WY15.728 (9) and WY14.728 (9) > WY9.627 (7) > WY3.728 (4). The order of change in the number of significantly different fungi at staminate stage compared to seedling stage was Pin variety 3 (14) > variety 13 (8) > variety 15 (3) > variety 14 (2) > variety 8 (0) > variety 2 (-7) > variety 9 (-8). It can be seen that there is no change in variety 8, increase in varieties 3, 13, 15 and 14 and decrease in varieties 9 and 2.
The abundance of KEGG primary functions related to metabolism, environmental information processing, cellular processes, and genetic information processing in the bacterial community varied between samples, with Metabolism having the highest abundance (Fig. 7A). Secondary function abundance did not vary significantly between samples (Fig. 7B).
The main fungal taxa predicted in this study were: saprotrophic, pathotrophic, symbiotrophic, patho- saprotrophic, patho-symbiotrophic, saprotrophic-symbiotic, patho- saprotrophic-symbiotic, and patho- saprotrophic-symbiotic, a total of seven trophic groups.Saprotroph had the highest abundance in WY9.627 and WY14.728, while Saprotroph- Symbiotroph was also highest in WY9.627. The highest abundance of Pathotroph-Symbiotroph could be observed at WY9.728 (Fig. 7C).
Subclass analysis of functional groups revealed that the dominant functional groups for each sample were Undefined Saprotroph, Plant Pathogen, Animal Pathogen-Endophyte-Lichen Parasite -Plant Pathogen-Soil Saprotroph-Wood Saprotroph. ectomycorrhizal-Undefined for WY9.728 Saprotroph had the highest abundance (Fig. 7D).
Differences in yield traits of different varieties of maize
Different varieties of maize production performance varies greatly, nine varieties of maize mu yield in descending order: variety 2 > variety 14 > variety 8 > variety 15 > variety 3 > variety 9 > variety 13 (Table 2), and variety 2, variety 14 and variety 8 are significantly higher than the variety 13 and variety 9. variety 3 of the number of ears is significantly higher than variety 14, variety 13 and variety 9. variety 2, variety 3, variety 8 and variety 14 had significantly higher spike weight (kg) than variety 9, variety 13 variety 15. The 20 spike weight (kg) of variety 8 was significantly higher than that of variety 3, variety 13 and variety 15 and variety 9. Axle weight (kg) was significantly higher in variety 8 than that of varieties 14, 13 and 15, variety 2 and variety 9; and was significantly higher in variety 2, 13 and 9 than that of variety 15. Seed emergence (%) was significantly higher in variety 15 than that of variety 14, 13, 8, 3 and 9; and was significantly higher in variety 14 and 9 than that of variety 13 and 15. Variety 9; Variety 14 and Variety 9 were significantly higher than Variety 3; Variety 2 was significantly higher than Variety 8 and Variety 13. Except Variety 2, Variety 8 had significantly higher moisture (%) than the other five varieties.
Table 2
Measurement of Production Performance of Different Corn Varieties
breed | spike number | Ear weight (kg) | 20ears weight (kg) | Axle weight (kg) | Seed yield (%) | Moisture content (%) | Yield (kg/mu) |
2 | 66.67 ± 5.13AB | 20.03 ± 0.98A | 6.02 ± 0.20AB | 0.99 ± 0.07C | 83.49 ± 1.17AB | 27.40 ± 0.46B | 11223.75 ± 508.65A |
3 | 75.00 ± 3.46A | 19.64 ± 1.25A | 5.24 ± 0.11BC | 1.29 ± 0.02AB | 75.29 ± 0.40D | 27.3 ± 1.45B | 10426.8 ± 836.40AB |
8 | 66.67 ± 5.13AB | 21.87 ± 0.25A | 6.59 ± 0.58A | 1.39 ± 0.19A | 78.39 ± 2.11CD | 31.40 ± 2.26A | 11395.95 ± 554.1A |
13 | 64.00 + 2.00B | 14.73 ± 1.25B | 4.60 ± 0.27C | 1.00 ± 0.08C | 78.35 ± 0.62CD | 26.53 ± 2.27B | 8202.60 ± 420.00C |
14 | 65.33 ± 4.16B | 19.10 ± 0.89A | 5.85 ± 0.20AB | 1.11 ± 0.11BC | 80.98 ± 1.79BC | 23.83 ± 0.95B | 11407.20 ± 269.85A |
15 | 68.33 ± 4.51AB | 15.73 ± 0.55B | 4.61 ± 0.14C | 0.65 ± 0.04D | 86.17 ± 0.63A | 17.87 ± 0.93C | 10792.20 ± 453.60AB |
9 | 64.67 ± 6.35B | 15.60 ± 1.91B | 4.83 ± 0.54C | 0.90 ± 0.02C | 81.31 ± 1.89BC | 25.57 ± 1.22B | 9153.15 ± 1188.75BC |
Figure 8 shows, maize traits cob weight, cob number, seed yield, moisture and yield correlation analysis, it can be seen that cob weight and yield into a significant positive correlation r-value of 0.92, the number of cobs and yield into a positive correlation r-value of 0.50, seed yield and moisture and yield correlation r-value is not 0.15 and 0.18 respectively.
Correlation analysis between rhizosphere microbial community and production performance of different maize varieties
In the analysis of correlation between TOP 20 bacteria and production performance in the rhizosphere of different maize varieties, four bacteria were correlated with yield traits, of which s_Pedobacter panaciterrae positively correlated with yield, s_Pedobacter ginsengisoli was positively correlated with water score, s_Spartobacteria bacterium was positively correlated with the number of spikes, and s_planctomycete WY108 was negatively correlated with seed yield (Fig. 9A). Six fungal species were associated with yield traits, of which s_ Gibberella intricans was negatively correlated with seed emergence, s_ Pleosporaceae sp. RS_5 was negatively correlated with spike weight, s_fungal_sp._38_CC_06_28 was positively correlated with water content, s_ Mortierella amoeboidea was negatively correlated with spike number, s_Microdochium bolleyi was negatively correlated with water score, and s_ Podospora multipilosa was positively correlated with spike number (Fig. 9B).