| Literature DB >> 29747496 |
Zongfu Hu1,2, Jie Chang1, Jianhua Yu1, Shuguo Li1, Huaxin Niu1.
Abstract
OBJECTIVE: To describe in-depth sequencing, the bacterial community diversity and its succession during ensiling of whole-plant maize and subsequent exposure to air.Entities:
Keywords: Bacterial Community; Diversity; High-through Sequence; Lactic Acid Bacteria; Whole-plant Maize Silage
Year: 2018 PMID: 29747496 PMCID: PMC6127572 DOI: 10.5713/ajas.17.0860
Source DB: PubMed Journal: Asian-Australas J Anim Sci ISSN: 1011-2367 Impact factor: 2.509
The fermentation quality and nutrient composition of the whole maize silage1)
| Items | d 5 | d 10 | d 20 | d 40 | d 60 | d 63 |
|---|---|---|---|---|---|---|
| DM (% DM) | 32.57±3.13 | 32.73±1.26 | 31.83±1.68 | 31.05±0.46 | 31.73±2.22 | 31.17±0.76 |
| pH | 4.10±0.41 | 3.88±0.23 | 3.82±0.09 | 3.76±0.42 | 3.83±0.08 | 3.91±0.10 |
| LA (mg/g DM) | 48.37±2.14 | 56.55±6.10 | 88.19±7.35 | 96.9±3.83 | 96.9±2.66 | 90.84±4.27 |
| AA (mg/g DM) | 4.79±0.32 | 5.08±0.02 | 9.46±1.72 | 16.53±2.02 | 16.87±3.27 | 23.78±4.14 |
| NH3-N (mg/g DM) | 0.51±0.02 | 0.59±0.05 | 0.72±0.05 | 0.92±0.02 | 0.91±0.11 | 0.97±0.07 |
DM, dry matter; LA, lactic acid; AA, acetic acid; NH3-N, ammonia nitrogen.
The sample name d 5 indicates the silage was sample on 5 days after ensiling; the same as d 10, d 20, d 40, d 60, but d 63 was sampled on 3 days after open the silo from d 60, the same as below diagram.
Mean values with different superscripts with in a row differ significantly, p<0.05.
The sequencing index of samples based on 16S rRNA gene1)
| Sample | Valid sequence | High quality sequence | OUTs | OUTs>1% | Ace | Coverage | Shannon | Simpson | Sobs |
|---|---|---|---|---|---|---|---|---|---|
| d 5 | 34,175 | 30,149 | 253 | 12 | 293.1 | 0.9984 | 2.973 | 0.1224 | 253 |
| d 10 | 34,508 | 31,243 | 208 | 15 | 228.0 | 0.9990 | 2.686 | 0.1555 | 208 |
| d 20 | 39,423 | 35,410 | 247 | 14 | 282.3 | 0.9987 | 2.662 | 0.1646 | 247 |
| d 40 | 43,901 | 38,658 | 263 | 9 | 288.1 | 0.9987 | 2.682 | 0.1490 | 263 |
| d 60 | 30,918 | 29,476 | 313 | 11 | 334.1 | 0.9986 | 2.822 | 0.1508 | 313 |
| d 63 | 44,295 | 42,006 | 295 | 9 | 327.8 | 0.9992 | 2.641 | 0.1702 | 295 |
OTUs, operational taxonomic units.
Calculations were performed based on the OTU definition at >97% sequence identity.
Figure 1PcoA analysis of the silage bacterial community based on Weighted Unifrac distance. The Weighted Unifrac distance considers both the presence/absence of OTUs and relative abundance of OTUs. Each point represents a silage sample with different color and shape. The first principal component (PC1) is plotted on the X-axis, the second principal component (PC2) is plotted on the Y-axis. PcoA, Principal coordinate analysis; OTUs, operational taxonomic units.
Figure 2Relative abundance of bacterial community in maize silage during ensiling and air exposure periods at genus level. X-axis represents sample day, Y-axis represents the relative abundance. Genera with abundance lower than 1% in samples were not shown. The genera could not be assigned were marked as ‘unclassified’ or ‘norank’, then they were assigned at family level or up one or more levels.
Figure 3Heatmap analysis of top 30 genera according to relative abundance. X-axis represents sample name, Y-axis represents the genus. Block with red color indicates the high abundance of the genus, the green block indicates the low abundance of the genus. The Hierarchical clustering tree appears on the upside of block while the phylogenetic tree appears on the left side of block.
Figure 5The comparison of silage bacterial species between end of ensiling sample (d 60) and aerobic exposure sample (d 63). Fisher’s two-tailed tests were used to examine the difference of abundance between two samples. The X-axis in column diagram in the left indicates the abundance proportion of each bacterial species, and Y-axis represents bacterial species at genus level. The scatter diagram in the right indicates the difference proportion of species abundance between two samples at 95% confidence interval. * p<0.05, ** p<0.01, *** p<0.001.
Figure 4Relative abundance of bacterial community in maize silage during ensiling and air exposure periods at OTUs level. The most 10 common OTUs in all samples were showed. X-axis represents sample day, Y-axis represents the relative abundance. OTUs with abundance lower than 1% in samples were not shown. The species could not be assigned were marked as ‘unclassified’, then they were assigned at genus level or up one or more levels. OTUs, operational taxonomic units.