3.2. Effects of LDSDF on the Body Weight, Liver Index, and Epididymal Fat Index of High-Fat Mice
The change in body weight served as an indicator of HFD-induced obesity in the experimental mice [
39]. After a 1-week adaptation period, the average initial body weights were comparable across all groups (
p > 0.05). Throughout the 6-week HFD feeding period, the HFD group exhibited significantly greater body weight gain than all other groups (
p < 0.05), whereas the SV and sample treatment groups (SL, SM, and SH) showed more gradual weight increases. Final body weight was significantly higher in the HFD group (44.56 ± 4.93 g) than in the NC group (29.88 ± 1.42 g) following the feeding period (
p < 0.05). A significant decrease was observed in the final weights of the sample groups relative to the HFD group (
p < 0.05), indicating that LDSDF administration partially inhibited HFD-induced weight gain (
Figure 4A). Although all HFD-fed groups (HFD, SL, SM, SH, and SV) gained significantly more weight than the NC group during the study period (
p < 0.05), the SL, SM, and SH groups exhibited significantly less weight gain than the HFD group, further supporting the inhibitory effect of LDSDF gavage on obesity development (
Figure 4C). Moreover, neither HFD nor SDF intervention significantly affected food intake, with no differences observed between groups (
p > 0.05;
Figure 4D). The magnitude of weight reduction achieved with LDSDF is consistent with findings for
Ganoderma DF, which curbed weight gain by 15–20% in HFD mice, a phenomenon attributed to modulated energy metabolism [
40].
Extended HFD consumption in mice resulted in augmented epididymal fat tissue bulk and hepatic lipid deposition [
41]. The HFD group exhibited significant increases in liver and epididymal fat weights and their corresponding coefficients relative to the NC group (
p < 0.05,
Table 7). In contrast, LDSDF supplementation significantly reduced these coefficients in HFD-fed mice (
p < 0.05), indicating that LDSDF intervention attenuated diet-induced increases in organ weights and restored values to levels observed in normal animals (
Figure 4E,F). These findings are consistent with previous reports showing that mushroom DF alleviates visceral fat hypertrophy [
42].
3.4. Effect of LDSDF on the Organ Tissue Morphology and Biochemical Indexes of High-Fat Mice
Obesity is commonly associated with excessive lipid accumulation and aberrant hepatic lipid metabolism, often leading to fatty liver disease [
47]. In the NC group, hepatocytes were compact, uniformly stained, and devoid of lipid vacuoles or inflammatory infiltrates. In contrast, prominent macrovesicular steatosis, characterized by numerous lipid vacuoles within the cytoplasm, was observed in the HFD group. LDSDF treatment markedly attenuated hepatic steatosis in the obese mice, restoring cellular architecture and reducing lipid droplet accumulation, with the SH group showing the most pronounced improvement (
Figure 6A).
The progression of obesity is accompanied by the expansion of white adipose tissue. Adipocytes in the HFD group were markedly hypertrophied relative to those in the NC group, with fewer cells per field of view, indicating cellular enlargement. LDSDF treatment reduced adipocyte size across all treatment groups in a dose-dependent manner, with the SH group exhibiting cell sizes closest to those of the NC group (
Figure 6B).
Substantial lipid accumulation and aggregation were observed in the HFD group compared with the NC group, confirming HFD-induced hepatic steatosis [
48]. LDSDF administration reduced hepatic lipid deposition in a dose-dependent manner (
Figure 6C), indicating that LDSDF supplementation effectively alleviates hepatic steatosis and decreases intracellular lipid accumulation.
Hyperlipidemia is often accompanied by hepatocyte damage resulting from lipid peroxidation, which induces inflammation and compromises liver function [
49]. The HFD significantly induced hepatic oxidative stress, as evidenced by significantly increased MDA levels and decreased activities of the antioxidant enzymes SOD, CAT, and GSH-Px relative to the NC group (
p < 0.05). LDSDF administration markedly attenuated HFD-induced oxidative damage, as evidenced by increased enzyme activities and decreased MDA levels compared with the HFD group (
p < 0.05), with the most pronounced effects observed in the SH group (
Figure 6D–G). Hyperlipidemia is a major contributor to hepatic lesions and lipid accretion in mice, whereas SDF from edible fungi mitigates dyslipidemia and its associated pathologies. The present study provides further evidence supporting this beneficial role of edible fungal SDF [
46,
50].
3.5. Influence of LDSDF on the Gut Microbiota Composition of High-Fat Mice
According to previous studies, 16S rRNA sequencing is crucial for investigating the gut microbiota, as it enables the characterization of microbial diversity, composition, and functional potential [
31,
51,
52]. As shown in
Figure 7A, after defining an optimal sequencing depth, the curve stabilized, indicating that the current depth sufficiently captured species diversity within the samples, validating the sequencing strategy. α-Diversity, which reflects the species richness and evenness in individual samples, was used to evaluate the abundance and homogeneity of microbial communities. Considering the Ace and Chao indices, the HFD group exhibited a marked reduction in microbial richness compared with the NC group after the feeding period, indicating a significant HFD-induced decline in overall gut microbiota diversity (
p < 0.05). In contrast, the SL, SM, SH, and SV groups showed increased microbial richness and evenness compared with the HFD group, with more pronounced intervention effects observed in the SM and SH groups (
p < 0.05) (
Figure 7B,C).
β-Diversity reflects compositional differences among microbial communities across different samples. PCoA revealed that principal coordinate 1 (PC1) and principal coordinate 2 (PC2) explained 22.99% and 17.32% of the variation, respectively, with a cumulative contribution of 40.31%, indicating that these two axes capture a substantial portion of the total variance. Moreover, distinct clustering of the NC and HFD groups indicated marked differences in gut microbial composition. After treatment with LDSDF and simvastatin, the SL, SM, SH, and SV groups exhibited partial separation from the HFD group, implying that these interventions partially altered the gut microbiota in obese mice (
Figure 7D).
Analysis of the 16S rRNA sequencing data revealed the phylum-level gut microbiota composition [
53], wherein the dominant phyla were
Campylobacteriota,
Thermodesulfobacteriota,
Bacteroidota, and
Firmicutes. Under HFD conditions, the relative abundance of
Bacteroidota decreased, while that of
Firmicutes and
Thermodesulfobacteriota increased. Notably, elevated levels of
Firmicutes and reduced levels of
Bacteroidota have been consistently associated with obesity [
54,
55]. These shifts may have functional implications; a higher abundance of
Firmicutes may promote fat absorption, whereas a reduction in
Bacteroidota may compromise carbohydrate metabolism [
56]. Accordingly, HFD-induced dysbiosis has been reflected by an elevated
Firmicutes/
Bacteroidota (F/B) ratio (
Figure 8A) [
57]. Consistent with these reports, the F/B ratio was significantly higher (
p < 0.05) in the HFD group than in the NC group. Treatment of HFD mice with LDSDF or SV significantly counteracted this change, resulting in considerably lower F/B ratios in the SL, SM, SH, and SV groups (
p < 0.05) (
Figure 8C).
The predominant bacterial families identified in the gut microbiota of these mice were
Lachnospiraceae,
Erysipelotrichaceae,
Desulfovibrionaceae,
norank_p_Bacteroidota,
Lactobacillaceae,
Peptostreptococcaceae, and
Bacteroidaceae. Compared with the NC group, the HFD group exhibited a higher abundance of
Lachnospiraceae,
Erysipelotrichaceae, and
Lactobacillaceae, while the abundance of
norank_p_Bacteroidota and
Bacteroidaceae was reduced. Previous studies have shown that HFD feeding induces advanced hepatic steatosis, liver inflammation, and lipid accumulation in mice. These pathogenic alterations have been linked to higher abundances of
Lactobacillaceae and
Lachnospiraceae, leading to the synthesis of secondary bile acids [
58].
Bacteroidaceae, which are recognized as beneficial gut microbes, play a key role in degrading complex carbohydrates into short-chain fatty acids (SCFAs). Importantly, SCFAs supply essential energy for intestinal cells and help maintain intestinal barrier integrity [
59]. Supplementation with LDSDF significantly altered the gut microbiota in high-fat mice, reducing
Erysipelotrichaceae and
Lactobacillaceae levels while increasing
norank_p_Bacteroidota and
Bacteroidaceae (
Figure 8B). Furthermore,
Oscillospiraceae, whose abundance is inversely correlated with obesity and type 2 diabetes mellitus [
60], were markedly elevated by LDSDF treatment. Overall, HFD induced gut microbiota dysbiosis in mice, characterized by elevated levels of harmful bacteria and reduced levels of beneficial bacteria at both the phylum and family levels. LDSDF administration effectively alleviated this diet-induced dysbiosis.
LDA is a commonly used statistical technique for classification and feature selection. In the study of mouse gut microbiota, LDA effect size (LEfSe) analysis is commonly applied to characterize the microbial taxa that differ significantly across sample groups [
61,
62]. In fecal samples from the NC group, several taxa showed significant variations, including
Bacteroidota,
Bacteroidia,
Bacteroidales,
Bacteroidaceae, and
Bacteroides. Other differentially abundant taxa included
Muribaculaceae,
Pseudomonadota,
Parasutterella,
Sutterellaceae, and
Burkholderiales. HFD feeding resulted in distinct microbial compositions characterized by higher abundances of
Firmicutes,
Ligilactobacillus,
Actinomycetota,
Coriobacteriia,
Coriobacteriales,
Leptogranulimonas,
Atopobiaceae,
Odoribacteraceae,
Actinomycetes, and
Bifidobacteriaceae. This represents a classic manifestation of HFD-induced dysbiosis. While the NC group was rich in several health-associated
Bacteroidetes-related phyla, the HFD group was characterized by a significant overall increase in
Firmicutes abundance, leading to an elevated F/B ratio, a core feature of obesity-associated dysbiosis. Following LDSDF intervention, the SL group showed differential abundances of
Firmicutes and
Massiliimalia, whereas the SM group was enriched in
Allobaculum and
Coprobacillaceae. However, no significant effects were observed for these two groups; the SM group contained only two beneficial genera (
Allobaculum and
Coprobacillaceae), and the SL group exhibited a comparable
Firmicutes-dominant profile to the HFD group. In contrast, the SH group displayed a distinct fecal microbiota profile dominated by
Faecalibacterium,
Bacteroidaceae,
Bacteroides, and
Romboutsia. The community structure in the SH group was distinct from the HFD group, changing from
Firmicutes to
Bacteroidaceae and
Bacteroides. Furthermore, beneficial butyrate-producing bacteria, including
Romboutsia and
Faecalibacterium, were observed in the SH group. These changes indicate that high-dose LDSDF successfully counteracted the negative effects of an HFD, restoring a more complete microbial community structure (
Figure 9).
Previous reports have demonstrated that the phylum
Firmicutes is implicated in both health and disease, with an increased F/B ratio being correlated with human obesity [
63]. Additionally, a strong negative correlation has been observed between
Muribaculaceae abundance and obesity risk, indicating that high-fiber diets may alleviate obesity by increasing its prevalence [
64]. Furthermore, supplementation with
Romboutsia has been demonstrated to enhance endothelial function in obese mice by regulating the gut microbiota and lipid metabolism [
65]. The degradation of dietary polysaccharides by gut microbiota, including
Bacteroidota,
Muribaculaceae,
Faecalibaculum, and
Romboutsia, generates SCFAs [
66], which support intestinal function and promote gut health. Specifically, butyrate from
Faecalibaculum activates GPR41/43 receptors, suppressing hepatic SREBP-1c expression and cholesterol synthesis, while propionate from
Bacteroidota inhibits ACC activity, reducing fatty acid synthesis [
67].
Consistent with these findings, an HFD disturbed the gut microbiota equilibrium in mice. Dietary intervention with LDSDF partially reversed the HFD-induced gut microbial dysbiosis in both experimental groups; however, microbiota modulation was dependent on the LDSDF dosage. Specifically, a significant increase in the abundance of beneficial bacteria (
Allobaculum and
Coprobacillaceae) was observed in the SM group, while the SH group demonstrated markedly greater abundance of
Faecalibaculum,
Bacteroidota, and
Romboutsia. These microbiota alterations likely regulate lipid metabolism through microbial metabolites, consistent with dietary fiber studies where SCFA-producing
Bacteroidota/
Faecalibaculum enrichment inhibits hepatic lipogenesis via PPARγ/AMPK activation and reduces energy harvest from
Firmicutes [
58,
68]. Reduced F/B ratio and secondary bile acid-producing families (
Lachnospiraceae) may further limit intestinal lipid absorption and cholesterol reabsorption [
69]. Thus, LDSDF modulates the microbiota-metabolite axis to alleviate HFD-induced hyperlipidemia.