Assembly and splicing of microbial 16S rDNA sequences from different samples
Data obtained from 16S rDNA sequencing of 33 samples (healthy cow milk (N1, N2 and N3), cow milk from a mastitic cow (C1, C2 and C3) and samples from the udder area (T), milk collecting cup (B), rotary table surface (P), feces (F) and bedding material (W)) were analyzed after quality control. As shown in Table 1, the maximum numbers of valid data were from W3 (121299), followed by C3.2 (114419) and then P1 (108592); the total effective and average data volumes were 2757356 and 86167.375, respectively. The large sequencing numbers indicated data accuracy. The average length distribution range in 7 groups of samples after removing chimeras was 363-422 nt, which mainly concentrated between 404-420 bp. This was close to the designed primer length of 400-450 bp satisfying sequencing analysis.
Alpha diversity analysis of 7 groups of samples
According to the OTU data, the dilution and species accumulation curves are shown in Fig 1 and 2, respectively. The dilution curve of 32 samples tended to be flat after a sequencing depth of 10000-15000 indicating substantial diversity in microbial flora (Fig 1).
The species accumulation curve reflected the emergence rate of new ASVs under continuous sampling. Within 1-30 samples, the species accumulation curve showed a sharp rise, indicating the presence of several bacterial species in the community. For the sample size of
~ 32, the curve tended to be flat, indicating saturation in the numbers of microbial species (Fig 2).
Bacterial composition analysis of 7 groups of samples
Based on the species classification analysis of OTU at 97% similarity, the bacterial species in 33 samples of 7 groups were annotated to 29 phyla, 67 classes, 166 orders, 295 families, 696 genera and 306 species. As shown in Table 3, the top 10 most abundant species were selected at the category level. In the 7 groups of samples, Proteobacteria and Firmicutes were the dominant microflora. The abundance of Proteobacteria was 8.52, 12.95, 6.99, 20.79, 13.58, 13.79 and 0.53% and the abundance of Firmicutes was 33.88, 7.82, 14.15, 11.56, 11.18, 12.30 and 0.30% in F, B, P, T, N, C and W samples, respectively. There were significant differences in microbial communities among the 7 groups of samples. The relative abundance of Chloroflexi in N was much lower than that in T, C and W samples (Table 2 and Fig 3).
Further analysis at the genus level revealed a relatively low abundance of many species. The top 30 most abundant genera were selected for subsequent analysis (Table 3 and Fig 4).
Oscillospira-ucg-005 and
Atoprostipes dominated the microbial community in all 7 groups of samples. The abundance of
Oscillospira-UCG-005 in F, B, P, T, N, C and W samples was 14.25, 6.66, 9.91, 8.66, 1.82, 1.10 and 1.10%, respectively; likewise, the abundance of
Atoprostipes was 1.46, 9.41, 6.38, 2.11, 3.78, 0.99 and 2.76%, respectively.
Furthermore, the Simpson index of the C sample was significantly lower than that of the F, B, P, T, N and W samples, indicating a significantly lower microbial diversity in milk samples from mastitic cows (Table 4). This suggested that mastitis changed the microbial diversity in cow milk.
There are many bacteria in milk, including some pathogenic bacteria such as
Staphylococcus aureus, Streptococcus and pyogenic bacteria that may affect consumer health. Disinfection of cow nipples can prevent pathogenic bacteria from entering the raw milk. The milk-collecting cup comes in direct contact with the cow nipple. Therefore, the cleanliness degree of milk collecting cups can also directly affect the quality of raw milk. The dominant annotated bacteria phyla in this study were Firmicutes, Proteobacteria, Bacteroides,
etc; the dominant bacteria species were
Oscillospira-UCG-005, Atoprostipes, Pseudomonas,
etc. Our results are partially consistent with previous studies
(Raats et al., 2011; Rasolofo et al., 2010; DelbeÌs et al., 2007; Qiang et al., 2013). We found that the Simpson index of milk samples from mastitic cows was lower than in other samples. Also, the milk from mastitic cows had some pathogenic bacteria such as bacilli and cocci. Bacilli are human opportunistic pathogens. In case of lower resistance, these pathogens can easily cause body infection. Cocci, especially
staphylococcus aureus, are the main pathogenic bacteria in lactating cows with mastitis, which are vulnerable to environmental changes. A study found that teats, bedding materials and milking equipment can be possible pollution sources for golden grapes
(Lan, 2017).
Oliveria et al., (2011) found that the washing degree of lactating cow teats before milking directly affected the
Staphylococcus aureus content in fresh milk. Similarly, the bacterial content in the milk collecting cup can directly affect the quality of fresh milk. Also, disinfection/sterilization of the surface of the milk collecting turntable is very critical for the quality control of fresh milk.
The best way to prevent cow mastitis is to control or eliminate the source of harmful microorganisms. However, it is difficult to fully remove pathogenic microorganisms due to open areas in cow farms. Therefore, timely and accurate microbial analysis in dairy farms can provide early warning to establish safety measures.