1. Introduction
Over the past few decades, genetic selection has gained a growing interest to increase the litter size in swine production. However, the increase in litter size leads to a decrease in birth weight and an increase in the proportion of intrauterine growth restriction (IUGR) piglets [
1]. IUGR refers to the impairment of the growth and development of the mammalian fetus or its organs during pregnancy. In modern swine production, the incidence rate of IUGR accounts for 15‒20%, and approximately 75% of IUGR piglets die before weaning, resulting in a serious economic loss [
2]. Therefore, it is essential to investigate the underlying mechanism of IUGR, which might assist in the development of strategies to prevent IUGR occurrence.
The mammalian hindgut, especially the colon, is colonized by numerous fermentative microbes. These microbes play fundamental roles in nutrient digestion and absorption, prevention of pathogenic colonization, and mucosal immunity regulation [
3]. Recent studies indicated that IUGR exhibited lower abundances of anaerobic microbes, especially Lactobacilli and
Bifidobacterium, and resulted in delaying early gut microbiota establishment [
4]. Altered gut microbiota can induce changes in the metabolites. A recent study reported that IUGR altered the concentrations of fatty acids, lipids, and lipid-like molecules relevant to multiple metabolic pathways, including fatty acid metabolism and lipid biosynthesis [
5]. Furthermore, microbial metabolic activity synthesizes various compounds, including short-chain fatty acids (SCFAs), indoles, organic acids, and bioamines [
6]. The sustaining alterations of the gut microbiota of IUGR piglets affect SCFA production, which might play a crucial role in long-term health consequences [
7]. The balanced metabolic status of the gut microbiota is strongly associated with the health of the host. Therefore, compositional differences in the intestinal microbiome and metabolome profiles and their possible association in IUGR and normal birth weight (NBW) growing-finishing pigs need to be further elucidated.
IUGR pigs are characterized by impaired gastrointestinal development, which further induces necrotizing colitis. Oxidative stress causes mucosal injury in the gastrointestinal tract, resulting in pathogenic invasions, which decompose and release lipopolysaccharide (LPS) and stimulate inflammatory and immune responses [
8]. The gut microbiota and metabolites affect the redox status of individuals. Previous studies indicated that several gut microbiota members, such as
Lactobacillus and
Escherichia coli, can synthesize catalase (CAT) to deactivate hydrogen peroxide and protect intestinal integrity [
9,
10]. The SCFAs stimulate glutathione-S-transferase and reduce oxidative stress [
11]. Piglets experience oxidative stress at an early age, leading to a high risk of metabolic diseases later in life [
12]. Previous research evidence showed that IUGR decreased intestinal glutathione (GSH) activity, indicating a lower antioxidant capacity in 21-day-old piglets [
13]. Hence, investigating the effects of IUGR on the intestinal antioxidant status of pigs during their lifelong development is vital for alleviating intestinal damage.
The changes in intestinal function, microbiota composition, and metabolic activity induced by IUGR persisted throughout the life of rats [
7]. Our previous studies showed that IUGR altered the colonic metabolome and microbiome in pre-weaning piglets and reduced the abundances of Firmicutes, Proteobacteria, and
Lactobacillus in growing-finishing pigs [
14,
15]. In addition, IUGR decreased the colonic expressions of zonula occludens (ZO)-1 and occludin, activated nuclear factor-kappa B (NF-κB), and increased inflammatory factor levels in pre-weaning piglets [
15]. However, the effects of IUGR on the colonization and metabolic profiles of the colonic microbiota and the barrier function in growing-finishing pigs remain unclear. Therefore, we hypothesized that IUGR continued to damage the barrier function and alter the colonization and metabolic profiles of the colonic microbiota in growing-finishing pigs. Thus, the present study evaluated the long-term effects of IUGR on intestinal barrier function and colonization and metabolic profiles of the colon, as well as the underlying mechanism in growing-finishing pigs. This study will provide a reference for improving the nutrient metabolism and gut homeostasis in IUGR pigs during the growing-finishing stage.
4. Discussion
Early intestinal microbiota establishment is crucial for intestinal physiology and regulation throughout adult life. Our previous studies found significant alterations in the small intestinal and colonic microbiome and metabolome profiles of IUGR piglets during the suckling and weaning stages [
15,
17]. However, the effects of IUGR on colonic microbiota colonization and metabolism in pigs during the growing-finishing stages remained unclear. The present study investigated the impacts of IUGR on plasma biochemical parameters and colonic microbiota community, metabolite profiles, and barrier function in growing-finishing pigs. We found that IUGR affected lipid metabolism and colonic barrier function by reducing antioxidant capacity
via the Nrf2/Keap1 pathway, as well as activating colonic inflammation
via the TLR4-NF-κB/ERK pathway in growing-finishing pigs.
Plasma biochemical parameters reflect animals' physiological, nutritional, and pathological status. Plasma ALB and TP concentrations are indicators of the utilization efficiency of dietary protein in pigs, and the increase in plasma UN concentration indicates a reduction in the protein utilization rate [
18]. In the present study, IUGR decreased plasma TP and ALB concentrations while increasing plasma UN in pigs, suggesting that IUGR decreased the protein utilization efficiency from diets and led to a deficiency in protein anabolism, consistent with a previous study [
19]. Those alterations in plasma may be associated with impaired intestinal amino acid absorption and utilization rates in IUGR pigs [
20]. Furthermore, IUGR pigs showed a lower plasma GLU level at the 25 and 50 kg BW stages. Previous studies indicated that IUGR could lead to lower dietary starch digestibility and glucose absorption throughout life, resulting in a lower plasma GLU level [
21,
22,
23]. Therefore, we postulated that IUGR pigs might have a lower intestinal glucose absorption rate.
Intestinal epithelial function mainly depends on tight junctions (TJs), including occludin, claudins, and ZO-1 barrier proteins [
24]. In the present study, occludin, ZO-1, and claudin-1 expressions were significantly reduced in the IUGR pigs. A previous study also reported that occludin and claudin-1 expressions were decreased in the colon of IUGR pigs at the growing stage [
25]. It is worth noting that the damage caused by IUGR in colonic barrier function is not limited to infancy and childhood but spans adulthood. However, our results showed that the long-term adverse effects persisted in barrier function and a lessened disparity in TJs proteins between the NBW and IUGR pigs, which might be associated with the catch-up growth.
To explore whether IUGR-induced colonic barrier damage was associated with oxidative and inflammatory pathways, the oxidative Nrf2/Keap1 and inflammatory TLR4-NFκB/ERK pathways were evaluated. Mammalian possesses several redox defense systems, including SOD, GPX, and GSH [
26]. IUGR predisposes newborns and youth to oxidative imbalance and inflammation, and the effect lasts for a long time in adult life. Under physiological conditions, Nrf2 binds to Keap1 in the cytoplasm [
27]. To combat the reactive oxygen species (ROS) stress, the isolated Keap1/Nrf2 complex urges the phosphorylation of Nrf2 to translocate into the nucleus and activate the transcription of antioxidant genes [
28]. In the present study, IUGR reduced the antioxidant capacity parameters such as SOD, GSH, and GPX in the colon of growing-finishing pigs by inhibiting the phosphorylated Nrf2 and facilitating Keap1 activity. Recent research also showed that IUGR decreased SOD, GSH, and GPX levels in the small intestine and restrained the classical Nrf2/Keap1 oxidative stress defense system in weaned pigs [
28,
29]. A previous study reported that Nrf2-mediated oxidative stress and inflammation may indirectly promote intestinal TJ function [
30]. These findings suggest that the redox imbalance might be the reason why the colonic barrier damage appeared in IUGR pigs.
The increased ROS causes damage in the gut, resulting in pathogenic invasions, which release LPS and stimulate inflammatory responses [
31]. LPS stimulates TLR4 and subsequently recruits MyD88 [
32], which recruits the transforming growth factor β (TGF-β)-activated kinase 1 (TAK1), resulting in the IκB-α kinase complex activation. The NF-κB protein is suppressed by inhibitors of IκB binding in the cytoplasm [
33]. Subsequently, the IκB-α kinase phosphorylated IκB-α protein, which allows NF-κB to translocate to the nucleus, and it also facilitates the transcription of the proinflammatory cytokines (including IL-1β and TNF-α) to affect the intestinal barrier integrity [
34]. In contrast, IL-10, as an anti-inflammatory cytokine, antagonizes the effects caused by the proinflammatory cytokines on the TJ proteins [
35]. TLR4 also activates the downstream mitogen-activated protein kinases (MAPK) pathway, and TAK1 is an essential intermediate for activating MAPK cascades [
36]. TAK1 activates MAPK kinases (MAPKK), which in turn phosphorylates three MAPKs, including the extracellular signal-regulated kinase1/2 (ERK1/2) [
33]. Moreover, Tao et al. [
37] also reported that IUGR deteriorated the hindgut barrier (ZO-1 and occludin) and increased the mucosal IL-1β and TNF-α expressions in pigs at the growing stage. Another recent study found that IUGR impaired intestinal morphology and increased inflammation by activating the TLR4/NF-κB pathway in weaned piglets [
38]. Our results showed that IUGR increased colonic IL-1β and TNF-α levels, decreased IL-10 level, and up-regulated relative protein abundances of TLR4-NF-κB/ERK pathway in growing-finishing pigs. Therefore, we speculated that IUGR impaired epithelial function, and the invasion of LPS-producing bacteria became easier and further induced inflammation through activating the TLR4-NF-κB/ERK pathway in growing-finishing pigs.
The mammalian intestine is the harbor of microbiota, and the microbial alpha diversity is considered a marker of gut homeostasis [
39]. Our results showed that the IUGR pigs had a higher Simpson index at the 50 kg BW stage. Huang et al. [
25] also reported that IUGR pigs had higher alpha diversity in the ileum than the NBW pigs at 70 days old. At the phylum level, Firmicutes and Bacteroidetes were the top two most abundant phyla in the IUGR pigs throughout the trial, consistent with a previous study [
40]. In addition, IUGR pigs had a lower F/B ratio at the 25 kg BW stage but higher Firmicutes abundance at the 100 kg BW stage. The higher Firmicutes abundance is related to energy intake from diets [
41], and body fat deposition is associated with Firmicutes abundance and the F/B ratio in the intestine [
42]. These findings suggest that higher Firmicutes abundance contributed to lipid absorption and deposition in IUGR pigs during the finishing stage, which is in accordance with the higher plasma TG and CHO levels, as mentioned above in the present study.
Lactobacillus and
Streptococcus were the predominant colonic microbiota in IUGR pigs in the present study, which is consistent with a previous study [
38].
Streptococcus is composed of several opportunistic pathogens [
43]. The lower
Streptococcus abundance in the colon at the 25 kg BW stage suggests that an impaired redox status in IUGR pigs is independent of the microbial barrier.
Streptococcus is also known as a bioamine producer [
44] and is positively correlated with phenylethylamine and 1,7-heptyldiamine. Lactic acid-producing bacteria
Lactobacillus could degrade lactose into acetate [
45]. However, we found that
Lactobacillus was positively correlated with spermine and tyramine, but had no correlation with SCFAs. Although some bacterial genera were correlated with SCFAs and bioamines, the possible reason might be the microbial interactions, such as resource competition; however, it is still difficult to ensure which microbes related to the production of specific colonic metabolites and warrant further studies [
46].
The SCFAs, especially butyrate, provide 60%−70% of the total energy to the colonic epithelial cells and ∼10% of the daily caloric requirements [
47]. We found that IUGR pigs had lower colonic concentrations of butyrate, valerate, and acetate, which might be related to the decreased SCFAs-producing bacteria, such as
Lactobacillus and
unclassified_Lachnospiraceae. Moreover, Spearman’s correlation result revealed a positive correlation between acetate and valerate with
Lactobacillus and
unclassified_Lachnospiraceae in the colon. Based on these findings, we postulated that decreased SCFA levels in IUGR pigs might lead to a reduced energy source from the colonic SCFAs. The lower fermentation energy combined with those mentioned earlier destroyed intestinal physiological status; thereby, IUGR affected the growth performance of pigs in our previous study [
14].
The increased colonic bioamines (such as cadaverine and putrescine), phenol, and skatole are toxic to gut health and cause diarrhea in pigs [
48]. Our findings showed that colonic cadaverine concentration was increased in the IUGR pigs at the 25 kg BW stage. Moreover, colonic putrescine concentration at the 50 and 100 kg BW stages and cadaverine concentration at the 100 kg BW stage were lower in the IUGR pigs. The gastrointestinal dysfunction of IUGR pigs might explain this discrepancy. Oxidative stress resulting from bioamine catabolism is considered to damage DNA and proteins [
49]. IUGR pigs had a higher gene function related to the cancer pathway at the 25 kg BW stage, suggesting that IUGR may lead to impairment in colonic epithelial cells at the early growth stage. The enriched cancer pathway might be related to the excessive bioamine concentrations in the colon of IUGR pigs.
Identification and quantification of compounds in the metabolome can be used to define the metabolic changes associated with physiological differences and external disturbances [
50]. In the present study, the most enriched differential metabolites included lipids and lipid-like molecules, organic acids and derivatives, and organoheterocyclic compounds, which were noteworthy for discussion. IUGR increased 14 differential metabolites from lipids and lipid-like molecules (e.g., sterol, 3-oxooctadecanoic acid, PC, and others), suggesting a potential dysfunction in lipid biosynthesis and metabolism in the colon of IUGR pigs. Specifically, excessive sterols and cholesterol cause cardiovascular disorders (such as hypercholesterolemia) and several congenital diseases [
51]. 3-oxooctadecanoic acid, converted from malonic acid
via the enzyme, is an intermediate in fatty acid biosynthesis. Excessive changes in the plasma PC and/or PE contents and intestinal metabolites are implicated in metabolic disorders, such as insulin resistance and obesity [
52]. It has been reported that IUGR altered several metabolites associated with lipogenesis in fetal [
53], neonatal [
13], and growing pigs [
25]. Previous studies reported that IUGR pigs are most likely to develop metabolic and cardiovascular disorders due to abnormal fat storage and lipid metabolism in adulthood [
25]. Our findings suggest that the excessively higher concentrations of sterols, PC, and PE might be relevant to the risk of cardiovascular disorders in IUGR pigs. In other words, the alterations of these metabolites may contribute to abnormal lipid metabolism in IUGR pigs.
In addition, 9 organoheterocyclic compounds in the colonic contents of IUGR pigs (e.g., pyridoxic acid, adenine, and cytosine) were higher than those in the NBW pigs. 4-pyridoxic acid is the catabolic product of vitamin B
6, which can be further broken down by the gut microbiota
via 4-pyridoxic acid dehydrogenase [
54]. A higher pyridoxic acid concentration might show a lack of this enzyme in IUGR pigs. The concentrations of eight differential metabolites increased in colonic contents of IUGR pigs from organic acids and derivatives (e.g., methionyl-proline and isoleucyl-tryptophan), which are incomplete catabolic dipeptides of protein digestion or proteolysis [
55]. The enrichments of these metabolites in the colonic contents of IUGR pigs indicate a reduction in complete protein breakdown efficiency in the gut. The present study also showed that IUGR pigs had relatively higher incomplete breakdown products (dipeptides) and lower complete breakdown products (amino acids) in the colon, further confirmed by the increased bioamines in the colon at the 100 kg BW stage.
Furthermore, based on metabolic pathway analysis, three differential metabolites (including 12,13-EpOME, phytosphingosine, and choline) enriched the four metabolic pathways related to lipid metabolism at the 25 kg BW stage. The enrichment of these pathways might be associated with abnormal lipid metabolism in IUGR pigs. In the present study, the metabolic changes were paralleled by intestinal microbiota alterations. Moreover, Mogibacteriaceae abundance was positively correlated with choline, N-a-acetyl-L-arginine, O-propanoyl-carnitine, squamolone, and PE (P-16:0/14:0) at the 25 kg BW stage in IUGR pigs, whereas it was negatively correlated with 25 metabolites and pathway enrichment at the 100 kg BW stage in NBW pigs. Furthermore, all of these metabolites were increased in IUGR pigs at the 25 and 100 kg BW stages, and the change trends of these results were consistent. Collectively, the turbulence of colonic microbial community and metabolic homeostasis could be a main underlying factor leading to the stunted growth performance of IUGR pigs during the growing-finishing stage.
Figure 1.
Effects of intrauterine growth restriction (IUGR) on plasma redox status in growing-finishing pigs (n = 10). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the plasma samples obtained from the pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight. GSH, glutathione; MDA, malondialdehyde; SOD, superoxide dismutase; T-AOC, total antioxidant capacity.
Figure 1.
Effects of intrauterine growth restriction (IUGR) on plasma redox status in growing-finishing pigs (n = 10). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the plasma samples obtained from the pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight. GSH, glutathione; MDA, malondialdehyde; SOD, superoxide dismutase; T-AOC, total antioxidant capacity.
Figure 2.
Effects of intrauterine growth restriction (IUGR) on the colon mucosal tight junction proteins in growing-finishing pigs (n = 6). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the samples obtained from the colonic mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight. ZO-1, zonula occludens.
Figure 2.
Effects of intrauterine growth restriction (IUGR) on the colon mucosal tight junction proteins in growing-finishing pigs (n = 6). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the samples obtained from the colonic mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight. ZO-1, zonula occludens.
Figure 3.
Effects of intrauterine growth restriction (IUGR) on the levels (A) and relative mRNA expressions (B) of colonic mucosal oxidative status parameters in growing-finishing pigs (n = 10). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the samples obtained from the colon mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight. T-AOC, total antioxidant capacity; MDA, malondialdehyde; SOD, superoxide dismutase; GSH, glutathione; GPX, glutathione peroxidase.
Figure 3.
Effects of intrauterine growth restriction (IUGR) on the levels (A) and relative mRNA expressions (B) of colonic mucosal oxidative status parameters in growing-finishing pigs (n = 10). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the samples obtained from the colon mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight. T-AOC, total antioxidant capacity; MDA, malondialdehyde; SOD, superoxide dismutase; GSH, glutathione; GPX, glutathione peroxidase.
Figure 4.
Effects of intrauterine growth restriction (IUGR) on the levels (A) and relative mRNA expressions (B) of colonic mucosal inflammatory cytokines in growing-finishing pigs (n = 10). * P < 0.05. C25, C50, and C100 represent the samples obtained from the colonic mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight. IL-1β, interleukin-1β; TNF-α, tumor necrosis factor-α.
Figure 4.
Effects of intrauterine growth restriction (IUGR) on the levels (A) and relative mRNA expressions (B) of colonic mucosal inflammatory cytokines in growing-finishing pigs (n = 10). * P < 0.05. C25, C50, and C100 represent the samples obtained from the colonic mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight. IL-1β, interleukin-1β; TNF-α, tumor necrosis factor-α.
Figure 5.
Effects of intrauterine growth restriction (IUGR) on colonic Nrf2/Keap1 signaling pathway in growing-finishing pigs (n = 6). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the samples obtained from the colonic mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight.
Figure 5.
Effects of intrauterine growth restriction (IUGR) on colonic Nrf2/Keap1 signaling pathway in growing-finishing pigs (n = 6). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the samples obtained from the colonic mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight.
Figure 6.
Effects of intrauterine growth restriction (IUGR) on colonic TLR4-NF-κB/ERK signaling pathway in growing-finishing pigs (n = 6). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the samples obtained from the colonic mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight.
Figure 6.
Effects of intrauterine growth restriction (IUGR) on colonic TLR4-NF-κB/ERK signaling pathway in growing-finishing pigs (n = 6). * P < 0.05, ** P < 0.01. C25, C50, and C100 represent the samples obtained from the colonic mucosa of pigs when the normal birth weight (NBW) pigs reached 25, 50, and 100 kg body weight.
Figure 7.
Differences in microbial alpha-diversity in colonic contents between the intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs (A). * P < 0.05. Scatterplots from the principal component analysis (PCA) (B‒D) and partial least square discriminant analysis (PLS-DA) (E‒G) of OTUs are showing the differences in microbial community structures (n = 10). Each symbol represents the colonic microbiota of one pig (●IUGR; ■NBW). C25, C50, and C100 represent the samples obtained from the colon of pigs when the NBW pigs reached 25, 50, and 100 kg body weight.
Figure 7.
Differences in microbial alpha-diversity in colonic contents between the intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs (A). * P < 0.05. Scatterplots from the principal component analysis (PCA) (B‒D) and partial least square discriminant analysis (PLS-DA) (E‒G) of OTUs are showing the differences in microbial community structures (n = 10). Each symbol represents the colonic microbiota of one pig (●IUGR; ■NBW). C25, C50, and C100 represent the samples obtained from the colon of pigs when the NBW pigs reached 25, 50, and 100 kg body weight.
Figure 8.
Colonic microbiota composition of intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs at the 25, 50, and 100 kg body weight (BW) stages at the phylum (A), family (B), and genus (C) levels. The top 20 abundant genera with the proportion of > 0.01 are listed. CI and CN represent the samples obtained from the colon of IUGR pigs and NBW pigs, respectively; 25, 50, and 100 represent 25, 50, and 100 kg BW stages, respectively.
Figure 8.
Colonic microbiota composition of intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs at the 25, 50, and 100 kg body weight (BW) stages at the phylum (A), family (B), and genus (C) levels. The top 20 abundant genera with the proportion of > 0.01 are listed. CI and CN represent the samples obtained from the colon of IUGR pigs and NBW pigs, respectively; 25, 50, and 100 represent 25, 50, and 100 kg BW stages, respectively.
Figure 9.
LEfSe analysis (A) at the genus level (LDA score ≥2) and PICRUSt analysis (level 2) (B) of predictive metagenomics function of colonic microbial community between intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs at the 25, 50, and 100 kg body weight (BW) stages. CI and CN represent samples obtained from the colon of IUGR pigs and NBW pigs, respectively; 25, 50, and 100 represent 25, 50, and 100 kg BW stages, respectively.
Figure 9.
LEfSe analysis (A) at the genus level (LDA score ≥2) and PICRUSt analysis (level 2) (B) of predictive metagenomics function of colonic microbial community between intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs at the 25, 50, and 100 kg body weight (BW) stages. CI and CN represent samples obtained from the colon of IUGR pigs and NBW pigs, respectively; 25, 50, and 100 represent 25, 50, and 100 kg BW stages, respectively.
Figure 10.
Correlations between colonic SCFAs, indole, skatole, and bioamines concentrations and the relative abundances of microbial genera at the 25 (A), 50 (B), and 100 (C) kg body weight (BW) stages. Cells are colored based upon the Spearman’s correlation coefficient between the microbial genera and colonic metabolites. The red, blue, and white represent significant positive correlations, negative correlations, and no significant correlation, respectively. * P < 0.05.
Figure 10.
Correlations between colonic SCFAs, indole, skatole, and bioamines concentrations and the relative abundances of microbial genera at the 25 (A), 50 (B), and 100 (C) kg body weight (BW) stages. Cells are colored based upon the Spearman’s correlation coefficient between the microbial genera and colonic metabolites. The red, blue, and white represent significant positive correlations, negative correlations, and no significant correlation, respectively. * P < 0.05.
Figure 11.
Score plots of principal component analysis (PCA) (A‒F) and orthogonal partial least square discriminant analysis (OPLS-DA) (G‒L) model derived from the UPLC–(+) ESI–MS/MS data of colonic metabolites of intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs at the 25, 50, and 100 kg body weight (BW) stages. A, B, and C represent PCA in ESI+ at the 25, 50, and 100 kg BW stages, respectively; D, E, and F represent PCA in ESI– at the 25, 50, and 100 kg BW stages, respectively; G, H, and I represent OPLS-DA in ESI+ at the 25, 50, and 100 kg BW stages, respectively; J, K, and L represent OPLD-DA in ESI– at the 25, 50, and 100 kg BW stages, respectively.
Figure 11.
Score plots of principal component analysis (PCA) (A‒F) and orthogonal partial least square discriminant analysis (OPLS-DA) (G‒L) model derived from the UPLC–(+) ESI–MS/MS data of colonic metabolites of intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs at the 25, 50, and 100 kg body weight (BW) stages. A, B, and C represent PCA in ESI+ at the 25, 50, and 100 kg BW stages, respectively; D, E, and F represent PCA in ESI– at the 25, 50, and 100 kg BW stages, respectively; G, H, and I represent OPLS-DA in ESI+ at the 25, 50, and 100 kg BW stages, respectively; J, K, and L represent OPLD-DA in ESI– at the 25, 50, and 100 kg BW stages, respectively.
Figure 12.
Pathway analysis of the colonic metabolites in the intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs at the 25 (A) and 100 (B) kg body weight (BW) stages. The X-axis represents the impact factors of the pathway in topological analysis, and the Y-axis represents the P-value in pathway enrichment.
Figure 12.
Pathway analysis of the colonic metabolites in the intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs at the 25 (A) and 100 (B) kg body weight (BW) stages. The X-axis represents the impact factors of the pathway in topological analysis, and the Y-axis represents the P-value in pathway enrichment.
Figure 13.
Spearman correlation analysis of differential microbial genera and potential differential metabolites (fold change > 1.5 or < 1.0, VIP > 1.0) at the 25 (A), 50 (B), and 100 (C) kg body weight stages. * indicates significant correlations between intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs; the red color represents a positive correlation, and the blue color represents a negative correlation.
Figure 13.
Spearman correlation analysis of differential microbial genera and potential differential metabolites (fold change > 1.5 or < 1.0, VIP > 1.0) at the 25 (A), 50 (B), and 100 (C) kg body weight stages. * indicates significant correlations between intrauterine growth restriction (IUGR) pigs and normal birth weight (NBW) pigs; the red color represents a positive correlation, and the blue color represents a negative correlation.
Table 1.
Effects of IUGR on plasma biochemical parameters in growing-finishing pigs.
Table 1.
Effects of IUGR on plasma biochemical parameters in growing-finishing pigs.
Items |
25 kg BW stage |
50 kg BW stage |
100 kg BW stage |
NBW |
IUGR |
NBW |
IUGR |
NBW |
IUGR |
ALB (g/L) |
34.33±1.07 |
33.80±1.46 |
41.33±1.32 |
35.63±1.38* |
52.39±0.89 |
47.74±1.54* |
AMM (mol/L) |
171.90±15.90 |
157.13±3.93 |
164.17±22.40 |
234.97±23.29* |
159.02±17.19 |
206±23.63 |
ALT (U/L) |
41.00±1.90 |
45.66±2.05 |
31.42±1.68 |
37.66±1.48* |
41.42±2.01 |
38.77±2.05 |
AST (U/L) |
68.29±4.09 |
80.71±5.22 |
65.50±4.63 |
73.33±5.79 |
63.92±4.94 |
75.64±13.31 |
ALP (U/L) |
256.00±7.74 |
298.86±3.94* |
170.42±8.83 |
177.25±9.86 |
138.08±7.62 |
138.82±7.30 |
CHO (mmol/L) |
2.60±0.02 |
2.37±0.12 |
2.26±0.06 |
2.48±0.10* |
2.48±0.07 |
2.58±0.05 |
CHE (g/L) |
600.00±27.93 |
598.57±21.76 |
717.67±27.08 |
630.42±23.26* |
585.17±26.63 |
606.27±34.66 |
GLB (g/L) |
21.60±1.17 |
21.91±0.95 |
26.53±1.33 |
28.46±1.96 |
26.36±2.10 |
25.26±2.03 |
GLU (mmol/L) |
6.60±0.10 |
4.94±0.20* |
6.17±0.24 |
5.33±0.29* |
5.83±0.30 |
5.80±0.71 |
HDL-C (mmol/L) |
0.94±0.03 |
1.05±0.05 |
0.93±0.04 |
0.98±0.04 |
1.15±0.06 |
1.07±0.05 |
LDL-C (mmol/L) |
1.42±0.01 |
1.50±0.07 |
1.17±0.05 |
1.20±0.06 |
1.36±0.04 |
1.41±0.04 |
TG (mmol/L) |
0.53±0.01 |
0.57±0.01 |
0.46±0.03 |
0.57±0.04* |
0.61±0.05 |
0.67±0.07 |
TP (g/L) |
55.93±1.63 |
55.71±0.71 |
67.86±1.19 |
64.09±0.94* |
78.75±1.87 |
73.00±1.89* |
UN (mmol/L) |
2.34±0.21 |
2.03±0.09 |
4.28±0.34 |
3.72±0.36 |
6.64±0.34 |
7.65±0.30* |
Table 2.
Effects of IUGR on the relative abundances of colonic microbiota communities in growing-finishing pigs.
Table 2.
Effects of IUGR on the relative abundances of colonic microbiota communities in growing-finishing pigs.
Items, (%) |
25 kg BW stage |
50 kg BW stage |
100 kg BW stage |
NBW |
IUGR |
NBW |
IUGR |
NBW |
IUGR |
Firmicutes |
86.11±2.74 |
78.93±4.38 |
84.89±5.49 |
92.35±1.51 |
91.41±1.49 |
95.87±0.66* |
Bacteroidetes |
9.38±2.35 |
17.47±4.21 |
13.70±0.05 |
5.22±0.61 |
4.45±1.49 |
2.89±0.62 |
F/B |
13.58±3.53 |
6.21±1.72* |
19.14±3.14 |
40.79±6.35 |
37.57±6.58 |
35.50±5.45 |
Lactobacillaceae |
27.25±4.28 |
64.74±8.50* |
53.39±6.48 |
55.18±7.46 |
22.63±3.86 |
27.45±4.83 |
Streptococcus |
32.23±5.62 |
16.82±3.71* |
7.54±0.04 |
6.99±0.03 |
18.45±2.54 |
17.98±3.55 |
Lactobacillus |
21.23±2.67 |
20.56±2.54 |
53.39±4.75 |
55.18±5.45 |
26.86±3.30 |
22.34±3.42 |
unclassified_Lachnospiraceae
|
1.60±0.25 |
2.27±0.47 |
3.62±0.08 |
6.99±0.18 |
25.21±4.35 |
16.27±3.68 |
Table 3.
Effects of IUGR on colonic short-chain fatty acids concentration in growing-finishing pigs.
Table 3.
Effects of IUGR on colonic short-chain fatty acids concentration in growing-finishing pigs.
Items, (mg/g) |
25 kg BW stage |
50 kg BW stage |
100 kg BW stage |
NBW |
IUGR |
NBW |
IUGR |
NBW |
IUGR |
Acetate |
3.29±0.08 |
3.21±0.32 |
4.79±0.27 |
4.66±0.24 |
5.12±0.17 |
4.40±0.17* |
Propionate |
1.49±0.03 |
1.47±0.19 |
1.81±0.08 |
1.70±0.10 |
1.81±0.16 |
1.75±0.14 |
Isobutyrate |
0.19±0.02 |
0.14±0.01* |
0.20±0.04 |
0.23±0.03 |
0.28±0.02 |
0.19±0.02* |
Butyrate |
1.11±0.06 |
0.90±0.07* |
1.57±0.13 |
1.19±0.11* |
1.22±0.09 |
1.20±0.14 |
Isovalerate |
0.30±0.03 |
0.22±0.02* |
0.34±0.08 |
0.37±0.05 |
0.48±0.04 |
0.33±0.04* |
Valerate |
0.28±0.04 |
0.25±0.03 |
0.51±0.06 |
0.29±0.03* |
0.31±0.01 |
0.28±0.04 |
SCFAs |
6.17±0.11 |
5.84±0.52 |
8.50±0.36 |
7.99±0.39 |
8.20±0.42 |
7.79±0.41 |
BCFAs |
0.49±0.04 |
0.36±0.02* |
0.54±0.12 |
0.61±0.08 |
0.76±0.06 |
0.52±0.06* |
Total SCFAs |
6.62±0.12 |
6.20±0.53 |
9.04±0.46 |
8.60±0.45 |
8.96±0.39 |
8.39±0.44 |
Table 4.
Effects of IUGR on colonic indole, skatole, and bioamine concentrations in growing-finishing pigs.
Table 4.
Effects of IUGR on colonic indole, skatole, and bioamine concentrations in growing-finishing pigs.
Items, (mg/g) |
25 kg BW stage |
50 kg BW stage |
100 kg BW stage |
NBW |
IUGR |
NBW |
IUGR |
NBW |
IUGR |
1,7-heptyl diamine |
0.22±0.07 |
0.11±0.01 |
0.14±0.03 |
0.11±0.02 |
0.16±0.06 |
0.08±0.01 |
Cadaverine |
3.65±0.70 |
6.65±0.53* |
2.96±0.91 |
2.44±0.84 |
1.46±0.22 |
0.72±0.18* |
Indole |
4.58±1.31 |
6.56±2.43 |
7.18±1.52 |
2.41±0.59* |
11.15±1.28 |
7.24±0.92* |
Phenylethylamine |
0.13±0.04 |
0.09±0.03 |
0.10±0.02 |
0.08±0.02 |
0.10±0.04 |
0.04±0.01 |
Putrescine |
2.46±0.41 |
2.62±0.36 |
4.00±0.67 |
2.03±0.40* |
1.36±0.23 |
0.69±0.16* |
Skatole |
13.20±3.20 |
10.97±2.3 |
18.21±2.16 |
17.63±4.55 |
18.08±3.44 |
21.29±5.81 |
Spermidine |
3.33±0.74 |
2.29±0.27 |
2.60±0.41 |
2.34±0.35 |
1.50±0.22 |
1.24±0.15 |
Spermine |
0.53±0.12 |
0.47±0.08 |
0.47±0.07 |
0.37±0.04 |
0.18±0.02 |
0.16±0.02 |
Tryptamine |
1.03±0.22 |
0.37±0.12 |
0.41±0.12 |
0.24±0.06 |
0.23±0.06 |
0.16±0.05 |
Tyramine |
1.56±0.32 |
1.54±0.31 |
0.48±0.17 |
0.58±0.19 |
1.13±0.33 |
0.74±0.19 |
Total bioamine |
13.85±2.72 |
13.81±1.22 |
11.50±1.71 |
8.70±1.82 |
5.95±1.04 |
3.61±0.49 |
Table 5.
Metabolic pathways and significantly differential metabolite markers between IUGR and NBW pigs during the growing-finishing stage.
Table 5.
Metabolic pathways and significantly differential metabolite markers between IUGR and NBW pigs during the growing-finishing stage.
Pathways |
P-values |
Impact |
Matched significantly differential metabolites |
25 kg BW stage |
|
Linoleic acid metabolism |
0.011 |
0 |
12,13-EpOME |
Sphingolipid metabolism |
0.045 |
0 |
Phytosphingosine |
Glycerophospholipid metabolism |
0.061 |
0.024 |
Choline |
Glycine, serine, and threonine metabolism |
0.067 |
0 |
Choline |
100 kg BW stage |
|
|
|
Purine metabolism |
0.001 |
0.027 |
Deoxyadenosine; guanine; Deoxyguanosine; guanosine; adenine |
Pyrimidine metabolism |
0.065 |
0.010 |
Deoxycytidine; 3-aminoisobutanoic acid |
Vitamin B6 metabolism |
0.099 |
0 |
4-pyridoxic acid |
Pentose phosphate pathway |
0.198 |
0 |
Deoxyribose |