Composition of intestinal flora of different dog breeds
The nonrepetitive sequences (excluding single sequences) were clustered into OTUs according to 97% sequence similarity. A total of 257 species, representing 146 genera, 60 families, 35 orders, 15 classes, and 10 phyla, were identified in the intestinal flora of the CKD, BMD, and GSD breeds. The intestinal flora of CKD contained 189 species, representing 113 genera, 52 families, 32 orders, 14 classes, and 9 phyla. The intestinal flora of BMD contained 213 species, representing 125 genera, 50 families, 27 orders, 12 classes, and 8 phyla. Lastly, the intestinal flora of GSD contained 209 species, representing 123 genera, 94 families, 29 orders, 13 classes, and 8 phyla. At the phylum level, the dominant phyla across the three breeds were Firmicutes (57.44%), Fusobacteriota (28.86%), and Bacteroidota (7.63%) (Fig. 3A). Meanwhile, at the genus level, Lactobacillus (16.31%) was the most abundant genus in the CKD fecal samples, followed by Norank_f_Muribaculaceae (11.12%), Pasteurella (10.63%), Fusobacterium (10.27%), Cetobacterium (9.73%), Peptostreptococcus (8.54%), Norank_f_Erysipelotrichaceae (7.15%), Romboutsia (3.68%), Peptoclostridium (1.94%), Turicibacter (1.87%), Allobaculum (1.73%), Bacteroides (1.61%), and Bifidobacterium (1.23%) (Fig. 3B). In contrast, Fusobacterium (22.64%) was the most abundant genus in the BMD fecal samples, followed by Peptostreptococcus (14.55%), Norank_f_Erysipelotrichaceae (10.88%), Lactobacillus (10.52%), Cetobacterium (7.11%), Norank_f_Muribaculaceae (6.48%), Allobaculum (3.62%), Peptoclostridium (2.81%), Coriobacteriaceae_UCG-002 (2.11%), Prevotella (1.98%), and Romboutsia (1.18%) (Fig. 3B). Lastly, Fusobacterium (18.69%) was the most abundant genus in the GSD fecal samples, followed by Peptoclostridium (11.22%), Prevostella (9.74%), Norank_f_Muribaculaceae (6.64%), Faecalibacterium (5.47%), Alloprevotella (4.76%), Cetobacterium (4.39%), Romboutsia (3.67%), Blautia (3.37%), Bacteroides (2.46%), Norank_f_Erysipelotrichaceae (1.97%), Peptostreptococcus (1.95%), and Ruminococcus_torques_group (1.34%) (Fig. 3B). A total of 221 OTUs were identified in the fecal samples of CKD, BMD, and GSD by Venn analysis (Fig. 4).
Among the top 10 abundant phyla, Firmicutes, Bacteroidota, Fusobacteriota, Proteobacteria, unclassified_k_norank_d_Bacteria, Actinobacteria, Campylobacterota, Spirochaetota, and Deferribacterota were common between CKD and GSD. Among these, the richness of Proteobacteria in CKD was significantly higher than that of GSD, and the richness of Bacteroidota in GSD was significantly higher than that of CKD (Fig. 5A). Additionally, CKD and BMD shared 10 common phyla, namely Firmicutes, Fusobacteriota, Bacteroidota, Proteobacteria, Actinobacteria, unclassified_k__norank_d__Bacteria, Campylobacteriota, Spirochaetota, Deferribacterota, and Patescibacteria. Among these, the proportion of Firmicutes, Fusobacteriota, and Actinobacteria was higher in BMD than in CKD, while the proportion of Bacteroidota and Proteobacteria was higher in CKD than in BMD. The bacterial phyla Deferiribacterota and Patescibacteria were specific to CKD and BMD, respectively (Fig. 5B). Lastly, BMD and GSD shared nine common phyla, namely Firmicutes, Fusobacteriota, Bacteroidota, Proteobacteria, Actinobacteria, unclassified_k__norank_d__Bacteria, Campylobacterota, Deferribacterota, and Patescibacteria. Among these, the richness of Firmicutes, Fusobacteriota, and Proteobacteria was significantly higher in BMD than in GSD. The bacterial phyla Patescibacteria and Deferiribacterota were unique to CKD and GSD, respectively (Fig. 5C).
At the genus level, Fusobacterium was abundant in BMD and GSD, Peptoclostridium was abundant in BMD, and Lactobacillus was abundant in only CKD. In BMD, the abundance of Fusobacterium, Peptostreptococcus, Prevostella, and Cetobacterium was higher than that in GSD, while the abundance of Lactobacillus, Cetobacterium, and Romboutsia was lower than that in CKD (Fig. 6). Moreover, the intestinal flora of the three breeds showed certain similarities, which were consistent with the results presented in Fig. 3B.
Further analysis revealed that the abundance of Fusobacterium (P = 0.0215), Norank_f_Prevotellaceae (P = 0.0116), Norank_f_Norank_o_Clostridia_UCG-014 (P = 0.0215), Norank_f_Lachnospiraceae (P = 0.0367), Eubacterium_eligens_group (P = 0.0311), and Lachnospira (P = 0.0109) was significantly lower in CKD compared to GSD, while the abundance of Lactobacillus (P = 0.0121), Parasutterella (P = 0.0121), Norank_f_Erysipelotrichaceae (P = 0.0367), and Fusobacterium (P = 0.0215) was significantly higher in GSD compared to CKD. Among the bacteria with significant differences among species, only Fusobacterium was the highest. The bacterial genus Bifidobacterium was specific to CKD, while the bacterial genera norank_f_Prevotellaceae, norank_f_norank_o_Clostridia_UCG-014, Eubacterium_eligens_group, and Lachnospira were specific to GSD (Fig. 7A). The abundance of Fusobacterium (P = 0.0121), Allobaculum (P = 0.0367), Coriobacteriaceae_UCG-002 (P = 0.0121), Eubacterium_brachy_group (P = 0.0121), Dubosiella (P = 0.0121), Norank_f_Ruminococcaceae (P = 0.0119), and unclassified_f_Eggerthellaceae (P = 0.0121) was significantly lower in CKD than in BMD, while the abundance of Parasutterella (P = 0.0121) and Turicibacter (P = 0.0121) was significantly higher in CKD than in BMD. The abundance of Fusobacterium was the highest. The bacterial genera Eubacterium_brachy_group, norank_f_Ruminococcaceae, and unclassfied_f_Eggerthellaceae were specific to BMD, while CKD had no endemic bacterial genera (Fig. 7B). Lastly, the abundance of Norank_f_Prevotellaceae (P = 0.0074) and UCG-005 (P = 0.0367) was significantly lower in BMD than in GSD, while the abundance of Peptostreptococcus (P = 0.0215), Norank_f_Erysipelotrichaceae (P = 0.0215), Lactobacillus (P = 0.0121), Allobaculum (P = 0.0215), Coriobacteriaceae_UCG-002 (P = 0.0200), and Bifidobacterium (P = 0.0344) was significantly higher in BMD than in GSD. The richness of Peptostreptococcus was the highest. This richness is Bifidobacterium was specific to BMD, while Norank_f_Prevotellaceae and UCG-005 were specific to GSD (Fig. 7C). The abundance of Fusobacterium (P = 0.0113), Peptostreptococcus (P = 0.0208), norank_f_Erysipelotrichaceae (P = 0.0185), and Allobaculum (P = 0.0139) was significantly higher in BMD than in CKD and GSD. Among the three breeds, the abundance of Fusobacterium was the highest.. The bacterial genus norank_f_Prevotellaceae was specific to CKD; however, BMD and GSD had no endemic bacterial genera (Fig. 7D).
The Linear discriminant analysis Effect Size (LEfSe) multi-level discriminant analysis showed that the abundance of Proteobacteria, Bacilli, Gammaproteobacteria, Actinobacteria, Lactobacillales, Burkholderiales, Bifidobacilliales, Lactobacillaceae, Sutterellaceae, Bifidobacilliaceae, Lactobacillus, Parasutterella, Turicibacter, and Bifidobacillus was significantly higher in CKD than in BMD and GSD (Fig. 8A). In contrast, the abundance of Fusobacteria, Coriobacteriia, Fusobacteriia, Coriobacteriales, Erysipelotrichales, Fusobacteriales, Fusobacteriaceae, Erysipelotrichaceae, Atopobiaceae, unclassified_o_Lactobacillales, Fusobacterium, Peptostreptococcus, norank_f_Erysipelotrichaceae, Allobaculum, Coriobacteriaceae_UCG-002, and unclassified_o__Lactobacillales was significantly higher in BMD than in CKD and GSD (Fig. 8A). Lastly, the abundance of Clostridia_UCG-014, Anaerovoracaceae, norank_o__Clostridia_UCG-014, Eubacterium_brachy_group, norank_f__Prevotellaceae, norank_f__norank_o__Clostridia_UCG-014, Lachnospiraceae_UCG-004, and Sutterella was significantly higher in GSD than in CKD and BMD (Fig. 8B).