Mortality among three groups
The survival rates of the Sham group, CLP group, and FMT group were compared 7 days following sepsis modeling. The CLP group had a mortality rate of 30% at 24 h and a 50% survival rate at 7 days. There were no deaths at 24 h in the FMT group, and a 90% survival at 7 days, and no deaths in the Sham group. Compared with the Sham group and the FMT group, the mortality of the CLP group was significantly higher, P < 0.05. (Figure 1. I).
Colonic pathology score and apoptosis
Histological scores were performed by professionals who were unfamiliar with our experiment according to the standards proposed by Li et al[23]. The colonic pathology score of the CLP group was significantly higher than the scores of both the Sham and FMT groups at 12, 24, or 48 h, P < 0.0001. The colonic pathology score of the FMT group was higher than that of the Sham group at 12 h, P < 0.004, but there was no significant difference between the Sham and FMT groups at 24 and 48 h (Figure 1.II). Examination of colonic pathology showed the damage in the FMT group was -significantly less than that in the CLP group, so we next studied the expression of caspase 3 for further verification. The number of apoptotic cells in the CLP group was significantly higher than that of the other two groups at 12 and 24 h, but the average integral optical density (OD) of caspase 3 in the FMT group was close to that of the CLP group at 48 h (Figure 1.III). Therefore, we performed a quantitative analysis of caspase 3 protein. The results of the western blot showed that the expression of caspase 3 in the CLP group at 24 and 48 h was higher than that in the FMT group, P < 0.001(Figure 1. IV).
Mouse serum inflammatory factors TNF-α, IL-6, and IL-10.
The concentration in pg/mL of serum IL-6 (91.62 ± 25.53) and IL-10 (7.19 ± 2.40) in the FMT group at 12 h after sepsis modeling were significantly higher than those in the Sham group (IL-6 59.11 ± 12.96; IL-10 3.55 ± 0.72 ; P < 0.05), and there was no significant difference in TNF-α levels (pg/mL) among the three groups.
The serum IL-6 level (130.66 ± 22.52) in the CLP group was significantly higher than that in the Sham group (51.61 ± 5.22) and the FMT group (69.99 ± 16.73 ; P < 0.001) at 24 h. The TNF-α levels in both the CLP (82.97 ± 14.45) and FMT (61.45 ± 16.54) groups were higher than that in the Sham group (27.05 ± 9.44) (P < 0.001 and P < 0.01, respectively). The IL-10 level in the CLP group (2.74 ± 0.61) was lower than that in the Sham group (7.29 ± 1.12) and the FMT group (8.63 ± 1.24).
The serum IL-6 level in the CLP group (73.82 ± 14.20) was higher than that in the Sham group (43.69 ± 19.02) at 48 h. The TNF-α level in the CLP group (103.53 ± 13.01) was higher than that in the Sham group (24.60 ± 8.89) and FMT group (45.87 ± 9.30) (P < 0.001). The TNF-α level in the FMT group was higher than that in the Sham group, P < 0.05. There was no significant difference among the three groups in the IL-10 level at 48 h.
All the results are shown in Table 1, Table 2, and Table 3.
Table 1 Changes in IL-6 among the three groups. Values are expressed as mean ± SD.
Group
|
N
|
IL-6(pg/ml)
12 h 24 h 48 h
|
Sham
|
6
|
59.11±12.96
|
51.61±5.22
|
43.69±19.02
|
CLP
|
6
|
75.94±13.38
|
130.66±22.52***
|
73.82±14.2**
|
FMT
|
6
|
91.62±25.53*
|
69.99±16.73
|
57.37±7.5
|
* P < 0.05 vs Sham group; ***P < 0.001 vs Sham and FMT groups; **P < 0.01 vs Sham group;
Table 2 Changes in TNF-α among the three groups. Values are expressed as mean ± SD.
|
N
|
TNF-α(pg/ml)
|
Group
|
12 h
|
24 h
|
48 h
|
Sham
|
6
|
40.10±11.04
|
27.05±9.44
|
24.60±8.89
|
CLP
|
6
|
52.72±12.46
|
82.97±14.45***
|
103.53±13.01***
|
FMT
|
6
|
53.93±14.69
|
61.45±16.54**
|
45.87±9.30*
|
24 h*** P < 0.001 vs Sham group; **P < 0.01 vs Sham group; 48 h*** P < 0.001vs Sham and FMT groups; *P < 0.05 vs Sham group
Table 3 Changes in IL-10 among the three groups. Values are expressed as mean ± SD.
|
N
|
IL-10(pg/ml)
|
Group
|
12 h
|
24 h
|
48 h
|
Sham
|
6
|
3.55±0.72
|
7.29±1.12
|
5.01±2.15
|
CLP
|
6
|
5.04±1.51
|
2.74±0.61***
|
4.3±1.74
|
FMT
|
6
|
7.19±2.40*
|
8.63±1.24
|
6.20±1.07
|
* P < 0.05 vs Sham group; ***P < 0.001 vs Sham and FMT groups.
The expression of IL-6 in the CLP group was the highest at 24 h after modeling, and then decreased, but it was still higher than that in the Sham group at 48 h. Expression of IL-6 in the FMT group was slightly higher than that in the CLP group at 12 h, but there was no significant difference, to the contrary, IL-6 levels were markedly lower than the CLP group at 24 and 48 h. The TNF-α level in the CLP group continued to increase, and it was the highest among the three groups at 48 h, however, the IL-10 level was lowest at 24 h after modeling ( Figure 2 ).
The thickness of the mucus layer (nm) and MUC2 expression
The AB-PAS method was used to detect the colonic mucus layer thickness at 12, 24, and 48 h after sepsis modeling in the three groups. The mucus layer thickness of mice in the CLP group (2248.864 ± 603.939, 2046.108± 664.865, and 1806.371 ± 579.875, at 12, 24, and 48 h respectively) was significantly lower than that of the Sham group during the same timepoint, P < 0.0001. The thickness of the mucus layer in the FMT group was significantly greater than that in the CLP group, P < 0.01. Compared with the Sham group, the thickness of the mucus layer in the FMT group had no difference at 24 h, P = 0.4473, but had a significant difference at 12 and 48 h, P < 0.0001, and P < 0.05, respectively (Figure 3. I). The fluorescence expressions of MUC2 at 12, 24, and 48 h in the three groups were observed by microscope and recorded, and the gray value of the green channel was calculated and statistically analyzed. Excepting that the expression levels of MUC2 in the Sham group and the FMT group were not statistically different at 12 h, there was a significant difference between them at 24 and 48 h, P < 0.0001. The expression of MUC2 in the CLP group at 12, 24, and 48 h was lower than that of the other two groups (Table 1, Figure 3. II).
Table 4. Gray value of the green channel (MUC2 expression), expressed as mean ± SD.
MUC2
|
|
12 h
|
24 h
|
48 h
|
Sham
|
74.63±4.42
|
91.12±4.95
|
157.68±31.14
|
CLP
|
43.18±17.61****
|
62.25±21.57****
|
130.17±35.99****
|
FMT
|
82.23±17.35 ns
|
119.53±23.91****
|
186.14±32.35****
|
**** P < 0.0001: The CLP or FMT group compared with the Sham group at the same timepoint. ns: There was no statistical difference between the FMT and Sham groups.
Transmission electron microscope
Intestinal epithelial cells and intracytoplasmic organelles in the CLP group were significantly swollen, and the microvilli were arranged neatly, with uniform thickness and partial shedding. The tight junctions, and the structure of the intermediate junctions were blurred, and the gap between junctions was slightly widened in the CLP group. Portions of the desmosomes and tension wires had disappeared. The intercellular space was widened and the mitochondria had swelled. Intestinal epithelial cells and intracytoplasmic organelles in the FMT group were slightly swollen. The microvilli were arranged neatly and uniformly in thickness, and the local area was slightly detached. The tight junctions between epithelial cells, and the structure of the intermediate junctions were fuzzy, and the gap was slightly widened in the FMT group. The number of desmosomes was slightly reduced, the surrounding tension filaments were abundant, and the mitochondria were slightly swollen.
Tight junction proteins
We compared the average integral OD of occludin between the CLP and the FMT groups at 12, 24, and 48 h. The results showed that occludin expression in the CLP group at 12, 24, and 48 h was significantly lower than expression in the FMT group (Figure 5. I). We further verified occludin and ZO-1 protein expression by western blot test. The results showed the relative expression of these two proteins in the CLP group was significantly lower than that in the other two groups at 24 or 48 h, (P < 0.001). The relative expression of the two proteins was highest in the Sham group, intemediate in the FMT group and lowest in the CLP group (Figure 5. II).
TLR4, MyD88, and NF-κB protein levels and mRNA levels
We analyzed and compared the expression of TLR4, MyD88, and NF-κB relative to GAPDH at 24 and 48 h in the three groups. Except that there was no difference in the expression of TLR4 protein between the Sham and FMT groups, expression levels of the other two proteins in the three groups were significantly different compared with each other. Expression of the three proteins in the CLP group at 24 and 48 h was significantly higher than those in both the Sham and the FMT groups at the same timepoints (P < 0.05)(Figure 6. I). Coincidently, mRNA expression trends in the three groups were similar to the trends in protein expression. The relative expressions of TLR4(2.161 ( 1.971 )),MyD88(1.577 ( 2.552 )), and NF-κB(1.489 ( 1.447 )), in the CLP group were significantly higher than those in the Sham and FMT groups. Expression of MyD88, and NF-κB had a significant difference in the CLP group compared with the Sham and FMT groups, P < 0.05. There was no difference in the expression of the three indicators between the Sham group and the FMT group (Figure 6. II).
16SrRNA sequence analysis
Firmicutes and Bacteroidetes were the main bacteria, accounting for 55% and 33% of the abundance found in the normal mice, respectively. The Sham group was dominated by Firmicutes, at 66%. Proteobacteria was the dominant bacteria in the CLP group. The relative abundance of Proteobacteria observed in the mortality observation of the CLP groups following sepsis modeling at 12 h, 24 h, and 7-day were 48%, 66%, and 42%, respectively. The relative abundance of unclassified bacteria in the CLP group at 48 h and the 7-day mortality observation in the FMT group was 70% and 41%. The FMT group at 24 and 48 h were dominated by Firmicutes and Bacteroidetes, accounting for 48%, 27%, and 37%, 26%, and the composition closely resembled the composition found in mice. The main bacteria in the FMT group at 12 h were Proteobacteria and Verrucomicrobiae, with a relative abundance of 33% and 39%, respectively. Verrucomicrobiae accounted for 22% in the CLP group at 24 h. (Figure 7. I). The 12 h Sham group had a similar fecal richness and diversity compared with normal mice. The fecal richness and diversity were significantly lower in the CLP group at 12, 24, and 48 h and 7-day mortality than those of normal mice. We observed that the fecal richness and diversity were lowest at 48 h in the CLP group, but there was a slight recovery in the 7-day still alive mice in the CLP group, a significant difference compared with the normal mice. The richness and diversity of the flora in the FMT group were higher than what was observed in the CLP group at all time points, and there was more fecal diversity than the normal mice at 24 h in the FMT group. There was no significant difference in fecal richness and diversity in the 7-day mortality FMT mice compared with the CLP group at the same timepoint (Figure 7. II). The dimensionality reduction of multi-dimensional microbial data was performed through NMDS analysis, and the main trends of data changes were displayed through the distribution of samples on a continuous sorting axis. The data were also classified by cluster analysis. In the NMDS analysis, the clusters within the group were well and the difference between the groups was large (Figure 7. III). LEfSe analysis can directly perform simultaneous difference analysis on all classification levels, and at the same time, it emphasizes finding robust differences between groups, that is, marker species. The main species found in normal mice were Firmicutes and Bacteroidete. The species with high levels in the Sham group were Firmicutes and Lactobacillus, while the differential species in the CLP group were Bacillales and Staphylococcaceae at 12 h, Enterobacteriales and Proteobacteria at 24 h, Planococcaceae at 48 h, and Deltaproteobacteria, Desulfovibrionales, and Erysipelatoclostridium at 7-day mortality. The FMT group was modeled with high levels of bacteria, including Verrucomicrobiae, Akkermansia, and Ruminococcus at 12 h, Lachnospiraceae group, Bifidobacteriales, Actinobacteria at 24 h, and Burkholderiaceae, Bacteroides, and Butyricimonas at 48 h (Figure 7. IV). The core of the KEGG database is a biological metabolic pathway analysis database, in which metabolic pathways are classified into six categories, including metabolism, genetic information processing, environmental information processing, cellular processes, organismal systems, and human diseases. We found a higher relative abundance in infectious diseases. (Figure 7. V). Therefore, we further analyzed the species composition of the differential pathways, and found that the Lachnospiraceae contributed the most to L-lysine fermentation to acetate and butanoate (Figure 7. VI).
Analysis of short-chain fatty acids (SCFAs) by LC-MS
We detected the content of short-chain fatty acids, including acetate, propionate, isobutyrate, butyrate, valerate, isovalerate, caproate, and heptanoic acid in the CLP group (CD) and the FMT group (TD) at 48 h. The first four acids were the most important SCFAs, therefore, we used these four major short-chain fatty acids for PCA analysis. (n = 7 per group) (Figure 8.).