The impact of flavophospholipol on Salmonella shedding, colonization and antibody response over the duration of this experimental trial has previously been published [26]. The findings revealed medicating the nursery diet with 4 ppm of flavophospholipol was not effective in reducing the presence of Salmonella in tissue and feces (P > 0.05) [26]. Further, no difference in Salmonella antibody response was found between flavophospholipol-treated pigs and non-medicated controls (P > 0.05) [26].
Only a subset of fecal samples was available and used to assess the microbiota resulting in an uneven number of treatment and control pigs in the present study. The goal was to identify the microbiota after treatment with flavophospholipol and prior to challenge with Salmonella (Day 6) as well as after treatment and challenge (Day 36). Specifically, Day 36 was used because it marks the end of the nursery stage. Earlier time points were not used because of the lack of fecal samples and inconsistencies in sample pairings for pigs. However, these time points allow exploring the change in the fecal microbiota over the nursery period when the microbiota is evolving and can be manipulated with interventions like flavophospholipol.
Salmonella shedding
In the present trial, on Day 0 and 6, before challenge with S. Typhimurium, no pigs were identified as shedding Salmonella spp. However, following the challenge, all of these pigs were found to be shedding Salmonella on Day 8. On Day 36, Salmonella was isolated from all pigs, both in the treatment and control group.
Impact of flavophospholipol on fecal microbiota in pigs challenged with S. Typhimurium
Sequence quality
The total number of sequences that were recovered from 42 fecal samples on Day 6 (1,557,062) and Day 36 (2,358,324) was 3,915,386. The median number of sequences recovered on Day 6 in the treatment (n=12) and control group (n=9) was 56,086 (Range: 34536, 196866) and 48,465 (Range: 20213, 171494), respectively. While, the median number of sequences recovered on Day 36 in the treatment (n=12) and control group (n=9) was 44,448 (Range: 23650, 194135) and 174,548 (Range: 36333,533913), respectively. Overall, sequences clustered into 16,382 OTUs, which were classified into 26 bacterial phyla and 639 genera.
Relative abundance
Overall, the main phyla were Firmicutes, Bacteroidetes, Spirochaetes, Proteobacteria, Actinobacteria, Deferribacteres and Tenericutes (Fig 2). From Day 6 to Day 36, Firmicutes, with an interaction between day and treatment in the ANOVA model, were found to increase in both groups but with a larger relative abundance in the controls, which initially had a lower abundance than the treated group (PFDR=0.012) (Additional file 1). Interestingly, Proteobacteria, also with an interaction between day and treatment, started at a greater abundance in the control group and was found to decrease in both groups over time. However, the phylum was found in lower numbers in the control group than the treatment group on Day 36 (PFDR=0.001) (Fig 2). Meanwhile, the statistical significance found between groups from Day 6 to Day 36 in phyla Deferribacteres, Spirochaetes and Tenericutes was not due to the effect of treatment but was a result of a day effect (Additional file 1).
Fig 2. Relative abundance of bacterial phyla after Salmonella challenge. Fecal microbiome of 4-week-old pigs at Day 6 (before challenge) and Day 36 (28 days after challenge) treated with either 4 ppm of flavophospholipol (Tx; n=12) or non-medicated control feed (C; n=9) from Day 1 onwards. Figure is limited to phylum that met the >0.5% median cutoff.
Fig 3 illustrates the relative abundances of the main genera (inclusion of 15 genera based on high relative abundances) at Day 6 and Day 36. The relative abundances along with the p-values and FDR p-values for a total of the 40 selected genera, including the main genera and an additional 25 genera based on high relative abundance, are presented in Additional file 2. An unclassified Ruminococcaceae, Roseburia, Treponema, Blautia, Streptococcus, Megasphaera, Dorea, Sporobacter, unclassified Firmicutes, Peptococcus, and Clostridium cluster IV were found to be different between groups from Day 6 to Day 36 (PFDR<0.05). Meanwhile, Lactobacillus was found in a larger abundance in the treatment group compared to the controls at both Day 6 and Day 36 (PFDR=0.029). Oscillibacter, Ruminococcus, Anaerovibrio, Escherichia/Shigella, Mucispirillum, Clostridium sensu stricto and Selenomonas were found to be different at Day 36 from that in Day 6 in both groups. Lastly, Campylobacter, with an interaction between day and treatment, was found in greater relative abundance in the control group on Day 6 than the treatment but was found in both groups at similar low levels of abundance on Day 36 (PFDR=0.0001).
Fig 3. Relative abundance of bacterial genera after Salmonella challenge. Fecal microbiome of 4-week-old pigs at Day 6 (before challenge) and Day 36 (28 days after challenge) treated with either 4 ppm of flavophospholipol (Tx; n=12) or non-medicated control feed (C; n=9) from Day 1 onwards. Figure is limited to the top 15 genera.
Additional file 3 identifies the top 10 dominant genera at Day 6 and Day 36 in the control and treatment group. Over time, unclassified Ruminococcaceae and unclassified Clostridiales are abundant in both groups. Streptococcus is also found to be numerous at Day 36 in the treatment group.
Alpha and beta diversity
A random sub-sampling of 20,213 sequences for each fecal sample was conducted to normalize samples. Alpha diversity measures, Good’s coverage, Chao’s richness, Shannon evenness and Inverse Simpson diversity, were explored (Fig 4). From Day 6 to Day 36, no differences in Good’s coverage, Chao’s richness, or Inverse Simpson diversity were noted between the fecal microbiota of nursery pigs fed in-flavophospholipol and pigs fed a non-medicated diet (P>0.05). However, Shannon evenness was found to increase in the flavophospholipol treatment group from Day 6 to Day 36 in comparison to the control group (P=0.046).
Fig 4. Fecal microbiota alpha diversity after Salmonella challenge. Quantile boxplots of (a) Good’s Coverage, (b) Chao’s Richness, (c) Shannon’s Evenness, and (d) Inverse Simpson’s Diversity of 4-week-old pigs at Day 6 (before challenge) and Day 36 (28 days after challenge) treated with either 4 ppm of flavophospholipol (Tx; n=12) or non-medicated control feed (C; n=9) from Day 1 onwards.
Community membership, measured using the Jaccard index, assessed the similarity between the fecal microbiota of treated pigs in comparison to control pigs based on the ratio of shared taxa to unshared taxa at Day 6 and at Day 36. While, community structure, measured using the Yue & Clayton index, evaluated the structural similarity of the fecal microbiota of treated pigs in comparison to control pigs based on the proportions of the populations that are represented by shared and unshared species. Based on the Jaccard and Yue & Clayton indices, the dendrograms (Fig 5) illustrates clustering occurring at Day 6 and at Day 36, while the PCoA plots (Fig 6) reveal clustering between groups at Day 6 and at Day 36. Although, the unweighted UniFrac, AMOVA and HOMOVA tests for both community membership and community structure found a difference between the treatment and control group at Day 6 & Day 36 (P<0.05) (Table 1), the PCoA plots identify some overlap between the groups at the two sampling points.
Fig 5. Dendrogram of (a) Yue and Clayton index (community structure) and (b) Jaccard index (community membership) after Salmonella challenge. Fecal microbiota of flavophospholipol treated pig (Tx; n=12) or non-medicated control feed (C; n=9) at Day 6 (before challenge) and Day 36 (28 days after challenge). Treatment on Day 6 (blue), control on Day 6 (green), treatment on Day 36 (red) and control on Day 36 (orange). Treatment was administered from Day 1 onwards.
Fig 6. Principal coordinate analysis (PCoA) of (a) Yue and Clayton index (community structure) (b) Jaccard index (community membership) after Salmonella challenge. Fecal microbiota of flavophospholipol treated pig (Tx; n=12) or non-medicated control feed (C; n=9) at Day 6 (before challenge) and Day 36 (28 days after challenge). Treatment on Day 6 (green), control on Day 6 (red), treatment on Day 36 (orange) and control on Day 36 (blue). Treatment was administered from Day 1 onwards.
Table 1. Unweighted UniFrac, AMOVA and HOMOVA test values for Jaccard and Yue and Clayton indices. Fecal microbiota from Day 6 (before challenge) to Day 36 (28 days after challenge) between pigs treated with either 4 ppm of flavophospholipol (Tx; n=12) or non-medicated control feed (C; n=9) from Day 1 onwards.
|
Unweighted
UniFrac
|
AMOVA
|
HOMOVA
|
Day 6 – Day 36
|
Jaccard Index
|
<0.001
|
<0.001
|
<0.001
|
Yue & Clayton Index
|
0.0010
|
<0.001
|
0.05
|
LEfSe was analyzed at Day 6 and Day 36 separately (Additional file 4 and Fig 7). Genera with an LDA score ³ 2 and statistical significance (P<0.05) were identified on Day 6 (n=4) and Day 36 (n=12). All the enriched genera on Day 6 were found to belong to phylum Firmicutes. Meanwhile, on Day 36, the enriched genera included Bacteroidetes along with Firmicutes.
Fig 7. Plot of LEfSe analysis of enriched genera in the treatment group and control group on Day 36. Based on the fecal microbiota of 4-week-old pigs at Day 36 (after Salmonella Typhimurium DT 104 challenge on Day 7 and 8) treated with either 4 ppm of flavophospholipol in-feed (Tx; n=12) or non-medicated control feed (C; n=9) from Day 1 onwards.
Salmonella vs pig fecal microbiota
Salmonella antibody response
Salmonella seropositivity and antibody titer, for the twenty-one pigs used in this trial is illustrated in Additional file 5. No significant relationship was found between any phylum or genus and Salmonella seropositivity or antibody titers in nursery pigs between Day 6 to Day 36 (PFDR>0.05).
Salmonella CFU and internal colonization
The Salmonella CFU for the twenty-one pigs used in this trial is illustrated in Additional file 6. At Day 36, no relationship was found between the relative abundance of any phylum or genus and Salmonella CFU (PFDR>0.05). Salmonella internal colonization was found in 3 pigs out of the 21 pigs (14%) euthanized. Salmonella was isolated from the lymph node, liver and spleen. At Day 36, no relationship was found between phyla or genera and the quantitation of Salmonella at the sampled internal body sites (lymph node, spleen, liver) (PFDR>0.05).