Abstract
Inflammatory bowel disease (IBD) represents a significant challenge to global health, characterized by intestinal inflammation, impaired barrier function, and dysbiosis, with limited therapeutic options. In this study, we isolated a novel strain of Bacillus subtilis (B. subtilis) and observed promising effects in protecting against disruption of the gut barrier. Our findings indicate that the enhancement of intestinal barrier function is primarily attributed to its metabolites. We identified a novel metabolite, 2‐hydroxy‐4‐methylpentanoic acid (HMP), derived from B. subtilis, that significantly improved intestinal barrier function. We also show that growth arrest and DNA damage 45A (GADD45A) is a key regulator of mucosal barrier integrity, which is activated by HMP and subsequently activates the downstream Wnt/β‐catenin pathway. Our findings potentially contribute to the development of probiotics‐derived metabolites or targeted “postbiotics” as novel therapeutics for the treatment or prevention of IBD and other diseases associated with intestinal barrier dysfunction.
Keywords: 2‐hydroxy‐4‐methylpentanoic acid, GADD45A, intestinal barrier, metabolites, probiotics, Wnt/β‐catenin signaling
Bacillus subtilis (B. subtilis) and its metabolite 2‐hydroxy‐4‐methylpentanoic acid alleviated lipopolysaccharide (LPS)‐induced intestinal epithelial barrier damage via the growth arrest and DNA damage 45A (GADD45A)‐Wnt/β‐catenin axis. LPS treatment led to a significant disruption of gut homeostasis. B. subtilis administration could restore gut homeostasis by alleviating inflammatory responses, increasing the abundance of beneficial bacteria, and enhancing the intestinal epithelial barrier.

Highlights
Bacillus subtilis (B. subtilis) protects against lipopolysaccharide‐induced acute intestinal injury and inflammation.
B. subtilis alleviates gut microbiota imbalance and increases the relative abundance of Akkermansia.
2‐hydroxy‐4‐methylpentanoic acid (HMP) produced by B. subtilis enhances intestinal epithelial barrier integrity.
Growth arrest and DNA damage 45A (GADD45A) is a novel regulator of the intestinal epithelial barrier.
HMP improves intestinal epithelial barrier integrity via the GADD45A‐Wnt/β‐catenin pathway
INTRODUCTION
Intestinal homeostasis depends on complex interactions among gut microbiota, the intestinal epithelium, and the host immune system [1, 2]. Any perturbation of this equilibrium can precipitate a cascade of intestinal pathologies, with inflammatory bowel disease (IBD) being one of the most prevalent and refractory conditions. IBD, encompassing both Crohn's disease (CD) and ulcerative colitis (UC), is characterized by chronic and episodic inflammation within the gastrointestinal (GI) tract. The hallmarks of IBD include immune dysregulation, abnormal cytokine secretion, damage to the intestinal barrier, and imbalance of intestinal microbiota [1, 3]. The intestinal barrier is an interface between gut microbiota and the mucosal immune system, contributing to maintaining mucosal homeostasis [3, 4]. Dysregulation of the intestinal barrier function can lead to a condition known as “leaky gut” or increased intestinal permeability [5]. The intestinal epithelium, a monolayer of epithelial cells, is interconnected through tight junctions to form a physical barrier that efficiently precludes the translocation of noxious agents, such as pathogens and endotoxins, across the intestinal mucosa into the bloodstream [5, 6, 7]. These adjacent epithelial cells are linked to proteins that form tight junctions, including occludin, zonula occludens (ZOs), and junctional adhesion molecules, to preserve the integrity of the intestinal barrier [8]. The integrity of the intestinal barrier is a fundamental prerequisite for maintaining intestinal homeostasis [9].
Probiotics that regulate intestinal barrier function can maintain intestinal homeostasis while effectively treating intestinal diseases [10]. Numerous studies have shown that oral administration of probiotics can protect the integrity of the intestinal barrier and can alleviate intestinal inflammation during colitis [11, 12, 13, 14, 15, 16]. As an example, oral gavage with live Alistipes onderdonkii mitigated dextran sulfate sodium (DSS)‐induced colitis in mice by activating the aromatic hydrocarbon receptor (AhR) signaling pathway [11]. A recent study demonstrated that Latilactobacillus sakei CCFM1267 significantly restored colon length and tight‐junction protein expression while ameliorating the disease process in DSS‐induced murine colitis [12]. Additionally, Bacteroides ovatus effectively improved intestinal barrier integrity, reduced systemic inflammation, and decreased insulin resistance in mice fed a high‐fat diet [17]. These studies provide valuable data for the therapeutic use of probiotics during IBD. Bacillus subtilis (B. subtilis), a Gram‐positive bacterium known for forming spores, is recognized as a Generally Recognized As Safe (GRAS) species [18]. It has been extensively studied and utilized in producing various biochemicals [19]. Some strains within the Bacillaceae family have been proven to be safe for human ingestion. For example, five B. subtilis strains have attained the status of “generally regarded as safe” (GRAS) by the US‐based Food and Drug Administration, pointing to regulatory approval for their incorporation into food products [20]. The European Food Safety Authority has granted B. subtilis a status on the qualified presumption of safety list, allowing its utilization within the food industry [21]. B. subtilis indeed has great potential for the treatment of intestinal diseases. A previous study showed that B. subtilis M6 improved intestinal barrier and antioxidant capacity via altering gut microbiota in a broiler model [22]. B. subtilis also inhibited intestinal inflammation and oxidative stress by regulating gut microbiota in laying hens [23]. Additionally, B. subtilis has been clinically identified to alleviate gas‐related gastrointestinal symptoms in participants with functional dyspepsia [24], as well as in healthy participants [20, 25, 26]. However, it remains unknown whether B. subtilis affects acute intestinal injury and mucosal barrier dysfunction. Although some B. subtilis strains have been observed to be safe and effective while improving intestinal barrier function, the underlying molecular mechanisms are largely unknown.
Here, we aimed to evaluate the role of a novel strain of B. subtilis in mitigating the disruption of the gut barrier and to elucidate the underlying molecular mechanisms. In this study, we isolated a novel strain of B. subtilis and identified that, in addition to its anti‐inflammatory activities, it maintains homeostasis of gut microbiota in a LPS‐induced intestinal injury model. Moreover, B. subtilis significantly alleviates dysfunction of the intestinal barrier. Our findings suggest that the enhancement of intestinal barrier function occurs primarily via its metabolites. We identified a novel metabolite, 2‐hydroxy‐4‐methylpentanoic acid (HMP), secreted by B. subtilis, which can significantly improve intestinal barrier integrity. Furthermore, HMP improved mucosal barrier integrity by activating the growth arrest and DNA damage 45A (GADD45A)‐Wnt/β‐catenin signaling pathway. Altogether, our study provides novel insights into the therapeutic potential of B. subtilis and its metabolites for IBD and other diseases associated with intestinal barrier dysfunction.
RESULT
B. subtilis protects against LPS‐induced acute intestinal injury and inflammation
We investigated the possible role of B. subtilis during LPS‐induced acute intestinal injury. Following oral administration with sterile saline or B. subtilis for 14 days, 10‐week‐old male C57BL/6J mice were intraperitoneally injected with LPS (Figure 1A). There were no significant differences in body and spleen weights among the four groups (Figure S1A–C). LPS significantly increased the levels of serum tumor necrosis factor α (TNF‐α), interleukin‐6 (IL‐6), and interleukin‐1β (IL‐1β), while B. subtilis treatment significantly decreased serum TNF‐α, IL‐6, and IL‐1β (Figure 1B–D). Furthermore, LPS induced the atrophy of intestinal villi according to the immunofluorescence results, as well as a decrease of Occludin (Figure 1E). B. subtilis treatment restored the morphology of intestinal villi and Occludin (Figure 1E). Consistently, LPS treatment lowered the protein levels of ZO‐1 and Occludin, but B. subtilis significantly rescued the expression of ZO‐1 and Occludin, as shown by western blot (Figure 1F, Figure S1D). LPS significantly increased the mRNA expression of Tnfα and Il‐6 in the jejunum, while mRNA expression of Tnfα and Il‐6 was significantly lower in the LPS + BS group (Figure 1G,H). Similarly, LPS caused intestinal villi atrophy, damage to the intestinal barrier, and inflammatory cell infiltration in mouse colon tissues. B. subtilis treatment ameliorated the damage to the intestinal villi and inflammatory cell infiltration induced by LPS (Figure 1I). Compared to the LPS group, mRNA expression levels of ZO‐1 and Occludin were increased by LPS + BS treatment (Figure 1J,K). Relating to protein levels, LPS + BS treatment restored the expression of Occludin in the LPS‐induced acute intestinal injury model (Figure 1L, Figure S1E). In addition, we observed that LPS + BS treatment significantly reduced mRNA expression of Tnα and Il‐6 (Figure S1F).
Figure 1.

B. subtilis treatment alleviates LPS‐induced experimental intestinal epithelial barrier damage and inflammation in C57BL/6 mice. (A) Experimental design of the mouse model (mouse experiment 1). (B–D) Serum levels of inflammatory cytokines TNF‐α (B), IL‐6 (C), and IL‐1β (D) (n = 5). (E) Representative jejunal histology images by H&E staining and immunofluorescence of Occludin. (F) Western blot analysis of ZO‐1 and Occludin in jejunum. (G) Relative mRNA levels of Tnfα in jejunal tissues (n = 5). (H) Relative mRNA levels of Il‐6 in jejunal tissues (n = 5). (I) Representative colon histology images by H&E staining and morphology of intestinal villi by TEM. (J) Relative mRNA levels of ZO‐1 in colon tissues (n = 5). (K) Relative mRNA levels of Occludin in colon tissues (n = 5). (L) Western blot analysis of ZO‐1 and Occludin in colon tissues. (M) Experimental design of the pig model. (N) Relative mRNA levels of Claudin2, Claudin3, and ZO‐1 in jejunal tissues (n = 6). (O) Western blot analysis of Claudin1 in colon tissues. Statistical analysis was performed using a one‐way analysis of variance (ANOVA) followed by Fisher's least significant difference test. The data are shown as means ± SEM. B. subtilis/BS, Bacillus subtilis; FF, Fermented feed; H&E, hematoxylin and eosin; IL‐6, interleukin‐6; IL‐1β, interleukin‐1β; LPS, lipopolysaccharide; mRNA, messenger RNA; SEM, standard error of measurement; TEM, transmission electron microscopy; TNF‐α, tumor necrosis factor α.
To investigate the role of B. subtilis in pigs, we prepared fermented feed (FF) derived from B. subtilis and conducted experiments on pig tissues (Figure 1M). Although there were no significant differences in the morphology of the intestinal villi (Figure S1G), FF derived from B. subtilis (BS FF) significantly increased mRNA expression of Claudin2, Claudin3, and ZO‐1 (Figure 1N). Relating to protein levels, BS FF significantly upregulated the protein expression of Claudin1 (Figure 1O). Additionally, supplementing 10% FMF significantly increased serum IgA levels compared to the control group (Figure S1H). Supplementing 10% BS FF significantly raised the activity of superoxide dismutase (SOD) in colon tissues (Figure S1I). Thus, B. subtilis likely plays a role in enhancing the integrity of the intestinal epithelial barrier and mitigating inflammatory processes.
B. subtilis treatment alters gut microbial composition and increases the abundance of “beneficial” bacteria
Given the key role of gut microbiota for host immunity and intestinal homeostasis, we pretreated with B. subtilis and observed the effects on the gut microbiome using the 16S ribosomal ribonucleic acid (rRNA) sequencing technique. Principal coordinate analysis (PCoA) indicated significant differences in bacterial communities between the LPS group and the Ctrl group. LPS + BS and LPS treatment had a small effect on the bacterial communities (Figure S2A). In the colon, Bacteroidota, Firmicutes, Verrucomicrobiota, and Proteobacteria were the most abundant phyla, with an average abundance exceeding 90% (Figure S2B). In addition, the levels of Verrucomicrobiota in the LPS group were lower, while LPS + BS treatment rescued their abundance (Figure S2B). At the genus level, Akkermansia and Stenotrophomonas were more abundant (Figure S2C). Interestingly, the abundance of Akkermansia, Parabacteroides, Alistipes, and Alloprevotella in the LPS + BS group was significantly higher compared to the LPS group (Figure S2C).
To investigate phylogenetic relationships among species at the phylum and genus levels, representative sequences of the top 100 genera were obtained through multiple sequence alignment, and a phylogenetic tree was constructed (Figure S2D). We observed that the most abundant genus was Firmicutes (Figure S2D). Notably, the abundance of Akkermansia, an important probiotic for regulating intestinal barrier function [27], was decreased by LPS treatment, while LPS + BS treatment restored its abundance (Figure S2D). To elucidate the effects of B. subtilis on the composition and structural attributes of the colonic microbiota, a heat map was used to illustrate the relative abundance of 35 genera (Figure S2E). Desulfovibrio, IIeibacterium, and Lachnoclostridium were enriched in the LPS group, and Bifidobacterium, Allobaculum, Alloprevotella, and Parabacteroides were enriched in the LPS + BS group (Figure S2E). Consistently, LPS treatment decreased the abundance of Akkermansia, and LPS + BS treatment restored its abundance (Figure S2E). Additionally, LPS treatment increased the abundance of Desulfovibrio, while LPS + BS treatment decreased its abundance (Figure S2E). Based on the Kyoto Encyclopedia of Genes and Genomes (KEGG) database, we analyzed the microbial functional differences and predicted microbial metabolic functions with the Phylogenetic Investigation of Communities by Reconstruction of Unobserved States (PICRUSt). We had predicted that compared with the LPS group, the function of pyruvate metabolism, sphingolipid metabolism, phosphonate and phosphinate metabolism, selenocompound metabolism, d‐alanine metabolism, nitrogen metabolism, and vitamin B6 metabolism would be significantly stronger, while the function of tropane piperidine and pyridine alkaloid biosynthesis, fat digestion and absorption, and primary bile acid biosynthesis would be lower in LPS + BS group (Figure S2F). Likewise, compared to the LPS group, the function of citrate cycle and membrane trafficking was predicted to be significantly stronger in the LPS + BS group (Figure S2F).
To examine the associations between significantly different genera and gene expression levels of tight junction proteins and inflammatory factors, a correlation analysis was performed (Figure S2G). The relative abundance of Akkermansia showed strong positive correlations with the expression of Occludin and was negatively associated with the expression of TNF‐α and Il‐6 (Figure S2G). The relative abundance of the Limosilactobacillus was positively correlated with the expression of ZO‐1 while being negatively correlated with the expression of TNF‐α and Il‐6 (Figure S2G). Additionally, some genera, including Desulfovibrio, Oscillibacter, and Negativibacillus, were strongly positively correlated with the expression of TNF‐α and Il‐6 and negatively correlated with the expression of ZO‐1 (Figure S2G). Collectively, we show that B. subtilis exposure improved the abundance of beneficial microbiota, reducing dysbiosis induced by LPS, which is closely related to homeostasis of the intestinal epithelial barrier.
Protective effects of B. subtilis against LPS‐induced acute intestinal injury are primarily associated with metabolites
To investigate the beneficial effect of B. subtilis, wild type (WT) mice were gavaged with heat‐inactivated B. subtilis (HI BS) or filtered B. subtilis supernatant (BS. sup) and then subjected to treatment with LPS (Figure 2A). Such a pretreatment with BS.sup, but not HI BS, significantly decreased inflammatory cytokine levels in the serum, as visible through TNF‐α and IL‐6 levels (Figure 2B). Both BS.sup and HI BS treatment reduced the levels of serum IL‐1β (Figure 2B). Histological analyses showed that LPS induced atrophy of intestinal villi and thickening of the basal layer, while adversely, BS.sup treatment restored morphology of the intestinal villi and the protein expression of Occludin (Figure 2C). Indeed, BS. sup treatment increased mRNA expression of ZO‐1 and Occludin compared to the LPS group (Figure 2D). Additionally, both BS. sup and HI BS treatment reduced mRNA expression of Tnfα in the jejunum (Figure S3A). In colon tissues, the results of hematoxylin and eosin (H&E) staining and transmission electron microscopy indicated that LPS also caused atrophy and damage to the intestinal villi, while BS.sup treatment protected intestinal morphology (Figure 2E). As evident from mRNA levels, both BS.sup and HI BS treatment rescued the levels of ZO‐1 and Occludin (Figure 2F). Compared to the HI BS group, BS. sup treatment significantly increased the levels of ZO‐1 and Occludin (Figure 2F).
Figure 2.

The protective effect of B. subtilis primarily relies on its metabolites. (A) Experimental design of the mouse model. (B) Serum levels of inflammatory cytokines TNF‐α, IL‐6, and IL‐1β (n = 5). (C) Representative jejunal histology images by H&E staining and immunofluorescence of Occludin. (D) Relative mRNA levels of ZO‐1 and Occludin in jejunal tissues (n = 5). (E) Representative colon histology images by H&E staining and TEM. (F) Relative mRNA levels of ZO‐1 and Occludin in colon tissues (n = 4). (G) Experimental design from B. subtilis supernatant cocultured with IPEC‐J2 cells. (H) Western blot analysis of GAPDH, Occludin, and ZO‐1 in IPEC‐J2 cells. (I) Experimental design for investigating the effects of B. subtilis supernatant treatment in LPS‐induced damage in IPEC‐J2 cells. (J) Western blot analysis of GAPDH, Occludin, and ZO‐1. Statistical analysis was performed using an ANOVA followed by Fisher's least significant difference test. The data are shown as means ± SEM. BS.sup, B. subtilis supernatant; HI BS, heat‐inactivated B. subtilis; LB, Luria‐Bertani culture medium.
To further compare the effects of BS.sup and HI BS on intestinal tight junction proteins, we treated IPEC‐J2 cells with BS.sup or HI BS for 24 h in vitro (Figure 2G). Compared with the control group (0%), supplementing 10% BS.sup significantly increased the expression of ZO‐1 and Occludin (Figure 2H, S3B). Supplementing 5% BS.sup also significantly upregulated the protein levels of Occludin (Figure 2H). In addition, exposure to HI BS also increased the expression of Occludin, while decreasing the expression of ZO‐1 (Figures S3C, 3D). In the LPS‐induced intestinal barrier injury model, the expression of intestinal tight junction proteins in IPEC‐J2 cells was significantly decreased by LPS treatment (Figure 2I,J). When pre‐treating with 10% BS.sup, we found that the protein expression of ZO‐1 and Occludin was restored (Figure 2J). Thus, the protective effects of B. subtilis against LPS‐induced acute intestinal injury are primarily associated with its metabolites.
Effects of B. subtilis on the gut metabolic profile and the identification of key metabolites derived from B. subtilis
To uncover the metabolites that modulate gut barrier function, we first performed untargeted metabolomic analysis on colonic contents samples collected from control, LPS treatment (LPS), and LPS + BS groups (mouse experiment 1, Figure 3A). Principal component analysis suggested that samples were clustered according to different treatments, thus indicating that the treatments altered metabolite composition (Figure 3B). To identify the changes in metabolite profiles among the three groups, these differential metabolites were screened by variable importance in projection (VIP) > 1 and p‐value < 0.05 (ANOVA). KEGG analysis suggested that significantly different metabolites were mainly due to metabolic pathways, such as tyrosine metabolism, carbon metabolism, and vitamin B6 metabolism (Figure 3C). To visualize the types of different metabolites at the class level between the LPS + BS group and the LPS group, we also created a bubble plot (Figure 3D). We observed a large number of different metabolites related to amino acid metabolism and its metabolites, heterocyclic compounds, and organic acids and their derivatives (Figure 3D). Examining the culture medium supernatant of B. subtilis and LB control culture medium using untargeted metabolome analyses (Figure 3E), we found 1257 significantly upregulated metabolites and 910 significantly downregulated metabolites in the culture medium supernatant of B. subtilis as shown in a volcano plot (Figure 3F). Again, a large number of metabolites are related to amino acids and their metabolites (Figure S4A,B). Notably, B. subtilis also produced short‐chain fatty acids, such as isobutyric acid, valeric acid, and glutaric acid (Figure S4C). In addition, KEGG analysis of differentially expressed metabolites suggested that ABC transporters, purine, and nucleotide metabolism were among the enriched pathways (Figure 3G).
Figure 3.

Identification of key metabolites secreted by B. subtilis. (A) Metabolomics of colon contents from mouse experiment 1 (n = 5). (B) A principal component analysis (PCA) plot for colon metabolomics in the Control, LPS, and LPS + BS groups. (C) Enrichment analysis of significantly differentially secreted metabolites. (D) Distribution of the metabolites at the class level. (E) Metabolomics of LB culture medium and supernatant derived from B. subtilis (n = 3). (F) A volcano plot showing the differentially secreted metabolites (VIP > 1, p‐value < 0.05). (G) Enrichment analysis of significantly differentially secreted metabolites. (H) The process of a combined analysis to identify key metabolites. (I) Screened core metabolites. (J) Correlation analysis between key metabolites and the expression levels of tight junction proteins and inflammatory factors. Ctrl, control; LB, Luria‐Bertani.
To examine the key metabolites mediating the effect of B. subtilis, we performed a joint analysis combining colon metabolic profiles and the culture medium supernatant of B. subtilis (Figure 3H). We identified 80 overlapping metabolites by joint analysis of “LPS + BS_VS_LPS_up (in vivo experiment)” and “BS.sup_vs_control_up (in vitro experiment)” (Figure 3I). To find out the potential key functional metabolites, we further screened based on the following conditions: matching level < 3, matching score > 0.7, VIP value > 1.6, and p‐value < 0.05 (Figure 3I). Finally, we identified eight metabolites, including HMP, 2‐hydroxy‐2‐methylbutyric acid (HMBA), polydatin, indole‐5‐carboxylic acid (ICA), isosteviol, l‐phenylalanine (l‐Phe), Tyr‐Asp, and Phe‐Ile‐His‐Arg (Figure 3I). Moreover, correlation analysis results indicate that the abundance of the eight metabolites was correlated with the expression of ZO‐1 and Occludin (Figure 3J).
Metabolite HMP, derived from B. subtilis, improves the expression of tight junction protein and intestinal barrier integrity
To investigate the effects of metabolites derived from B. subtilis on the intestinal barrier, we treated IPEC‐J2 cells with 5 metabolites (HMP, HMBA, polydatin, ICA, and l‐Phe) for 24 h (Figure 4A). HMP and polydatin significantly increased mRNA expression of ZO‐1 and Occludin, while HMBA, ICA, and l‐Phe did not affect the expression of intestinal tight junction protein (Figure 4B,C). Next, we investigated the effects of HMP and polydatin on the expression of tight junction protein in IPEC‐J2 cells (Figure 4D, Figure S5A). Treating with 1, 10, or 100 μM HMP significantly increased protein levels of ZO‐1 and Occludin (Figure 4E,F). However, polydatin had no significant effects on the protein levels of Occludin and ZO‐1 (Figure S5B,C). In addition, we also explored the effects of HMP on protein expression of tight junction protein in Caco‐2 cells (Figure 4G). Indeed, a 100 μM HMP treatment significantly increased the protein levels of Occludin (Figure 4H,I).
Figure 4.

HMP derived from B. subtilis improves intestinal epithelial barrier in vivo and in vitro. (A) Experimental design of the metabolites exposed to IPEC‐J2 cells. (B–C) Relative mRNA levels of ZO‐1 and Occludin, and (n = 4). (D) Experimental design of HMP exposed to IPEC‐J2 cells. (E) Western blot analysis of ZO‐1 and Occludin (n = 3). (F) Relative protein levels were normalized to those of control β‐actin. (G) Experimental design of HMP exposed to Caco‐2 cells. (H) Western blot analysis of Occludin and ZO‐1 (n = 3). (I) Relative protein levels were normalized to those of control β‐actin. (J) Experimental design of the mouse model. (K) Representative images of diarrhea symptoms. (L) Representative jejunal histology images by H&E staining and immunofluorescence of Occludin. (M) Relative mRNA levels of ZO‐1 and Occludin from jejunal tissues (n = 5). (N) Representative colon histology images by H&E staining. (O) Relative mRNA levels of ZO‐1 and Occludin from colon tissues (n = 5). Statistical analysis was performed by one‐way analysis of variance (ANOVA) followed by Fisher's least significant difference procedure. Data are represented as means ± SEM. HMBA, 2‐hydroxy‐2‐methylbutyric acid; HMP, 2‐hydroxy‐4‐methylpentanoic acid; HH, high‐dose HMP; ICA, indole‐5‐carboxylic acid; LH, low‐dose HMP; l‐Phe, l‐phenylalanine.
Next, we investigated the effects of HMP in vivo. Eight‐week‐old male C57BL/6J mice were gavaged with sterile saline or HMP for 14 days, followed by intraperitoneal injection of LPS on day 14 (Figure 4J). LPS treatment induced a diarrhea phenotype, while mice in the LPS + high HMP or LPS + low HMP group showed less severe diarrhea symptoms (Figure 4K). Histological analyses suggested that LPS caused atrophy in the intestinal villi of jejunum, and HMP treatment maintained the intestinal villi morphology during LPS stimulation (Figure 4L). As for mRNA levels, LPS treatment decreased the expression of Occludin and ZO‐1, and high‐HMP treatment restored the levels of Occludin and ZO‐1 (Figure 4M). High‐HMP treatment also rescued the protein levels of Occludin (Figure S5D,E). Additionally, LPS treatment damaged the morphology of colon tissue, while HMP treatment protected intestinal morphology and maintained the levels of Occludin and ZO‐1 (Figure 4N–O). Our data suggest that HMP was responsible for the protective effect of B. subtilis on the intestinal barrier.
GADD45A is a novel regulator of the intestinal epithelial barrier
To identify potential regulators associated with the maintenance of intestinal barrier integrity, we re‐analyzed publicly accessible RNA sequencing data. We observed that the expression of intestinal tight junction proteins was gradually reduced in the DSS colitis mouse model and that expression levels of the GADD45 family decreased in parallel (Figure S6A). In colonic samples of both healthy individuals and those afflicted with ulcerative colitis (UC), we found that GADD45A was significantly decreased in patients with UC (Figure S6B). Similarly, we compared the publicly available data derived from Caco‐2 cells, discovering that ochratoxin A treatment significantly reduced the expression of tight junction proteins ZO‐1 and Occludin, as well as the expression levels of Gadd45 family members, such as Gadd45a, Gadd45b, and Gadd45g (Figure S6C). Thus, the Gadd45 family, particularly Gadd45a, may play a significant role in regulating intestinal inflammation and intestinal barrier integrity. Indeed, a recent study demonstrated that GADD45A is involved in regulating the maintenance and function of intestinal stem cells (ISCs) [28].
Next, we examined the effects of B. subtilis and HMP on the expression of GADD45A. We observed that B. subtilis or HMP treatment rescued mRNA levels of Gadd45a in LPS‐induced acute intestinal injury models (Figure 5A, Figure S6D). Consistently, compared to the LPS group, B. subtilis treatment significantly increased the levels of GADD45A protein in the jejunal and colonic tissues (Figure 5B, Figure S6E, F). HMP treatment also restored protein expression of GADD45A in LPS‐induced acute intestinal injury (Figure S6G,H).
Figure 5.

GADD45A is a novel regulator of the intestinal epithelial barrier. (A) Relative mRNA levels of Gadd45a in colon tissues (n = 5). (B) Western blot analysis of GADD45A in colon tissues (n = 3). (C) Western blot analysis of ZO‐1, Occludin, and β‐actin (n = 3). (D) Representative immunofluorescence of Occludin in IPEC‐J2 cells. (E) Western blot analysis of ZO‐1, Occludin, and β‐actin in WT and oe‐G45A cells (n = 3). (F) Representative jejunal histology images by H&E staining and transmission electron microscopy. (G) Immunofluorescence of Occludin, pS6, and DAPI. (H) Relative mRNA levels of Gadd45a and intestinal tight junction proteins in WT and KO mice (n = 6). (I) After supplementing control and oe‐G45A adenovirus for 36 h, the cells were treated with PBS or 10 μg/mL LPS for 24 h. Western blot analysis of ZO‐1, Occludin, and β‐actin. (J) Relative protein levels were normalized to those of control β‐actin. (K) After supplementing control and shG45A adenovirus for 36 h, cells were treated with PBS or 100 μM HMP for 24 h. (L) Relative mRNA levels of Gadd45a, Occludin, ZO‐1, and Claudin1 (n = 3). shG45A, knockdown of Gadd45a; oe‐G45A, overexpression of Gadd45a; pS6, S6 ribosomal protein phosphorylation.
To assess the effect of GADD45A on intestinal tight junction protein and intestinal barrier integrity, we conducted gain‐of‐function and loss‐of‐function experiments in IPEC‐J2 cells. Compared with the control (Ctrl) cells, the knockdown of Gadd45a (shG45A) significantly decreased the expression of Occludin and ZO‐1 (Figure 5C). In contrast, Gadd45a overexpression (oe‐G45A) increased the expression levels of Occludin and ZO‐1 in IPEC‐J2 cells (Figure 5D,E). GADD45A might thus improve intestinal tight junction protein expression and intestinal barrier function.
GADD45a is a key mediator of the protective effects of B. subtilis against acute intestinal injury
We further investigated GADD45A and its effect on intestinal barrier integrity in vivo and generated Gadd45a knockout (KO) mice. Gadd45a deficiency leads to a decrease in intestinal villus height, as evidenced by H&E staining and TEM (Figure 5F, Figure S7A). Gadd45a deficiency also caused a reduction in Occludin expression according to the immunofluorescence results (Figure 5G). mTOR hyperactivation induced necroptosis of the epithelium, disruption of the intestinal barrier, and sensitivity for DSS‐induced colitis [29]. Levels of S6 ribosomal protein phosphorylation (pS6) were increased in the jejunum of Gadd45a KO mice (Figure 5G, Figure S7B). We also observed that Gadd45a deficiency significantly decreased mRNA expression of genes related to the intestinal tight junction, such as Occludin and ZO‐1 (Figure 5H). Gadd45a deficiency thus might decrease intestinal tight junction proteins.
Next, we knocked down GADD45A in IPEC‐J2 cells using adenovirus and then treated them with LPS to better understand GADD45A deficiency during LPS‐induced acute intestinal injury. shG45a significantly decreased the expression of ZO‐1, Occludin, and Claudin1 (Figure S7C,D). LPS decreased intestinal tight junction proteins, while oe‐G45A restored the levels of ZO‐1, Occludin, and Claudin1 in IPEC‐J2 cells (Figure 5I,J). Together, oe‐G45A maintained the integrity of the intestinal barrier against LPS‐induced injury.
We further investigated whether HMP increased the expression of intestinal tight junction proteins in a GADD45A‐dependent manner (Figure 5K). At the mRNA level, HMP did not maintain the expression of tight junction proteins in the absence of GADD45A (Figure 5L). We demonstrate that the enhancement of intestinal barrier function by HMP was dependent on GADD45A.
GADD45A enhances intestinal barrier function via Wnt/β‐catenin pathway
When exploring the downstream pathways of GADD45A for enhancing intestinal barrier function, we performed RNA‐seq analysis on IPEC‐J2 cells from the control (Ctrl) group and the oe‐G45A group. Overexpression of GADD45A had significantly altered mRNA expression profiles according to the heatmap (Figure S8A). Compared to the Ctrl group, 528 genes were significantly upregulated, and 240 genes were significantly downregulated in the oe‐G45A group as demonstrated by the volcano plot (Figure S8B). KEGG analysis using the significantly upregulated genes suggested that the intestinal immune system, toll‐like receptor signaling, ECM‐receptor interaction, and p53 signaling pathways were enriched (Figure S8C). In addition, KEGG analysis run on the significantly downregulated genes showed that Gap junction, Hippo signaling, and the Wnt signaling pathways were enriched (Figure S8D). Notably, the heatmap showing the expression of genes in the Wnt signaling pathway suggested that oe‐G45A affected Wnt signaling, indicating a potential regulatory role in this pathway (Figure S8E). Additionally, oe‐G45A had significantly altered gene expression relating to the mTOR signaling pathway (Figure S8F). Consistent with the RNA‐seq analysis, we found that oe‐G45A significantly increased the expression of some key factors in Wnt signaling pathway, such as DVL2 and DVL3, by qPCR analysis (Figure S8G). Consistently, shG45A significantly decreased β‐catenin protein phosphorylation and increased S6 ribosomal protein phosphorylation (Figure S8H). Wnt/β‐catenin and mTOR signaling pathways may be downstream of GADD45A when regulating intestinal barrier homeostasis.
To verify whether GADD45A improved intestinal epithelial barrier dependent on the Wnt/β‐catenin signaling pathway, IPEC‐J2 cells were treated with control or shG45A adenovirus for 36 h and then cultivated with a Wnt agonist BML‐284 (Figure S8I). We found that BML‐284 rescued the downregulation of Occludin, ZO‐1, ZO‐2, and Claudin1 induced by shG45A (Figure S8J). At the protein level, shG45a decreased the protein levels of ZO‐1, while BML‐284 treatment rescued the expression of ZO‐1 (Figure S8K). Consistently, a Wnt antagonist, LF3, blocked the GADD45A‐induced increase in ZO‐1 protein expression (Figure S8L). Taken together, our data suggest that GADD45A improved the intestinal epithelial barrier dependent on the Wnt/β‐catenin signaling pathway.
DISCUSSION
Intestinal barrier integrity is fundamental to intestinal health, and its dysregulation relates to the pathophysiology of numerous gastrointestinal diseases [30]. Preservation and restoration of this barrier are key targets in the management of gastrointestinal disorders. Here, we show that the probiotic B. subtilis alleviates acute intestinal injury and mucosal barrier dysfunction in an LPS‐induced acute intestinal injury mouse model. The effect of B. subtilis is primarily mediated through its metabolites. In the present study, we observed that a novel metabolite secreted by B. subtilis, HMP, enhanced the integrity of the intestinal barrier by activating GADD45A. Furthermore, we investigated the mechanism through which GADD45A affected the intestinal barrier function.
Recently, many studies have reported the effects of B. subtilis, such as inhibiting Salmonella infection [31], maintaining gut microbiota homeostasis [32], alleviating intestinal oxidative injury [33], and improving intestinal integrity [34]. In parallel, the efficacy and safety of B. subtilis were found to be promising in clinical trials [20, 24, 26]. Consistent with previous studies [35, 36], our results demonstrate that B. subtilis ameliorated an LPS‐induced intestinal epithelial barrier dysfunction in mice. Although the role of B. subtilis in maintaining intestinal homeostasis and health is well recognized, the detailed mechanisms of action remain poorly understood, thereby limiting its therapeutic application. Few studies addressed the effective functional components derived from B. subtilis, such as metabolites and antimicrobial peptides, as well as their underlying mechanism [37, 38, 39]. Leistikow et al. found that B. subtilis‐derived peptides combated multidrug‐resistant S. aureus infections and improved antibiotic efficacy by disrupting its quorum sensing and biofilm assembly [37]. We thus compared the regulatory effects of BS.sup and HI BS on the intestinal barrier and discovered that metabolites derived from B. subtilis played a prominent role in regulating the integrity of the intestinal epithelial barrier through in vivo and in vitro experiments.
Gut microbiota also plays an indispensable role in the regulation of the homeostasis of the host's intestinal epithelial barrier [40]. We also observed that oral administration of B. subtilis altered the composition of gut microbiota. Specifically, B. subtilis affected the abundance of Akkermansia and Limosilactobacillus, which is strongly and positively correlated with intestinal tight junction protein. Some species have been found to regulate the function of the intestinal barrier [41]. Akkermansia muciniphila has been shown to accelerate ISC‐mediated epithelial development and protect the intestine from irradiation‐induced injury by secreting propionic acid [41, 42]. Thus, the crosstalk between B. subtilis and host microbiota, particularly Akkermansia, might also relate to intestinal barrier integrity.
Our present study identified a novel bioactive metabolite, HMP, derived from B. subtilis, and demonstrated its beneficial role. To date, few studies are available on the physiological functions of HMP. Recently, it was reported that either the colonization of R. torques or oral administration of HMP intervention alleviated inflammation and fibrosis in a metabolic dysfunction‐associated steatohepatitis mouse model [43]. We demonstrate that HMP enhanced intestinal barrier function by upregulating the expression of GADD45A in intestinal epithelial cells. However, how precisely HMP‐activated GADD45A was not explored in our study, and the presence of an HMP receptor in intestinal epithelial cells would be an interesting question to pursue. In addition to HMP, B. subtilis, also secretes other metabolites, and it remains to be further demonstrated whether HMP is necessary for the beneficial effects of B. subtilis on intestinal barrier integrity. Also, knowing the enzymes in B. subtilis responsible for the synthesis of HMP and their biosynthetic pathways is a necessary next step. The regulatory effect of a combined application of B. subtilis and HMP on intestinal epithelial barrier integrity requires further investigation.
GADD45A is a histone‐folding protein controlled by p53 induced by various cellular stresses [44]. Our previous studies have shown that GADD45A regulates lipid infiltration in skeletal muscle and the development of brown fat, playing an important role in lipid metabolism homeostasis [44, 45]. Several studies have indicated that GADD45A may serve as a key target for treating intestinal diseases. For example, the expression of GADD45A in tumor tissue from colorectal cancer patients was significantly downregulated compared with normal mucosa tissue [46]. However, it is not yet known whether GADD45A is involved in regulating intestinal barrier integrity. Results from this study demonstrate that GADD45A deficiency decreased the expression of intestinal tight junction proteins both in vivo and in vitro. oe‐G45A improved intestinal barrier function and protected intestinal barrier integrity from LPS stimulation. GADD45A enhanced the expression of intestinal tight junction proteins dependent on the Wnt/β‐catenin signaling pathway. Notably, the molecular mechanism by which GADD45A activated the Wnt/β‐catenin pathway remains to be investigated.
β‐catenin‐mediated canonical Wnt pathway regulates intestinal cell proliferation, differentiation, and homeostasis of intestinal epithelia [47, 48]. Using a Wnt signaling activator [49], BML‐284 did not affect the expression of intestinal tight junction proteins, while BML‐284 could restore tight junction protein expression caused by knocking down GADD45A in IPEC‐J2 cells. The enhanced effect of GADD45A on tight junction protein expression was mediated by the Wnt signaling pathway. However, we have not yet investigated whether the BML‐284 treatment similarly restored the expression levels of tight junction proteins and maintained the integrity of the intestinal barrier in GADD45A‐deficient mice.
CONCLUSION
In summary, our study addressing the beneficial effects of B. subtilis on the intestinal barrier during LPS‐induced injury and inflammation, pointed to its metabolites playing a primary role (Figure 6). We show for the first time that HMP derived from B. subtilis regulates intestinal barrier function. In addition, we identified GADD45A as a novel regulator involved in intestinal barrier integrity and the development of ulcerative colitis. GADD45A improves the expression of intestinal tight junction proteins and maintains intestinal barrier integrity via its downstream Wnt/β‐catenin pathway. Furthermore, HMP can improve intestinal barrier integrity, which is dependent on GADD45A. Our study provides the basis for developing probiotics as therapeutic approaches towards clinically relevant intestinal diseases.
Figure 6.

B. subtilis and its metabolite HMP alleviate LPS‐induced intestinal epithelial barrier damage via the GADD45A‐Wnt/β‐catenin axis. LPS leads to a significant disruption of gut homeostasis within a short time, visible by inflammatory responses, microbiota dysregulation, and intestinal barrier damage. B. subtilis administration could restore gut homeostasis by alleviating inflammatory responses, increasing the abundance of beneficial bacteria, and enhancing the intestinal epithelial barrier. The diagram was created using Microsoft PowerPoint and BioRender.com.
METHODS
Animals
Eight‐week‐old male wild‐type (WT) C57BL/6J mice were purchased from GemPharmatech Co., Ltd (Jiangsu, China). Gadd45a‐knockout (Gadd45a−/−) mice [50] were generously provided by Professor Albert J. Fornace Jr. (Gene Response Section, DBS, National Cancer Institute, USA) and maintained on a C57BL/6 genetic background. Both Gadd45a−/− mice and their wild‐type littermate controls, serving as controls, were derived from the vital breeding colony of Gadd45a heterozygous mice maintained at Hangzhou Normal University. All mice were housed under specific pathogen‐free conditions, with free unlimited access to water and standard rodent chow food.
To investigate the effects of B. subtilis on LPS‐induced acute intestinal injury and inflammation, mice were gavaged with 200 μL sterile saline or 200 μL B. subtilis (1 × 109 CFU/mL) for 14 days. Then, mice were intraperitoneally injected with LPS (0.1 mg/kg in sterile saline) or sterile saline. After being treated with LPS for 6 h, mice were humanely euthanized.
To examine the protective component of B. subtilis, mice were gavaged with 200 μL Luria‐Bertani (LB) culture medium, heat‐inactivated (HI) B. subtilis, or filtered B. subtilis supernatant (BS.sup) for 14 days and then subjected to LPS treatment for 6 h. HI B. subtilis and filtered BS.sup were collected, with the B. subtilis concentration reaching 1 × 109 CFU/mL.
To investigate the effects of HMP derived from B. subtilis, mice were gavaged with 200 μL sterile saline, 100 mg/kg BW HMP (low‐dose HMP, LH), or 200 mg/kg BW HMP (high‐dose HMP, HH) for 14 days and then subjected to LPS treatment for 6 h. HMP was purchased from Energy Chemical (A01045455‐5G) and dissolved in sterile saline.
To investigate the effects of B. subtilis‐derived FF on the intestinal barrier function of pigs, the diets of pigs were supplemented with 0%, 5%, and 10% of B. subtilis‐derived FF, respectively. The protein levels of the three diets were adjusted to be consistent, and the substrate for the FF consisted of corn, soybean meal, and bran. The pre‐feeding period lasted 4 days, and the experimental period lasted 38 days.
Bacterial stains
B. subtilis was cultured in LB culture medium, containing 10 g/L tryptone, yeast extract 5 g/L, and 10 g/L NaCl. B. subtilis is cultured in a constant temperature shaker at 37°C with a rotation speed of 180 rpm/min.
Cell culture and LPS treatment
The IPEC‐J2 and Caco‐2 cell lines used in this study were provided by Shan Lab. The IPEC‐J2 and Caco‐2 cells were induced with culture medium containing Dulbecco's modification of Eagle's medium, 10% FBS (Gibco), and 1% penicillin/streptomycin at 37°C with 5% CO2, followed by feeding with fresh medium every 2 days. 10 mg/L LPS purchased from MCE was supplemented in culture medium for 24 h to induce intestinal epithelial injury.
Measurements of serum TNF‐α, IL‐6, and IL‐1β
The levels of serum TNF‐α, IL‐6, and IL‐1β were measured using enzyme‐linked immunosorbent assay (ELISA) kits according to the manufacturer's instructions and analyzed in a microplate reader at 450 nm. The ELISA kits were purchased from Jiangsu Meimian Industrial Co., Ltd.
Histopathological analysis
Jejunum and colon samples soaked in 4% paraformaldehyde solution were dehydrated, embedded in paraffin, and stained with haematoxylin and eosin, as described in our previous study [51].
Immunofluorescence
Immunofluorescence staining was performed as previously described [44]. Fluorescent images were captured as single‐channel grayscale images using a Leica DM 6000B fluorescent microscope with a ×20 objective (NA 0.70). Antibodies are detailed in Table S1.
Western blot
The western blot analysis was performed as described previously [44, 52]. The primary antibodies are presented in Table S1. Immunodetection was performed using an enhanced chemiluminescence western blot analysis substrate (BL523A, Biosharp, Beijing, China) and detected with a ChemiScope 6200 Western Imaging Analyzer (Clinx Science Instruments Co., Ltd).
High‐throughput 16S rRNA gene amplicon sequencing and analysis
Sequence analyses were conducted by Uparse software (version 7.0.1001, http://drive5.com/uparse/) [53]. Sequences exhibiting ≥97% homology were clustered into the same operational taxonomic units (OTUs). A consensus sequence for each OTU was selected for subsequent annotation. Abundance out data was standardized by referencing the sample with the minimum sequence count and ensuring that alpha diversity and beta diversity were accounted for by utilizing these normalized datasets. Beta diversity analysis was used to investigate the differences in species composition between samples. PCoA was employed to extract the principal coordinates, providing a visual synopsis of the intricate, multidimensional data set. The visualization of the PCoA results was facilitated by the stats and ggplot2 packages in the R programming environment (version 3.6.3).
Metabolomics
For multi‐group analyses, differential metabolites were identified based on the VIP score (VIP > 1) and p‐value (p < 0.05, ANOVA). The VIP score was extracted from the results of the Orthogonal Projections to Latent Structures Discriminant Analysis (OPLS‐DA), which also included score plots and permutation plots. These results were generated using the R package (version 3.6.3). Before OPLS‐DA, the data underwent logarithmic transformation (log2) and centering of means. To prevent overfitting, a permutation test was conducted with 200 permutations. The identified metabolites were annotated using the KEGG Compound Database (http://www.kegg.jp/kegg/compound/), and subsequently mapped onto the KEGG Pathway Database (http://www.kegg.jp/kegg/pathway.html) for pathway analysis.
Screening of key metabolites derived from B. subtilis
First, we did a joint analysis of the significantly changed metabolites of the “LPS + BS_VS_LPS_up (in vivo experiment)” and the “BS.sup_vs_Control_up (in vitro experiment)” to find the overlapping differential metabolites. Then, we screened the key metabolites based on the following conditions: matching level < 3, Score > 0.7, VIP value > 1.6, and p‐value < 0.05. In addition, correlation analysis between the abundance of the identified metabolites and the expression of tight junction proteins was also used to identify the key metabolites.
Real‐time quantitative polymerase chain reaction (qPCR) analysis
Detailed experimental materials and procedures of RNA extraction, library construction, and qPCR were available in the Supplementary Material. The gene‐specific primer sequences are listed in Table S2. Relative gene expression was analyzed using the 2−ΔΔCT method.
Statistical analysis
Statistical analyses were carried out in SPSS, version 25.0 (IBM Corporation), and R (version 3.6.3). Our results are visualized by GraphPad Prism 8.4 software (Prism Inc.), and all data are given as means ± standard error of measurement. Data comparisons between the two groups were done using a two‐tailed unpaired Student's t‐test. Multivariate data were analyzed using one‐way ANOVA coupled with the least significant difference multiple comparisons. Differences are considered statistically significant at p‐value < 0.05. Detailed experimental materials and procedures, including sample collection and processing techniques and statistical analysis approaches, are available in the Supplementary Material.
AUTHOR CONTRIBUTIONS
Shiqi Liu: Writing—original draft; investigation; data curation; visualization; software; validation. Peiran Cai: Data curation; investigation. Wenjing You: Investigation; data curation. Mingshun Yang: Investigation. Yuang Tu: Investigation. Yanbing Zhou: Investigation. Teresa G Valencak: Writing—review and editing. Yingping Xiao: Writing—review and editing; investigation. Yizhen Wang: Supervision; formal analysis. Tizhong Shan: Supervision; funding acquisition; conceptualization; methodology.
CONFLICT OF INTEREST STATEMENT
The authors declare no conflicts of interest.
ETHICS STATEMENT
The experimental protocol and procedures for the care and treatment of the mice were approved (No. ZJU20240229) by the Zhejiang University Animal Care and Use Committee.
Supporting information
Figure S1. B. subtilis alleviates intestinal inflammation and improves antioxidant capacity.
Figure S2. B. subtilis alters gut microbial composition and increases the abundance of beneficial bacteria.
Figure S3. Enhancement of intestinal epithelial barrier function by B. subtilis was primarily associated with metabolites.
Figure S4. Analysis of metabolites derived from B. subtilis.
Figure S5. Effects of metabolites derived from B. subtilis on intestinal tight junction proteins.
Figure S6. Gadd45A is a key regulator of intestinal barrier integrity.
Figure S7. Effects of GADD45A deficiency on intestinal epithelial barrier.
Figure S8. GADD45A enhanced intestinal epithelial barrier dependent on Wnt/β‐catenin signaling pathway.
Table S1. Antibodies for western blots or immunofluorescence.
Table S2. Information of primers.
ACKNOWLEDGMENTS
The authors thank Professor Albert J. Fornace, Dr. Zhenyu Ju (Hangzhou Normal University, Hangzhou, China), and Dr. Daojun Diao (Hangzhou Normal University, Hangzhou, China) for providing the Gadd45a knockout mice. Our work was financially supported by the National Key Research and Development Program of China (No. 2021YFC2103005). We thank all members of the Shan Laboratory and the Analysis Center of Agrobiology and Environmental Sciences, Zhejiang University for their support.
Liu, Shiqi , Cai Peiran, You Wenjing, Yang Mingshun, Tu Yuang, Zhou Yanbing, Valencak Teresa G., Xiao Yingping, Wang Yizhen, and Shan Tizhong. 2025. “Enhancement of Gut Barrier Integrity by a Bacillus subtilis Secreted Metabolite Through the GADD45A‐Wnt/β‐Catenin Pathway.” iMeta 4, e70005. 10.1002/imt2.70005
DATA AVAILABILITY STATEMENT
The metabolomics data reported in this paper have been deposited in the OMIX, China National Center for Bioinformation/Beijing Institute of Genomics, Chinese Academy of Sciences (https://ngdc.cncb.ac.cn/omix/select-edit/OMIX008263 and https://ngdc.cncb.ac.cn/omix/select-edit/OMIX008265). The high‐throughput 16S rRNA gene amplicon sequencing data reported in this paper have been deposited in the Genome Sequence Archive at the National Genomics Data Center, China National Center for Bioinformation/Beijing Institute of Genomics, Chinese Academy of Sciences (https://ngdc.cncb.ac.cn/gsa/search?searchTerm=CRA021310). The data and scripts for analysis and visualization are saved in GitHub https://github.com/lsqaa/iMeta. Supplementary materials (methods, figures, tables, graphical abstract, slides, videos, Chinese translated version, and update materials) may be found in the online DOI or iMeta Science http://www.imeta.science/.
REFERENCES
- 1. Maloy, Kevin J. , and Powrie Fiona. 2011. “Intestinal Homeostasis and Its Breakdown in Inflammatory Bowel Disease.” Nature 474: 298–306. 10.1038/nature10208 [DOI] [PubMed] [Google Scholar]
- 2. Ma, Lingyan , Tao Shiyu, Song Tongxing, Lyu Wentao, Li Ying, Wang Wen, Shen Qicheng, et al. 2024. “Clostridium Butyricum and Carbohydrate Active Enzymes Contribute to the Reduced Fat Deposition in Pigs.” iMeta 3: e160. 10.1002/imt2.160 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3. Dong, Lijun , Xie Jingwen, Wang Youyi, Jiang Honglian, Chen Kai, Li Dantong, Wang Jing, et al. 2022. “Mannose Ameliorates Experimental Colitis by Protecting Intestinal Barrier Integrity.” Nature Communications 13: 4804. 10.1038/s41467-022-32505-8 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4. Fang, Xiuyu , Liu Haiyang, Du Yongqing, Jiang Lin, Gao Feng, Wang Zhengyi, Chi Zihan, et al. 2024. “Bacillus Siamensis Targeted Screening from Highly Colitis‐Resistant Pigs Can Alleviate Ulcerative Colitis in Mice.” Research (Washington DC) 7: 0415. 10.34133/research.0415 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5. Tong, Lingjun , Zhang Sitong, Liu Qiqi, Huang Chenyuan, Hao Haining, Tan Michelle Siying, Yu Xiaodong, et al. 2023. “Milk‐Derived Extracellular Vesicles Protect Intestinal Barrier Integrity in the Gut‐Liver Axis.” Science Advances 9: eade5041. 10.1126/sciadv.ade5041 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6. Allaire, Joannie M. , Crowley Shauna M., Law Hong T., Chang Sun‐Young, Ko Hyun‐Jeong, and Vallance Bruce A.. 2018. “The Intestinal Epithelium: Central Coordinator of Mucosal Immunity.” Trends in Immunology 39: 677–696. 10.1016/j.it.2018.04.002 [DOI] [PubMed] [Google Scholar]
- 7. Horowitz, Arie , Chanez‐Paredes Sandra D., Haest Xenia, and Turner Jerrold R.. 2023. “Paracellular Permeability and Tight Junction Regulation in Gut Health and Disease.” Nature Reviews Gastroenterology & Hepatology 20: 417–432. 10.1038/s41575-023-00766-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8. Chelakkot, Chaithanya , Ghim Jaewang, and Ryu Sung Ho. 2018. “Mechanisms Regulating Intestinal Barrier Integrity and Its Pathological Implications.” Experimental & Molecular Medicine 50: 1–9. 10.1038/s12276-018-0126-x [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9. Zhang, Yanan , Tu Shuyu, Ji Xingwei, Wu Jianan, Meng Jinxin, Gao Jinsong, Shao Xian, et al. 2024. “Dubosiella Newyorkensis Modulates Immune Tolerance in Colitis Via the L‐Lysine‐Activated AhR‐IDO1‐Kyn Pathway.” Nature Communications 15: 1333. 10.1038/s41467-024-45636-x [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10. Ma, Lingyan , Lyu Wentao, Song Yuanyuan, Chen Kai, Lv Lu, Yang Hua, Wang Wen, and Xiao Yingping. 2023. “Anti‐Inflammatory Effect of Clostridium Butyricum‐Derived Extracellular Vesicles in Ulcerative Colitis: Impact on Host microRNAs Expressions and Gut Microbiome Profiles.” Molecular Nutrition and Food Research 67: e2200884. 10.1002/mnfr.202200884 [DOI] [PubMed] [Google Scholar]
- 11. Zhong, Shi , Sun Yu‐Qing, Huo Jin‐Xi, Xu Wen‐Yi, Yang Ya‐Nan, Yang Jun‐Bo, Wu Wei‐Jie, et al. 2024. “The Gut Microbiota‐Aromatic Hydrocarbon Receptor (AhR) Axis Mediates the Anticolitic Effect of Polyphenol‐Rich Extracts From Sanghuangporus.” iMeta 3: e180. 10.1002/imt2.180 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12. Liu, Yaru , Duan Hui, Chen Ying, Zhang Chengcheng, Zhao Jianxin, Narbad Arjan, Tian Fengwei, et al. 2023. “Intraspecific Difference of Latilactobacillus Sakei in Inflammatory Bowel Diseases: Insights Into Potential Mechanisms Through Comparative Genomics and Metabolomics Analyses.” iMeta 2: e136. 10.1002/imt2.136 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13. Wen, Yang , Yang Luqing, Wang Zhenyu, Liu Xiaoyi, Gao Meng, Zhang Yunhui, Wang Junjun, and He Pingli. 2023. “Blocked Conversion of Lactobacillus Johnsonii Derived Acetate to Butyrate Mediates Copper‐Induced Epithelial Barrier Damage in a Pig Model.” Microbiome 11: 218. 10.1186/s40168-023-01655-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14. Wu, Zhenhua , Huang Shimeng, Li Tiantian, Li Na, Han Dandan, Zhang Bing, Xu Zhenjiang Zech, et al. 2021. “Gut Microbiota from Green Tea Polyphenol‐Dosed Mice Improves Intestinal Epithelial Homeostasis and Ameliorates Experimental Colitis.” Microbiome 9: 184. 10.1186/s40168-021-01115-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15. Zhang, Ke , Xu Yangbin, Zheng Yining, Zhang Ting, Wu Yujiang, Yan Yiting, Lei Yu, et al. 2024. “Bifidobacterium Pseudolongum‐Derived Bile Acid From Dietary Carvacrol and Thymol Supplementation Attenuates Colitis via cGMP‐PKG‐mTORC1 Pathway.” Advanced Science 11: e2406917. 10.1002/advs.202406917 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16. Zhang, Li Zhu Kun, Zhong Yuan, Xu Lixin, Lang Chunhui, Chen Jian, Yan Fei, et al. 2023. “Prodrug Integrated Envelope on Probiotics to Enhance Target Therapy for Ulcerative Colitis.” Advanced Science 10: e2205422. 10.1002/advs.202205422 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17. Nie, Qixing , Sun Yonggan, Hu Wenbing, Chen Chunhua, Lin Qiongni, and Nie Shaoping. 2024. “Glucomannan Promotes Bacteroides Ovatus to Improve Intestinal Barrier Function and Ameliorate Insulin Resistance.” iMeta 3: e163. 10.1002/imt2.163 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18. Zhang, Xiaopei , Al‐Dossary Amal, Hussain Myer, Setlow Peter, and Li Jiahe. 2020. “Applications of Bacillus Subtilis Spores in Biotechnology and Advanced Materials.” Applied and Environmental Microbiology 86: e01096–20. 10.1128/aem.01096-20 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19. Park, Seo A. , Bhatia Shashi Kant, Park Hyun A., Kim Seo Yeong, Sudheer Pamidimarri D. V. N., Yang Yung‐Hun, and Choi Kwon‐Young. 2021. “Bacillus Subtilis as a Robust Host for Biochemical Production Utilizing Biomass.” Critical Reviews in Biotechnology 41: 827–848. 10.1080/07388551.2021.1888069 [DOI] [PubMed] [Google Scholar]
- 20. Garvey, Sean M. , Mah Eunice, Blonquist Traci M., Kaden Valerie N., and Spears Jessica L.. 2022. “The Probiotic Bacillus Subtilis BS50 Decreases Gastrointestinal Symptoms in Healthy Adults: A Randomized, Double‐Blind, Placebo‐Controlled Trial.” Gut Microbes 14: 2122668. 10.1080/19490976.2022.2122668 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21. Koutsoumanis, Kostas , Allende Ana, Alvarez‐Ordóñez Avelino, Bolton Declan, Bover‐Cid Sara, Chemaly Marianne, Davies Robert, et al. 2021. “Update of the List of QPS‐Recommended Biological Agents Intentionally Added to Food or Feed as Notified to EFSA 14: Suitability of Taxonomic Units Notified to EFSA Until March 2021.” EFSA Journal 19: e06689. 10.2903/j.efsa.2021.6689 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22. Ji, Linbao , Zhang Lian, Liu Hu, Shen Jiakun, Zhang Yu, Lu Lin, Zhang Xiujun, and Ma Xi. 2022. “Bacillus Subtilis M6 Improves Intestinal Barrier, Antioxidant Capacity and Gut Microbial Composition in AA Broiler.” Frontiers in Nutrition 9: 965310. 10.3389/fnut.2022.965310 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23. Zou, X. Y. , Zhang M., Tu W. J., Zhang Q., Jin M. L., Fang R. D., and Jiang S.. 2022. “Bacillus Subtilis Inhibits Intestinal Inflammation and Oxidative Stress By Regulating Gut Flora and Related Metabolites in Laying Hens.” Animal 16: 100474. 10.1016/j.animal.2022.100474 [DOI] [PubMed] [Google Scholar]
- 24. Wauters, Lucas , Slaets Helena, De Paepe Kim, Ceulemans Matthias, Wetzels Suzan, Geboers Karlien, Toth Joran, et al. 2021. “Efficacy and Safety of Spore‐Forming Probiotics in the Treatment of Functional Dyspepsia: A Pilot Randomised, Double‐Blind, Placebo‐Controlled Trial.” The Lancet Gastroenterology & Hepatology 6: 784–792. 10.1016/s2468-1253(21)00226-0 [DOI] [PubMed] [Google Scholar]
- 25. Penet, Christopher , Kramer Richard, Little Robert, Spears Jessica L., Parker Julia, Iyer Janaki K., Guthrie Najla, and Evans Malkanthi. 2021. “A Randomized, Double‐Blind, Placebo‐Controlled, Parallel Study Evaluating the Efficacy of Bacillus Subtilis MB40 to Reduce Abdominal Discomfort, Gas, and Bloating.” Alternative Therapies in Health and Medicine 27: 146–157. https://alternative-therapies.com/oa/6199.html [PubMed] [Google Scholar]
- 26. Hatanaka, M. , Yamamoto K., Suzuki N., Iio S., Takara T., Morita H., Takimoto T., and Nakamura T.. 2018. “Effect of Bacillus Subtilis C‐3102 on Loose Stools in Healthy Volunteers.” Beneficial Microbes 9: 357–366. 10.3920/bm2017.0103 [DOI] [PubMed] [Google Scholar]
- 27. Martin‐Gallausiaux, Camille , Garcia‐Weber Diego, Lashermes Amandine, Larraufie Pierre, Marinelli Ludovica, Teixeira Veronica, Rolland Alice, et al. 2022. “Akkermansia Muciniphila Upregulates Genes Involved in Maintaining the Intestinal Barrier Function via ADP‐Heptose‐Dependent Activation of the ALPK1/TIFA Pathway.” Gut Microbes 14: 2110639. 10.1080/19490976.2022.2110639 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28. Diao, Daojun , Wang Hu, Li Tangliang, Shi Zhencan, Jin Xiaoqing, Sperka Tobias, Zhu Xudong, et al. 2018. “Telomeric Epigenetic Response Mediated by Gadd45a Regulates Stem Cell Aging and Lifespan.” EMBO Reports 19: e45494. 10.15252/embr.201745494 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29. Xie, Yadong , Zhao Yifan, Shi Lei, Li Wei, Chen Kun, Li Min, Chen Xia, et al. 2020. “Gut Epithelial TSC1/mTOR Controls RIPK3‐Dependent Necroptosis in Intestinal Inflammation and Cancer.” Journal of Clinical Investigation 130: 2111–2128. 10.1172/jci133264 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30. Markovich, Zachary , Abreu Adriana, Sheng Yi, Han Sung Min, and Xiao Rui. 2024. “Deciphering Internal and External Factors Influencing Intestinal Junctional Complexes.” Gut Microbes 16: 2389320. 10.1080/19490976.2024.2389320 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31. Hou, Qihang , Jia Junpeng, Lin Jian, Zhu Linda, Xie Shuang, Yu Qinghua, and Li Yuchen. 2022. “Bacillus Subtilis Programs the Differentiation of Intestinal Secretory Lineages to Inhibit Salmonella Infection.” Cell Reports 40: 111416. 10.1016/j.celrep.2022.111416 [DOI] [PubMed] [Google Scholar]
- 32. Khan, Aman , Li Shiqing, Han Huawen, Jin Wei‐Lin, Ling Zhenmin, Ji Jing, Iram Shazia, et al. 2023. “A Gluten Degrading Probiotic Bacillus Subtilis LZU‐GM Relieve Adverse Effect of Gluten Additive Food and Balances Gut Microbiota in Mice.” Food Research International 170: 112960. 10.1016/j.foodres.2023.112960 [DOI] [PubMed] [Google Scholar]
- 33. Wen, Chaoyue , Zhang Hong, Guo Qiuping, Duan Yehui, Chen Sisi, Han Mengmeng, Li Fengna, Jin Mingliang, and Wang Yizhen. 2023. “Engineered Bacillus Subtilis Alleviates Intestinal Oxidative Injury Through Nrf2‐Keap1 Pathway in Enterotoxigenic Escherichia Coli (ETEC) K88‐infected Piglet.” Journal of Zhejiang University‐SCIENCE B 24: 496–509. 10.1631/jzus.B2200674 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34. Li, Yanru , Zhang Tengxun, Guo Congcong, Geng Meng, Gai Sailun, Qi Wei, Li Zhongyuan, et al. 2020. “Bacillus Subtilis RZ001 Improves Intestinal Integrity and Alleviates Colitis by Inhibiting the Notch Signalling Pathway and Activating ATOH‐1.” Pathogens and Disease 78: ftaa016. 10.1093/femspd/ftaa016 [DOI] [PubMed] [Google Scholar]
- 35. Jiang, Luyi , Bai Kaiwen, and Wang Tian. 2024. “Bacillus Subtilis Fmbj Ameliorates Lipopolysaccharide‐Induced Intestinal Dysfunction in Broilers by Enhancing the SIRT1/PGC1α Pathway.” Poultry Science 103: 103964. 10.1016/j.psj.2024.103964 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36. Chen, Lupeng , Zhang Shuai, Wu Shi, Ren Zhuqing, Liu Guoquan, and Wu Jian. 2021. “Synergistic Protective Effect of Konjac Mannan Oligosaccharides and Bacillus Subtilis on Intestinal Epithelial Barrier Dysfunction in Caco‐2 Cell Model and Mice Model of Lipopolysaccharide Stimulation.” Frontiers in Immunology 12: 696148. 10.3389/fimmu.2021.696148 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37. Leistikow, Kyle R. , May Daniel S., Suh Won Se, Vargas Asensio Gabriel, Schaenzer Adam J., Currie Cameron R., and Hristova Krassimira R.. 2024. “Bacillus Subtilis‐Derived Peptides Disrupt Quorum Sensing and Biofilm Assembly in Multidrug‐Resistant Staphylococcus Aureus .” mSystems 9: e0071224. 10.1128/msystems.00712-24 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38. Yang, Jie , Zhu Xiaoyu, Cao Mingming, Wang Changbao, Zhang Chong, Lu Zhaoxin, and Lu Fengxia. 2016. “Genomics‐Inspired Discovery of Three Antibacterial Active Metabolites, Aurantinins B, C, and D From Compost‐Associated Bacillus Subtilis fmb60.” Journal of Agricultural and Food Chemistry 64: 8811–8820. 10.1021/acs.jafc.6b04455 [DOI] [PubMed] [Google Scholar]
- 39. Wu, Jejia , Chou Hauping, Huang Jennwen, and Deng Wenling. 2021. “Genomic and Biochemical Characterization of Antifungal Compounds Produced by Bacillus Subtilis PMB102 Against Alternaria Brassicicola.” Microbiological Research 251: 126815. 10.1016/j.micres.2021.126815 [DOI] [PubMed] [Google Scholar]
- 40. Caparrós, Esther , Wiest Reiner, Scharl Michael, Rogler Gerhard, Gutiérrez Casbas Ana, Yilmaz Bahtiyar, Wawrzyniak Marcin, and Francés Rubén. 2021. “Dysbiotic Microbiota Interactions in Crohn's Disease.” Gut Microbes 13: 1949096. 10.1080/19490976.2021.1949096 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41. He, Kaiyue , Lei Xinyuan, Wu Danhui, Zhang Lei, Li Junqi, Li Qiutong, Yin Weitao, et al. 2023. “Akkermansia Muciniphila Protects the Intestine from Irradiation‐Induced Injury by Secretion of Propionic Acid.” Gut Microbes 15: 2293312. 10.1080/19490976.2023.2293312 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42. Kim, Seungil , Shin Yun‐Chan, Kim Tae‐Young, Kim Yeji, Lee Yong‐Soo, Lee Su‐Hyun, Kim Mi‐Na, et al. 2021. “Mucin Degrader Akkermansia Muciniphila Accelerates Intestinal Stem Cell‐Mediated Epithelial Development.” Gut Microbes 13: 1–20. 10.1080/19490976.2021.1892441 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43. Zhang, Yi , Wang Xuemei, Lin Jun, Liu Jia, Wang Kai, Nie Qixing, Ye Chuan, et al. 2024. “A Microbial Metabolite Inhibits the HIF‐2α‐ceramide Pathway to Mediate the Beneficial Effects of Time‐Restricted Feeding on MASH.” Cell Metabolism 36: 1823–1838.e6. 10.1016/j.cmet.2024.07.004 [DOI] [PubMed] [Google Scholar]
- 44. You, Wenjing , Liu Shiqi, Ji Jianfei, Ling Defeng, Tu Yuang, Zhou Yanbing, Chen Wentao, et al. 2023. “Growth Arrest and DNA Damage‐Inducible Alpha Regulates Muscle Repair and Fat Infiltration Through ATP Synthase F1 Subunit Alpha.” Journal of Cachexia Sarcopenia and Muscle 14: 326–341. 10.1002/jcsm.13134 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45. You, Wenjing , Xu Ziye, Sun Ye, Valencak Teresa G., Wang Yizhen, and Shan Tizhong. 2020. “GADD45α Drives Brown Adipose Tissue Formation Through Upregulating PPARγ in Mice.” Cell Death & Disease 11: 585. 10.1038/s41419-020-02802-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46. Dronamraju, S. S. , Coxhead J. M., Kelly S. B., Burn J., and Mathers J. C.. 2009. “Cell Kinetics and Gene Expression Changes in Colorectal Cancer Patients Given Resistant Starch: A Randomised Controlled Trial.” Gut 58: 413–420. 10.1136/gut.2008.162933 [DOI] [PubMed] [Google Scholar]
- 47. Li, Chang , Zhou Yuning, Jiang Yinping, Yin Zhijie, Weiss Heidi L., Wang Qingding, and Evers B. Mark. 2024. “miR‐27a‐3p Regulates Intestinal Cell Proliferation and Differentiation Through Wnt/β‐catenin Signalling.” Cell Proliferation e13757. 10.1111/cpr.13757 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48. Hua, Xiaojiao , Zhao Chen, Tian Jianbo, Wang Junbao, Miao Xiaoping, Zheng Gen, Wu Min, et al. 2024. “A Ctnnb1 Enhancer Transcriptionally Regulates Wnt Signaling Dosage to Balance Homeostasis and Tumorigenesis of Intestinal Epithelia.” eLife 13: RP98238. 10.7554/eLife.98238.3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49. Liu, Jun , Wu Xu, Mitchell Brian, Kintner Chris, Ding Sheng, and Schultz Peter G.. 2005. “A Small‐Molecule Agonist of the Wnt Signaling Pathway.” Angewandte Chemie International Edition 44: 1987–1990. 10.1002/anie.200462552 [DOI] [PubMed] [Google Scholar]
- 50. Hollander, M. Christine , Sheikh M. Saeed, Bulavin Dmitry V., Lundgren Karen, Augeri‐Henmueller Laura, Shehee Ronald, Molinaro Thomas A., et al. 1999. “Genomic Instability in Gadd45a‐Deficient Mice.” Nature Genetics 23: 176–184. 10.1038/13802 [DOI] [PubMed] [Google Scholar]
- 51. Liu, Shiqi , Du Man, Tu Yuang, You Wenjing, Chen Wentao, Liu Guoliang, Li Junyue, et al. 2023. “Fermented Mixed Feed Alters Growth Performance, Carcass Traits, Meat Quality and Muscle Fatty Acid and Amino Acid Profiles in Finishing Pigs.” Animal Nutrition 12: 87–95. 10.1016/j.aninu.2022.09.003 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52. Liu, Shiqi , Hua Shiyuan, Gu Xin, Cai Peiran, Zhou Yanbing, Wang Yizhen, Zhou Min, and Shan Tizhong. 2024. “Production of Sodium Alginate‐Gelatin Composite Hydrogel‐Based 3D Cultured Fat With Low Cholesterol and High Polyunsaturated Fatty Acids.” Food Hydrocolloids 154: 110156. 10.1016/j.foodhyd.2024.110156 [DOI] [Google Scholar]
- 53. Edgar, Robert C . 2013. “UPARSE: Highly Accurate OTU Sequences From Microbial Amplicon Reads.” Nature Methods 10: 996–998. 10.1038/nmeth.2604 [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Figure S1. B. subtilis alleviates intestinal inflammation and improves antioxidant capacity.
Figure S2. B. subtilis alters gut microbial composition and increases the abundance of beneficial bacteria.
Figure S3. Enhancement of intestinal epithelial barrier function by B. subtilis was primarily associated with metabolites.
Figure S4. Analysis of metabolites derived from B. subtilis.
Figure S5. Effects of metabolites derived from B. subtilis on intestinal tight junction proteins.
Figure S6. Gadd45A is a key regulator of intestinal barrier integrity.
Figure S7. Effects of GADD45A deficiency on intestinal epithelial barrier.
Figure S8. GADD45A enhanced intestinal epithelial barrier dependent on Wnt/β‐catenin signaling pathway.
Table S1. Antibodies for western blots or immunofluorescence.
Table S2. Information of primers.
Data Availability Statement
The metabolomics data reported in this paper have been deposited in the OMIX, China National Center for Bioinformation/Beijing Institute of Genomics, Chinese Academy of Sciences (https://ngdc.cncb.ac.cn/omix/select-edit/OMIX008263 and https://ngdc.cncb.ac.cn/omix/select-edit/OMIX008265). The high‐throughput 16S rRNA gene amplicon sequencing data reported in this paper have been deposited in the Genome Sequence Archive at the National Genomics Data Center, China National Center for Bioinformation/Beijing Institute of Genomics, Chinese Academy of Sciences (https://ngdc.cncb.ac.cn/gsa/search?searchTerm=CRA021310). The data and scripts for analysis and visualization are saved in GitHub https://github.com/lsqaa/iMeta. Supplementary materials (methods, figures, tables, graphical abstract, slides, videos, Chinese translated version, and update materials) may be found in the online DOI or iMeta Science http://www.imeta.science/.
