PTFC ameliorates hepatic steatosis and fibrosis in HFD-fed mice
In our previous study[16], we reported that compared with the ND group, the liver tissues of mice in the HFD group showed obvious steatosis, inflammatory cell infiltration, and focal necrosis. Moreover, fibrous tissue deposition around the perisinusoidal and liver cells also occurred,and the NAFLD activity score (NAS) increased significantly. Compared with the HFD group, the HFD + PTFC group showed a decrease in hepatic steatosis, inflammatory cell infiltration, and degree of fibrosis as well as NAS.
Overall structural modulation of the gut microbiota after PTFC treatment
16S rDNA sequencing analysis was used to investigate the structural changes in the gut microbiota in mice that received PTFC treatment. In total, 644541 useable reads were obtained from 15 samples, and 678 OTUs were collected. Similar to the previous findings, the diet was found to be a key factor in changing phylogenetic diversity. In this work, significant decreases in Chao1 and ACE, indicating lower microbiota community diversity, were found in the HFD and PTFC groups (P< 0.01, Fig.1A-C). The rank-abundance curve,rarefaction curve,sample Shannon curves and species accumulation curves show that the amount of sequencing data is reasonable (Fig. 1D-G).
Lefse analysis
Different colours represent different groups. For example, the red node in the branch represents the species with a significantly higher abundance in the red group, the green node represents the species with a significantly higher abundance in the green group, and the yellow node represents the species without a significant abundance difference between groups. The node diameter is directly proportional to the relative abundance; the nodes in each layer represent phyla/classes/orders/families/genera/species, in that order; the annotation of each species represents phyla/class/order/family/genus/species,in that order.The annotation of the phylum level is displayed on the outermost ring, while the annotation information of the other levels is displayed in Fig.2A-B. Bacteroidaceae and Rikenellaceaewere increased in the PTFC group at the family level (P< 0.05).Porphyromonadaceae and Enterococcaceaewere increased in the HFD group at the family level (P< 0.05).
Venn diagram
From the Venn diagram, we can see the unique OTUs and the common OTUs of each group, indicating the unique species information of each group more directly.Different numbers of OTUs were detected in each group, i.e., 638 in the normal group, 478 in the HFD group, and 458 in the PTFC group (Fig. 2C). Among all OTUs,385 were shared by all groups. Additionally, each group had unique OTUs,including 132 in the normal group,4 in the HFD group, and 21 in the PTFC group.
Analysis of the whole intestinal microbiota composition
At the family level,compared with the normal group, the relative abundance of Christensenellaceae and Erysipelotrichaceaewas decreased in the HFD group. After PTFC treatment, the relative abundance of Christensenellaceae and Erysipelotrichaceae weresignificantly increased(P< 0.01). The relative abundance of Porphyromonadaceae and Streptococcaceae increased in the HFD group. After PTFC treatment, the relative abundance of Porphyromonadaceae and Streptococcaceae were significantly decreased(P< 0.01, P< 0.05)(Fig.3A-D).
At the genus level, compared with the normal group, the relative abundance of Allobacullum was decreased in the HFD group. After PTFC treatment, the relative abundance of Allobacullum was significantly increased(P< 0.05). The relative abundance of Eubacterium was increased in the HFD group. After PTFC treatment, the relative abundance of Eubacterium was significantly increased(P< 0.05)(Fig.3E andF).
At the family level,we found that the majority of the intestinal microbiota consisted of species from Porphyromonadaceae,Lachnospiraceae,Ruminococcaceae,Prevotellaceae,Desulfovibrionaceae, and Bacteroidaceae(Fig.4A). Compared with the normal group, the abundance of Porphyromonadaceae was significantly increased in the HFD group. After treatment with PTFC, the abundance of Porphyromonadaceae in HFD-fed mice decreased(P< 0.01) (Fig.4C-E).
At the genus level, we found that the majority of the intestinal microbiota consisted of species fromClostridium_IV, Bacteroides, Paraprevotella, Helicobacter, Elsenbergiella, and Parabacteroides(Fig.4B). Compared with the normal group, the abundance of Paraprevotella was significantly decreased in the HFD group(P< 0.01). After treatment with PTFC, the abundance of Bacteroides in the PTFC group increased(P< 0.05), andAkkermansiawas identified with anabundance of 4.4%(Fig.4F-H).
PICRUSt Analysis and prediction of genomic functional changes among different groups
Based on the 16S rDNA and reference sequence database, PICRUSt predicted the macrogenome functional composition of the flora. The accuracy of the method was 84-95%. In the PTFC group, 12 KEGG pathways were altered, including energy metabolism, amino acid metabolism, ethylbenzene degradation and peptidoglycan biosynthesis(Fig.4I).Compared with the HFD group, other ion-coupled transporters were upregulatedand beta-alanine metabolism, type I diabetes mellitus, ethylene degradation, energy metabolism, alanine, aspartate and glutamate metabolism were reduced(Fig.4J). These significant pathway changes predicted that PTFC treatment could improve the gut microbiota structure of mice under the condition of HFD feeding, thus exerting a therapeutic effect against NASH in mice.