Abstract
Microbial fermented feed is an important part of feed industry, while little research has focused on the solid-state fermentation of complete feed. Herein, the purpose of the present study was to investigate the effects of fermented complete feed (FCF) on the growth performance, biochemical profile, carcass traits, meat proximate composition, meat amino acid and fatty acid profile, and gut microbiome composition of finishing pigs, thereby providing references for the application of FCF in animal production. Twenty Duroc × Landrace × Yorkshire pigs with an average body weight (BW) of 48.74 ± 1.49 kg were divided randomly into control group (pigs received a basal diet, CN, n = 10) and FCF group (pigs fed with FCF, n = 10). The experiment lasted for 60 days. FCF improved the growth performance, which was indicated by a significantly increased final BW, average daily gain and average daily feed intake, and a significantly decreased feed-to-gain ratio. FCF improved biochemical profile, which was indicated by a higher alkaline phosphatase, glucose, immunoglobulin G, immunoglobulin M, superoxide dismutase, and total antioxidant capacity content. Pigs that received FCF had better carcass traits and meat quality than did pigs that received basal diet, which was indicated by a higher carcass length, crude protein content, lysine content, Glu content, C18:ln9c, C18:2n6c, C20:4n6, and unsaturated fatty acid content and a lower average back-fat thickness, C18:0, and saturated fatty acids. FCF significantly reduced the relative abundances of presumably pathogenic bacteria of phylum Proteobacteria and genus Escherichia–Shigella and enhanced the relative abundances of likely beneficial bacteria of phylum Firmicutes and genus Clostridium. In summary, FCF had a certain effect on the improvement of growth performance, serum biochemical profile, carcass traits, meat proximate composition, amino acid and fatty acid profile, and gut microbiome composition of finishing pigs.
Keywords: fermented complete feed, finishing pigs, carcass traits, meat quality, gut microbiome, amino acid, fatty acid
Introduction
Nowadays, the researches of antibiotic substitutes, such as probiotics (1), antimicrobial peptides (2), Chinese herbal medicine additives (3), plant-derived phytochemicals (4), functional amino acids (AAs) (5), organic acids (6), and other functional additives (7, 8) without potential threats have become a hot issue in the field of animal nutrition. Microbial fermented feed (MFF), including liquid fermentation feed and solid-state fermentation feed, is an important part of feed industry, which has become an effective strategy to reduce or no use of antibiotics in animal feed (9). Previous studies have demonstrated that MFF not only can improve growth performance, but also can improve animal health (9–11). For example, Chen et al. (10) reported that Landes geese fed with fermented liquid feed had a positive effect on growth performance, relative organ weight, intestinal microflora, and organ antioxidant status. However, previous studies were mainly focused on the liquid fermentation feed (10, 12) and solid-state fermentation of single feed ingredients, such as cottonseed meal (13), soybean meal (14), and cassava residue (15); little research has focused on the solid-state fermentation of complete feed, especially the effect of fermented complete feed (FCF) on growth performance, and intestinal microbiome composition of pigs has not been investigated in detail.
At present, because of the excessive attention to the breeding of growth rate, back-fat thickness, and lean meat percentage in the long-term breeding process, the quality of pork has been declining. Thus, improving meat quality by means of nutrition is a current hot topic in animal research. Previous studies have found that many strategies can improve meat quality (16–18). Among them, nutritional strategies are an effective way to improve meat quality. For example, Ornaghi et al. (19) reported that beef cattle fed with a mixture of natural additives significantly influenced the pH, shear force, tenderness, and lipid oxidation of meat. Cheng et al. (20) reported that intrauterine growth–retarded pigs fed with resveratrol could improve meat quality, muscular antioxidant capacity, lipid metabolism, and fiber-type composition of meat. MFF as an important part of feed industry can also improve meat quality. Zhu et al. (21) showed that pigs fed with a mixture diet containing 80% basal diet and 20% fermented feed can increase the meat color and tenderness of longissimus dorsi and improve the meat quality of finishing pigs. However, the effect of FCF on meat quality of pigs has not been investigated in detail. Therefore, the present study aimed to study the effects of FCF on growth performance, biochemical profile, carcass traits, meat proximate composition, AA and fatty acid profile, and gut microbiome composition of finishing pigs, thereby providing references for the application of FCF in animal production.
Materials and Methods
The Preparation of FCF
The basal diet was prepared according to the feeding standard of swine (NY/T 65-2004) to meet the nutrient requirement for finishing pigs (Table 1). The solid-state fermentation process was as follows: Lactobacillus plantarum, Candida utilis, Bacillus subtilis, and Aspergillus niger were selected as the starting strains, and the regeneration and propagation were carried out under the corresponding medium and culture conditions. When L. plantarum and B. subtilis content reached 1 × 108 colony-forming units (CFU)/g (1–2 days), the C. utilis content reached 1 × 108 CFU/g (3–5 days), and A. niger content reached 1 × 107 CFU/g (3–5 days), the fermentation microbial liquid was mixed with a volume ratio of L. plantarum: C. utilis: B. subtilis: A. niger = 1:3:3:2. The basal diet with a moisture content of 30% was inoculated with 0.5% of fermentation microbial liquid and anaerobic fermented at 24°C to 34°C for 72 h. After fermentation, crude protein (CP, 16.92%), crude fiber (CF, 3.27%), L. plantarum (1.5 × 108 CFU/g), C. utilis (2.1 × 106 CFU/g), and B. subtilis (3.0 × 108 CFU/g) contents were measured.
Table 1.
Ingredient | Content (%) | Nutrient levelsb | Content (%) |
---|---|---|---|
Corn | 76.3 | Digestible energy, MJ/kg | 14.26 |
Soybean meal | 16.5 | Crude protein | 15.89 |
Soybean oil | 0.56 | Crude fiber | 3.45 |
Corn starch | 2.44 | Crude fat | 5.94 |
CaHPO4 | 0.65 | Calcium | 0.62 |
Calcium carbonate | 1.08 | Total phosphorus | 0.42 |
Sodium chloride | 0.43 | Available phosphorus | 0.20 |
Lysine | 0.16 | ||
Premixa | 1.75 | ||
Total | 100 |
Premix for 1 kg of complete diet contained Cu as copper sulfate, 10 mg; Fe as iron sulfate, 100 mg; Se as sodium selenite, 0.30 mg; Zn as zinc oxide, 100 mg; Mn as manganese oxide, 10 mg; vitamin D 3, 386 IU; vitamin A as retinyl acetate, 3,086 IU; vitamin E as d-tocopherol, 15.4 IU; vitamin K as menadione sodium bisulfate, 2.3 mg; vitamin B2, 3.9 mg; calcium pantothenate, 15.4 mg; niacin, 23 mg; vitamin B12, 15.4 mg.
DE was a calculated value. The other nutrient levels were measured values.
Animals and Experimental Design
Twenty Duroc× Landrace× Yorkshire pigs with an average body weight (BW) of 48.74 ± 1.49 kg were purchased from Shanxi ShouKang Farming Cooperatives (Taiyuan, China) and were divided randomly into control group (pigs received a basal diet, CN) and FCF group (pigs received FCF). Each treatment contains 10 replicates. For simplicity of operation, the same basic diet was used throughout the trial period. Of course, in the actual production, we would not use only one type of feed, which cannot cover adequately the nutritional requirements of each growth phase. All pigs were individually housed in stainless steel cages equipped with a feeder and a nipple drinker, and all pigs were fed three times per day and had ad libitum access to water (22). The room lighting was natural, and the room temperature was maintained at an ambient temperature range of 25–28°C. The experiment lasted for 60 days.
Pigs were weighed at the first day and the last day of the experiment, and the initial BW and final BW of pigs were recorded, to calculate the average daily gain (ADG) of pigs. The feed consumption was recorded weekly to calculate the average daily feed intake (ADFI) of pigs. Feed-to-gain (F/G) ratio was calculated by ADG and ADFI, where F/G ratio = ADFI/ADG.
Sample Collection
At the end of the feeding trial, the diet was removed 12 h before slaughter. All pigs were anesthetized with an injection of sodium pentobarbital (50 mg kg−1 BW), and then 10 mL of blood was collected aseptically in tubes from the jugular vein. After blood collection, all pigs were killed by exsanguinations. Serum samples were separated from the blood after centrifugation at 3,000 g for 10 min at 4°C and stored at −20°C for serum biochemical indices and antioxidant indices measurement (n = 10). Jejunum and cecum digesta samples were collected from the middle jejunum and cecum and then immediately frozen in liquid nitrogen and stored at −80°C for microbiota analysis (n = 3). After the removal of the head, feet, tail, and internal organs, the carcass was weighed to determine carcass yield (dividing the carcass weight by live BW) and then bisected laterally into two parts. The carcass weight, dressing percentage, and back-fat thickness were evaluated following the Chinese Agriculture Industry Standard (NY-T825-2004). The left side of the carcass was cut between the 4th and 5th ribs, the 11th and 12th ribs, and the last rib and first lumbar vertebrae to measure the back-fat thickness (n = 10), and the longissimus dorsi muscle (LDM) area was measured between the 12th and 13th ribs (n = 10). LDM tissues with subcutaneous fat removed were collected from the right side of each carcass and stored at −20°C for the analysis of CP, crude fat, AA, and fatty acid composition (n = 10).
Serum Biochemical Profile Detection
Serum biochemical indices, including alanine aminotransferase (ALT), aspartate aminotransferase (AST), alkaline phosphatase (ALP), total protein (TP), albumin (ALB), globulin (GLO), urea, glucose (GLU), total cholesterol (TC), triglyceride (TG), immunoglobulin A (IgA), immunoglobulin G (IgG), and immunoglobulin M (IgM) were determined with automatic blood analyzer (Mindray BS-420) in accordance with the manufacturer's instructions (Shenzhen Mindray Bio-Medical Electronics Co., Ltd., Shenzhen, China).
Serum Antioxidant Property
Serum antioxidant indices, including superoxide dismutase (SOD), total antioxidant capacity (T-AOC), malonaldehyde (MDA), were measured used SOD assay kit (A001-3), T-AOC assay kit (A015-1), and MDA assay kit (A003-2), respectively (Nanjing Jiancheng Bioengineering Institute, Nanjing, China) according to the instructions of the manufacturer.
Assessment of Meat Quality
Meat quality was assessed by determining pH and drip loss of the LDM. A piece of LDM was used to determine drip loss as previously described (23). The remaining section of LDM was used to determine pH at 45 min (pH45 min) and 24 h (pH24 h) by inserting the electrode into the core of the muscle parallel to the muscle fibers using a handheld pH meter (Russell CD700, Russell pH Ltd., Germany).
Proximate Composition of Skeletal Muscle
Muscle samples were cut into slices, dried in a vacuum-freeze dryer, and then ground into powder. The crude protein, crude fat, and AA and fatty acid content were determined according to AOAC (24). The AA profiles were analyzed using an automatic AA analyzer (L-8800; Hitachi, Tokyo, Japan) according to the manufacturer's instructions, and the contents of AA were expressed as mg/g wet tissue. The fatty acid profiles were analyzed using an automatic fatty acid analyzer (Shimadzu GC-2010 plus, Japan) according to the manufacturer's instructions.
DNA Extraction, 16s Ribosomal RNA Amplicon, and Sequencing
Total genome DNA from jejunum digesta and cecum digesta was extracted using QIAamp DNA Stool Mini Kit (Qiagen GmbH, Hilden, Germany) following the manufacturer's instructions. The extracted genomic DNA concentration and purity were determined using a NanoDrop 2000 UV-vis spectrophotometer (Thermo Fisher Scientific, Waltham, MA, USA), and the DNA integrity was checked using 1% agarose gel electrophoresis. Illumina MiSeq sequencing and bioinformatics analyses were performed by a commercial company (Biomarker, Beijing, China). The V3–V4 region of the bacterial 16S rRNA gene was amplified to define the bacterial composition and abundance by PCR using bacterial universal primers. The PCR amplicon products were separated on 2% agarose gels, purified, pooled at equimolar concentrations, and paired-end sequenced on an Illumina MiSeq platform according to the standard methods.
Microbiome Analysis
High-quality sequences were uploaded to QIIME (version 1.7.0) for further study. FLASH (v1.2.7) was used to splice reads of each sample through overlap to obtain splicing sequence (Raw Tags), Trimmomatic (v0.33) was used in the Raw Tags to get “clean tags,” and UCHIME software (v4.2) was used to identify and remove chimera sequences to obtain the final valid data (effective tags). Then, effective tags were clustered into operational taxonomic units (OTUs) using UCLUST in QIIME (version 1.7.0) at 97% sequence identity. The OTUs were annotated based on Silva (bacteria) and UNITE (fungi) taxonomy databases. Then, the microbiome composition of each sample was calculated at each level (phylum, class, order, family, genus, and species), and QIIME software was used to generate species abundance tables at different classification levels. Alpha diversity (ACE index, Chao1 index, Shannon index, and Simpson index) was calculated by Mothur (v1.30) software. The linear discriminant analysis effect size (LEfSe) analysis was conducted by LEfSe software.
Statistical Analysis
Serum biochemical indices, carcass traits, meat quality, meat AA and fatty acid composition were subjected to the unpaired t-test using SPSS 21.0 software (SPSS, Inc., Chicago, IL, USA). The data are presented as the means ± SE (standard error). The alpha diversity indices, relative species abundances, and overall composition (at phyla and genera levels) of gut microbial communities were analyzed using the Kruskal–Wallis test. LEfSe was used to identify different taxa microbes among lines using default parameters. p < 0.05 was taken to indicate statistical significance.
Results
Growth Performance
The effects of FCF on the growth performance of pigs are presented in Table 2. It showed that pigs fed with FCF had a significant effect on growth performance, which was indicated by significantly (p < 0.05) increased final BW, ADG, and ADFI and significantly (p < 0.05) decreased of F/G ratio in FCF group.
Table 2.
Item | CN | FCF | P value |
---|---|---|---|
Initial body weight (kg) | 48.52, 1.53 | 48.97, 1.34 | 0.327 |
Final body weight (kg) | 100.34, 4.48 | 104.56, 7.76 | 0.031 |
ADG (kg/d) | 0.86, 0.05 | 0.93, 0.01 | 0.045 |
ADFI (kg/d) | 2.72, 0.11 | 2.85, 0.21 | 0.028 |
F/G ratio | 3.16, 0.15 | 3.06, 0.19 | 0.037 |
Values are expressed as means ± SE, n = 10; CN, control group (pigs received a basal diet); FCF, fermented complete feed group (pigs received fermented complete feed).
Serum Biochemical Profile
The effects of pigs fed with FCF on the serum biochemical indices are presented in Table 3. Compared with the CN group (pigs fed with basal diet), the FCF group (pigs fed with FCF) had a higher (p < 0.05) serum ALP, GLU, IgG, and IgM levels.
Table 3.
Item | CN | FCF | P -value |
---|---|---|---|
AST (U/L) | 21.18, 2.28 | 22.78, 3.25 | 0.394 |
ALT (U/L) | 43.18, 2.02 | 45.92, 4.95 | 0.387 |
ALP (U/L) | 98.99, 3.93 | 118.27, 16.27 | 0.033 |
TP (g/L) | 57.79, 5.73 | 63.62, 8.43 | 0.237 |
Albumin (g/L) | 24.26, 2.86 | 26.24, 3.42 | 0.350 |
Globulin (g/L) | 33.53, 6.47 | 37.37, 7.42 | 0.536 |
Urea (mmol/L) | 6.25, 0.45 | 5.57, 0.42 | 0.370 |
Glucose (mmol/L) | 4.72, 0.37 | 5.37, 0.46 | 0.041 |
Cholesterol (mmol/L) | 2.28, 0.13 | 2.06, 0.20 | 0.072 |
Triglyceride (mmol/L) | 0.62, 0.07 | 0.70, 0.10 | 0.217 |
IgA (g/L) | 1.33, 0.03 | 1.36, 0.03 | 0.174 |
IgG (g/L) | 19.57, 0.42 | 20.34, 0.44 | 0.021 |
IgM (g/L) | 2.36, 0.09 | 2.49, 0.06 | 0.018 |
Values are expressed as means ± SE, n = 10. CN, control group (pigs received a basal diet); FCF, fermented complete feed group (pigs received fermented complete feed); AST, aspartate aminotransferase; ALT, alanine aminotransferase; ALP, alkaline phosphatase; TP, total protein; IgA, immunoglobulin A; IgG, immunoglobulin G; IgM, immunoglobulin M.
Serum Antioxidant Property
The effects of FCF on serum antioxidant property are presented in Table 4. Compared with the CN group, the pigs fed with FCF had a higher (p < 0.05) serum SOD and T-AOC levels. But there was no difference about MDA between the CN and FCF groups.
Table 4.
Item | CN | FCF | P- value |
---|---|---|---|
SOD (U/mL) | 42.40, 2.69 | 46.39, 1.67 | 0.023 |
T-AOC (U/mL) | 11.64, 0.64 | 13.85, 1.65 | 0.024 |
MDA (nmol/mL) | 5.45, 0.44 | 4.96, 0.62 | 0.180 |
Values are expressed as means ± SE, n = 10. CN, control group (pigs received a basal diet); FCF, fermented complete feed group (pigs received fermented complete feed); SOD, superoxide dismutase; T-AOC, total antioxidant capacity; MDA, malonaldehyde.
Carcass Traits
The effects of FCF on carcass traits of pigs are shown in Table 5. Compared with the CN group, pigs that received FCF had significantly (p < 0.05) increased carcass length (129.83 vs. 129.33 cm) and significantly (p < 0.05) decreased average back-fat thickness (3.62 vs. 3.68 cm). Although no statistically significant differences (P > 0.05) were observed in carcass weight, slaughter rate, and loin eye area between the CN and FCF groups.
Table 5.
Items | CN | FCF | P- value |
---|---|---|---|
Carcass weight (kg) | 94.80, 0.64 | 95.10, 1.134 | 0.341 |
Slaughter rate (%) | 72.59, 1.31 | 73.10, 1.87 | 0.265 |
Carcass length (cm) | 128.33, 0.33 | 129.83, 1.74 | 0.025 |
Average back-fat thickness (cm) | 3.68, 0.06 | 3.62, 0.07 | 0.036 |
Loin eye area (cm2) | 43.2, 2.14 | 44.6, 0.89 | 0.487 |
Values are expressed as means ± SE, n = 10. CN, control group (pigs received a basal diet); FCF, fermented complete feed group (pigs received fermented complete feed).
Meat Quality
The effects of the FCF on meat quality of pigs are presented in Table 6. It showed that pigs fed with FCF had a higher (p < 0.05) crude protein content (22.37 vs. 21.67%) compared with pigs fed with basal diet. However, there was no significant difference in drip loss, pH45 min, pH24 h, and fat in LDM between CN and FCF groups.
Table 6.
Items | CN | FCF | P value |
---|---|---|---|
Drip loss (%) | 2.20, 0.05 | 2.21, 0.06 | 0.524 |
pH45min | 6.67, 0.03 | 6.73, 0.01 | 0.451 |
pH24h | 6.12, 0.14 | 6.24, 0.21 | 0.214 |
Crude protein (%) | 21.67, 0.39 | 22.37, 0.59 | 0.024 |
Fat (%) | 4.94, 1.12 | 5.06, 0.20 | 0.651 |
Values are expressed as means ± SE, n = 10. CN, control group (pigs received a basal diet); FCF, fermented complete feed group (pigs received fermented complete feed).
Meat Amino Acid Composition
The effects of the FCF on AA contents of LDM are presented in Table 7. Pigs that received FCF had a higher (p < 0.05) Lys content (1.86 vs. 1.74%) and Glu content (3.94 vs. 3.53%) compared with pigs fed with basal diet, whereas there was no difference of other AAs between the two groups.
Table 7.
Amino acids | CN | FCF | P -value |
---|---|---|---|
Asp | 2.04, 0.07 | 2.14, 0.14 | 0.851 |
Glu | 3.53, 0.11 | 3.94, 0.32 | 0.035 |
Cys | 0.45, 0.02 | 0.47, 0.01 | 0.115 |
Ser | 0.81, 0.02 | 0.89, 0.05 | 0.403 |
Gly | 0.89, 0.04 | 0.90, 0.02 | 0.816 |
His | 1.32, 0.04 | 1.39, 0.06 | 0.410 |
Arg | 1.50, 0.03 | 1.60, 0.09 | 0.254 |
Thr | 0.94, 0.02 | 1.02, 0.06 | 0.265 |
Ala | 1.13, 0.03 | 1.21, 0.06 | 0.484 |
Pro | 0.82, 0.03 | 0.86, 0.03 | 0.726 |
Tyr | 0.84, 0.01 | 0.94, 0.05 | 0.541 |
Val | 1.12, 0.03 | 1.18, 0.06 | 0.321 |
Met | 0.94, 0.03 | 1.02, 0.06 | 0.587 |
Ile | 0.87, 0.04 | 0.92, 0.09 | 0.306 |
Leu | 1.58, 0.05 | 1.69, 0.14 | 0.124 |
Phe | 0.68, 0.03 | 0.71, 0.08 | 0.166 |
Lys | 1.74, 0.06 | 1.86, 0.17 | 0.024 |
EAA | 7.93, 0.26 | 8.19, 0.66 | 0.656 |
FAA | 7.59, 0.19 | 8.16, 0.53 | 0.381 |
TAA | 21.26, 0.53 | 22.50, 1.47 | 0.135 |
Values are expressed as means ± SE, n = 10. CN, control group (pigs received a basal diet); FCF, fermented complete feed group (pigs received fermented complete feed); EAA, essential amino acid; DAA, delicious amino acid; TAA, total amino acid.
Meat Fatty Acid Composition
The effects of the FCF on fatty acid composition of LDM are presented in Table 8. It showed that pigs that received FCF had a higher (p < 0.05) oleic acid (C18:1n9c, 18.721 vs. 17.791 g/kg), linoleic acid (C18:2n6c, 10.163 vs. 9.664 g/kg), arachidonic acid (C20:4n6, 0.342 vs. 0.306 g/kg), and total unsaturated fatty acids (UFAs, 32.004 g/kg vs. 30.361 g/kg) content, as well as had a lower (p < 0.05) stearic acid (C18:0, 5.720 vs. 6.177 g/kg) and total saturated fatty acids (SFAs) (15.048 vs. 16.245 g/kg) content compared with pigs fed with basal diet.
Table 8.
Fatty-acids | CN | FCF | P -value |
---|---|---|---|
C10:0 | 0.020 ± 0.001 | 0.019 ± 0.001 | 0.587 |
C11:0 | 0.001 ± 0.000 | 0.001 ± 0.000 | 0.894 |
C12:0 | 0.018 ± 0.002 | 0.017 ± 0.002 | 0.482 |
C14:0 | 0.293 ± 0.021 | 0.264 ± 0.028 | 0.368 |
C15:0 | 0.015 ± 0.001 | 0.013 ± 0.001 | 0.209 |
C16:0 | 9.520 ± 0.369 | 8.832 ± 0.507 | 0.158 |
C16:1 | 0.879 ± 0.082 | 0.939 ± 0.090 | 0.215 |
C17:0 | 0.111 ± 0.014 | 0.106 ± 0.011 | 0.551 |
C17:1 | 0.111 ± 0.014 | 0.106 ± 0.011 | 0.365 |
C18:0 | 6.177 ± 0.764 | 5.720 ± 0.137 | 0.047 |
C18:1n9c | 17.791 ± 0.195 | 18.721 ± 0.367 | 0.038 |
C18:1n9t | 1.258 ± 0.022 | 1.320 ± 0.033 | 0.354 |
C18:2n6c | 9.664 ± 0.325 | 10.163 ± 0.520 | 0.024 |
C20:0 | 0.054 ± 0.008 | 0.046 ± 0.003 | 0.469 |
C20:1 | 0.139 ± 0.019 | 0.171 ± 0.026 | 0.356 |
C20:2 | 0.158 ± 0.024 | 0.158 ± 0.019 | 0.547 |
C20:3n3 | 0.072 ± 0.007 | 0.079 ± 0.007 | 0.632 |
C20:3n6 | 0.043 ± 0.006 | 0.053 ± 0.002 | 0.501 |
C20:4n6 | 0.306 ± 0.024 | 0.342 ± 0.026 | 0.015 |
C22:0 | 0.035 ± 0.004 | 0.030 ± 0.005 | 0.250 |
Saturated fatty acids | 16.245 ± 0.403 | 15.048 ± 0.514 | 0.025 |
Monounsaturated fatty acids | 20.117 ± 1.598 | 21.208 ± 1.568 | 0.179 |
Polyunsaturated fatty acids | 10.243 ± 0.975 | 10.796 ± 0.886 | 0.463 |
Unsaturated fatty acids | 30.361 ± 1.643 | 32.004 ± 1.840 | 0.036 |
Values are expressed as means ± SE, n = 10. CN, control group (pigs received a basal diet); FCF, fermented complete feed group (pigs received fermented complete feed).
Gut Microbiota Composition
The effects of the FCF on gut microbiota composition are presented in Figures 1–3. A total of 277,077 raw tags and 236,443 effective tags were obtained from jejunum contents, in which FCF group had a higher (p < 0.05) raw tags and effective tags than that of the CN group (Figure 1A). The cecum contents had 389,458 raw tags and 399,324 effective tags; however, there was no difference between the CN group and the FCF group (Figure 1B). A total of 1,252 OTUs were found in the jejunum contents, but there was no difference between the CN group and the FCF group; 4,264 OTUs were obtained from cecum contents, and FCF had a higher number of OTUs than the CN group in cecum contents (Figure 1C). At the phylum level, top 10 phyla were identified in the samples from the jejunum contents, of which Proteobacteria, Firmicutes, Tenericutes, and Bacteroidetes comprised the dominant community members. It showed that FCF significantly (p < 0.05) increased Firmicutes and Tenericutes abundance, while it significantly (p < 0.05) decreased Proteobacteria abundance in the jejunum (Figure 2A). Bacteroidetes, Firmicutes, Proteobacteria, and Tenericutes comprised the dominant community members in the samples from the cecum contents. FCF significantly (p < 0.05) increased Bacteroidetes and Tenericutes abundance, while it significantly (p < 0.05) decreased Proteobacteria abundance in cecum (Figure 3A). At the genus level, Escherichia–Shigella abundance in jejunum content was significantly (p < 0.05) decreased, and Peptoclostridium, Clostridium_sensu_stricto_1, and Mycoplasma abundance was significantly increased (p < 0.05) after the pigs were fed with FCF (Figure 2B). In cecum content, abundance of Alloprevotella and Escherichia–Shigella in FCF group was significantly (p < 0.05) decreased compared with the CN group, and [Eubacterium]_fissicatena_group was significantly (p < 0.05) increased; there was an increased tendency of bacterium abundance in the FCF group compared with the CN group (Figure 3B).
Microbiota Diversity
Alpha diversity (ACE, Chao1, Shannon, and Simpson index) was calculated to assess the diversity, richness, and phylogenetic diversity of the bacterial community. The results showed that the Shannon index and Simpson index exhibited significant differences (p < 0.05) between the CN and FCF groups; the Chao1 index showed a trend for difference (P = 0.053) in the jejunum content (Figure 4A), whereas in the cecum content, significant differences (p < 0.05) were observed for all alpha diversity values (including ACE, Chao1, Shannon, and Simpson index) between the CN and FCF groups (Figure 4B).
Weighted UniFrac distances were used to estimate overall differences in beta diversity. The principal coordinates analysis (PCoA) plot of the weighted UniFrac distances showed that CN presented a distinct clustering of microbial community structure, whereas the FCF group showed a scattered distribution structure in both jejunum content (Figure 5A) and cecum content (Figure 5B).
The LEfSe was used to identify bacterial biomarkers that were associated with fermented treatment. It showed that in jejunum content, the CN group was associated with the increased relative abundances of Proteobacteria at the phylum level, and Eubacterium_coprostanoligenes_group and Escherichia_Shigella at the genus level, whereas two phyla (Firmicutes, Tenericutes) and five bacterial genus (Clostridium_sensu_stricto_1, Mycoplasma, Campylobacter, Turicibacter, and Streptococcus) were the biomarker in the FCF group (Figure 6A). In the cecum content, the CN group was associated with the increased relative abundances of Proteobacteria at the phylum level, Escherichia_Shigella and Alloprevotella at the genus level, the FCF group was associated with the increased relative abundances of Bacteroidetes at phylum level, and Prevotellaceae_NK3B31_group, Prevotella_9, and Prevotella_1 at the genus level (Figure 6B).
Discussion
MFF has been widely investigated to reduce the use of antibiotic growth promoters in pig production (25, 26). Previous studies had confirmed the growth-promoting effects of fermented liquid feed in pig production (27, 28). However, literature on solid-state FCF is lacking. In the present study, a mixed culture containing Lactobacillus, C. utilis, B. subtilis, and A. niger was used for producing FCF. Previous studies have demonstrated that nutritional components were changed before and after fermentation (29, 30). In the present study, the nutritive values were also changed in a certain extent, for example, the CP content increased to 16.92% (basal feed is 15.89%), and crude fiber decreased to 3.27% (basal feed is 3.45%). The results from the present study showed that the ADG and ADFI were significantly increased after pigs received FCF, and the F/G ratio was significantly decreased compared with pigs fed with basal diet, which consist of, in previous studies, pigs that received fermented liquid feed (27, 28). It indicated that solid-state FCF has potential to be efficient in promoting animal growth without antibiotic use. The reasons of FCF to promote growth performance of pigs in this study may be due to the following characteristics gained from solid-state fermentation. First, A. niger has strong enzyme (cellulase, protease, and amylase)–secreting ability during fermentation (13), after fermentation, the macromolecules were decomposed into small molecules, which improves the palatability and nutrient digestibility of feed. Second, FCF contains Lactobacillus (1.5 × 108 CFU/g), C. utilis (2.1 × 106 CFU/g), and B. subtilis (3.0 × 108 CFU/g), which can function as probiotics to promote growth performance (1, 31, 32).
Evidence shows that serum biochemical parameters reflect comprehensive functions of body organs and nutritional metabolism, which could indirectly response the health status of pigs (33, 34). Serum ALP and GLU index can reflect the growth and health of the animals (35–38). In the present study, pigs fed with FCF had higher ALP, GLU, IgG, IgM, SOD, and T-AOC levels compared with pigs that received basal feed, which demonstrated that FCF has benefit for animal growth, nutrition absorption, and animal health. Similar results have been obtained in other studies using fermented feed (39–41). Health benefit effects of FCF may be related to probiotics contained in fermented feed. Because probiotics such as B. subtilis has earned many benefit claims, including the immune modulation, promotion of nutrients, and digestibility, along with improvements of intestinal health and growth performance in animals (42, 43). Therefore, FCF may be an important nutritional strategy to maintain the health status of pigs.
Microbial fermentation has been recognized as an effective way to improve nutritional composition and decrease the antinutritional effects of feed ingredients (44–46), which had a benefit to improve carcass traits and meat quality. In the present study, the fermented diet significantly increased carcass length and significantly decreased the average back-fat thickness. Similar results were obtained by Qiu et al. (47), who reported that the fermented diet significantly increased the loin eye area and lean mass percentage of finishing pigs. However, the mechanisms underlying this observation remain unknown. The possible reasons of FCF to promote carcass traits may be related to increased AA profile of the feed after fermentation (47), which may play an important role in muscle accretion through increased protein synthesis signaling and suppressed degradation signaling in LDM in finishing pigs (47, 48). The pH value, drip loss, CP content, and fat content are commonly used indices for evaluating meat quality of pork (34, 49, 50). pH is an important indicator of meat quality as it is related to the shelf life, color, and water-holding capacity of the meat (51). In the present study, we found that FCF has no effects on pH value, which indicated that FCF would not affect the shelf life, color, and water-holding capacity of meat. Drip loss reduces meat nutritional value by carrying away some nutrients in exudates and leading to drier and tougher meat and with a worse flavor (49). The results of this study showed that FCF would not cause muscle drip loss, which means that pigs fed with FCF would not affect meat nutritional value. Meat is the main protein source for human beings with high economic value. In the present study, the CP content was increased significantly after the pigs received FCF, which indicated that FCF had a beneficial effect on meat quality. The intramuscular fat content is also an important index for evaluating meat quality and is important for tenderness, succulence, and flavor (34, 50). In the present study, there was no difference of fat content between the CN and FCF groups, which meant that there was no adverse effect on fat content in pork when pigs were fed with FCF. These results likely were because Lactobacillus, C. utilis, and B. subtilis had prebiotic effects on improving pork quality such as pH value, drip loss, CP content and fat content.
The AA profile in pork is important to evaluate meat quality. The type, content, and proportion of AAs in pork are related to meat quality and meat flavor. For example, essential AA (EAA) determines the quality of muscle protein quality, and the delicious AA, such as Ala, Gly, Glu, Asp, and Ser, may affect the delicate flavor of pork (34, 51). In the present study, the higher Lys and Glu content in pork from pigs fed with FCF indicated that FCF could improve meat quality as well as enhance meat flavor. Because Lys is not only an EAA in the human body, but also an important substance to improve the texture and color and enhance the product yield of meat products (52), and Glu is one of the most important AAs, which is the primary flavor molecule and functions in meat freshness and buffering salty and sour tastes (50).
Fatty acids, including monounsaturated fatty acids (MUFAs), polyunsaturated fatty acids (PUFA), and SFA, are directly related to the nutrient value as well as the basis that constitutes the characteristic flavor of meat (53). MUFA comprised the largest proportion of UFA, with C18:1n9c being the most abundant, and this is consistent with the previous studies in pork (54) and cattle (55). C18:1n9 is suggested to be positively associated with the softness of fat, which could improve the sensory quality of meat (55, 56). PUFA plays a regulatory role on human hormone metabolism and the activity of many enzymes and plays a wide range of roles in regulating lipid metabolism, preventing cardiovascular and cerebrovascular diseases, and delaying the decline of immune function (53). C18:2n6c and C20:4n6 are two important PUFA considered good for human health (57). In the present study, the MUFA (C18:1n9c), PUFA (C18:2n6c, C20:4n6), and total UFA in LDM were enhanced by FCF, which indicated that fermented feed can improve the pork quality by increasing the content of UFA. Excessive intake of SFA would increase the risk of cardiovascular diseases and easily cause insulin resistance (58, 59). Thus, SFA can be considered as an important index of pork quality. The present results showed that pigs that received FCF significantly decreased the C18:0 and the total SFA content. These data suggested that FCF could improve the composition of muscle fatty acids by increasing the content of UFA and decreasing the content of SFA, thus improving pork quality. The composition of the fatty acid profile significantly affects the fatty acid composition of the meat (60). Thus, the mechanisms of FCF, which improved fatty acid composition of pork, are likely because the composition of fatty acids in feed was improved after fermentation.
Previous studies have reported the beneficial effects of fermented feed on the swine gut microbiota during different growth states (61–63). Alpha diversity has been considered to be a comprehensive indicator of species richness and evenness (64). In the current study, the ACE index, Chao1 index, Shannon index, and Simpson index were calculated to assess the diversity, richness, and phylogenetic diversity of the bacterial community of jejunum and cecum content. The results showed that FCF significantly increased the Shannon index and Simpson index in jejunum and significantly increased the ACE index, Chao1 index, Shannon index, and Simpson index in cecum. Bata diversity analysis showed that FCF had a scattered distribution structure in both jejunum content and cecum content. It indicated that FCF could increase the diversity of gut microbes. It not only influenced the diversity of gut microbes, but also FCF affected the gut microbiome composition. Generally, Firmicutes, Bacteroides, Proteobacteria, and Fusobacteria are the dominant phyla of mammalian gut (65, 66). In the present study, Proteobacteria, Firmicutes, Tenericutes, and Bacteroidetes were the dominant phyla in jejunum and cecum contents. Pigs fed with FCF, the Proteobacteria phylum was significantly decreased in jejunum and cecum, Firmicutes and Tenericutes were significantly increased in jejunum, and Bacteroidetes and Tenericutes were significantly increased in cecum. Similarly, Xie et al. (67) showed that weaned pigs fed with fermented soybean meal significantly increased the proportion of Firmicutes but decreased the proportion of Proteobacteria. Proteobacteria mainly includes gram-negative bacteria and composed of many pathogenic microorganisms, such as Escherichia, which is associated with intestinal inflammation (67, 68). Firmicutes mainly includes gram-positive bacteria, such as Lactobacillus and Clostridium, which is benefit for animal health (69, 70). Accompanying the higher proportion of Firmicutes and lower proportion of Proteobacteria, the pigs fed FCF showed a better growth performance, indicating a possible relationship between the composition of bacteria and BW gain. At the genus level, pigs fed with FCF significantly increased Clostridium genus abundance and significantly decreased Escherichia–Shigella genus abundance. Many bacteria in Clostridium genus are thought to be probiotics, such as Clostridium butyricum, which had been indicated to improve growth and maintain intestinal barrier function of pigs (71, 72). Some bacteria in Escherichia–Shigella are known to cause intestinal pathology in pigs; the increased Escherichia–Shigella abundances may cause diarrhea of pigs (70, 73), which may cause adverse effects on animal health. These results are likely because Lactobacillus, C. utilis, and B. subtilis had prebiotic effects on improving intestinal microbiome composition.
The current study showed that FCF could improve the pig health status by modulating gut microbiota, whereas the growth of pigs and pork quality are closely related to pig health. Gut microbiota plays a vital role in host health, which is thought to tightly associate with the intestinal barrier function including physical barrier, chemical barrier, immune barrier, and microbial barrier (74). Thus, we can speculate that FCF promotes the growth performance, carcass performance, and meat quality of finishing pigs, maybe through modulating gut microbiome composition. Of course, this hypothesis needs further confirmation.
Conclusions
The current study showed that the ADG and ADFI of pigs significantly increased and the F/G ratio significantly decreased after the pigs received FCF; the ALP, GLU, IgG, IgM, SOD, and T-AOC content significantly increased after the pigs received FCF; pigs that received FCF had a higher carcass length, crude protein content, lysine content, Glu content, C18:ln9c, C18:2n6c, C20:4n6, and unsaturated fatty acids and had a lower average back-fat thickness, C18:0, and saturated fatty acids; FCF significantly reduced the abundances of pathogenic bacteria Proteobacteria phylum and Escherichia–Shigella genus and enhanced the abundances of beneficial bacteria Firmicutes phylum and Clostridium genus (summarized in Figure 7). In summary, FCF had a certain effect on the improvement of growth performance serum biochemical profile, carcass traits, meat proximate composition, AA and fatty acid composition, and gut microbiome composition of finishing pigs. The results of the present study thereby can provide some references for the application of FCF in animal production.
Data Availability Statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/, PRJNA725094.
Ethics Statement
The animal study was reviewed and approved by the Animal Welfare Committee of the Shanxi Agricultural University (Taigu, China). The ethic approval number is SXAU-2018-0093.
Author Contributions
XT and KZ performed the experiments, contributed to experimental concepts and design, provided scientific direction, and finalized the manuscript. XT, XL, and KZ performed the statistical analyses and wrote the manuscript. All authors read and approved the final manuscript.
Funding
This research was funded by grants from the World Top Discipline Program of Guizhou Province (No. 125 2019 Qianjiao Keyan Fa); the Key Science and Technology Program of Guizhou Provence (No. 5411 2017 QianKehe Pingtai Rencai); China Overseas Expertise Introduction Program for Discipline Innovation (D17016); the Key Research and Development Program of Shanxi Province (201603D221026-4); the Central Guide Local Science and Technology Development Special Fund (2017GA630002); the Shanxi Academy of Agricultural Sciences Director and Youth Guidance Special Item (yydzx14); the Natural Science Research Project of Education Department of Guizhou Province (Qianjiaohe KY Zi [2021] 294); and the Doctoral Launched Scientific Research Program of Guizhou Normal University (GZNUD [2018]26).
Conflict of Interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher's Note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Acknowledgments
We thank Prof. Kangning Xiong from the State Engineering Technology Institute for Karst Desertfication Control (Guiyang, China) for his financial support and kindly revised the paper.
Supplementary Material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fvets.2021.744630/full#supplementary-material
References
- 1.Li CL, Wang J, Zhang HJ, Wu SG, Hui QR, Yang CB, et al. Intestinal morphologic and microbiota responses to dietary Bacillus spp. in a broiler chicken model. Front Physiol. (2019) 9:1968. 10.3389/fphys.2018.01968 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Xiao H, Wu MM, Tan BE, Yin YL, Li TJ, Xiao DF, et al. Effects of composite antimicrobial peptides in weanling piglets challenged with deoxynivalenol: I. growth performance, immune function, and antioxidation capacity. J Anim Sci. (2013) 91:4772–80. 10.2527/jas.2013-6426 [DOI] [PubMed] [Google Scholar]
- 3.Abdallah A, Zhang P, Zhong Q, Sun Z. Application of traditional Chinese herbal medicine by-products as dietary feed supplements and antibiotic replacements in animal production. Curr Drug Metab. (2019) 20:54–64. 10.2174/1389200219666180523102920 [DOI] [PubMed] [Google Scholar]
- 4.Liu G, Guan G, Fang J, Martínez Y, Chen S, Bin P, et al. Macleaya cordata extract decreased diarrhea score and enhanced intestinal barrier function in growing piglets. BioMed Res Int. (2016) 2016:1–7. 10.1155/2016/1069585 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Yin J, Li Y, Han H, Liu Z, Zeng X, Li T, et al. Long-term effects of lysine concentration on growth performance, intestinal microbiome, and metabolic profiles in a pig model. Food Funct. (2018) 9:4153–63. 10.1039/C8FO00973B [DOI] [PubMed] [Google Scholar]
- 6.Sabour S, Tabeidian SA, Sadeghi G. Dietary organic acid and fiber sources affect performance, intestinal morphology, immune responses and gut microflora in broilers. Anim Nutr. (2019) 2:156–62. 10.1016/j.aninu.2018.07.004 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Yin J, Li F, Kong X, Wen C, Guo Q, Zhang L, et al. Dietary xylo-oligosaccharide improves intestinal functions in weaned piglets. Food Funct. (2019) 10:2701–9. 10.1039/C8FO02485E [DOI] [PubMed] [Google Scholar]
- 8.Wang L, Zhu F, Yang H, Zhong J, Li Y, Ding X, et al. Effects of dietary supplementation with epidermal growth factor on nutrient digestibility, intestinal development and expression of nutrient transporters in early-weaned piglets. J Anim Physiol Anim Nutr. (2019) 103:618–25. 10.1111/jpn.13059 [DOI] [PubMed] [Google Scholar]
- 9.Missotten JA, Michiels J, Degroote J, De Smet S. Fermented liquid feed for pigs: an ancient technique for the future. J Anim Sci Biotechnol. (2015) 6:4. 10.1186/2049-1891-6-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Chen W, Zhu XZ, Wang JP, Wang ZX, Huang YQ. Effects of Bacillus subtilis var. natto and saccharomyces cerevisiae fermented liquid feed on growth performance, relative organ weight, intestinal microflora, and organ antioxidant status in landes geese. J Anim Sci. (2013) 91:978–85. 10.2527/jas.2012-5148 [DOI] [PubMed] [Google Scholar]
- 11.Canibe N, Jensen BB. Fermented liquid feed - microbial and nutritional aspects and impact on enteric diseases in pigs. Anim Feed Sci Technol. (2012) 173:17–40. 10.1016/j.anifeedsci.2011.12.021 [DOI] [Google Scholar]
- 12.Yu L, Zhai Q, Tian F, Liu X, Wang G, Zhao J, et al. Potential of Lactobacillus plantarum CCFM639 in protecting against aluminum toxicity mediated by intestinal barrier function and oxidative stress. Nutrients. (2016) 8:783. 10.3390/nu8120783 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Tang X, Xiang R, Chen S, Yang S, Liu H, Fang R, et al. Effects of fermented cottonseed meal and enzymatic hydrolyzed cottonseed meal on amino acid digestibility and metabolic energy in white leghorn rooster. Pakistan J Zool. (2018) 50:959–62. 10.17582/journal.pjz/2018.50.3.957.962 [DOI] [Google Scholar]
- 14.Jones CK, DeRouchey JM, Nelssen JL, Tokach MD, Goodband RD. Effects of fermented soybean meal and specialty animal protein sources on nursery pig performance. J Anim Sci. (2010) 88:1725–32. 10.2527/jas.2009-2110 [DOI] [PubMed] [Google Scholar]
- 15.Chiang G, Lu WQ, Piao XS, Hu JK, Gong LM, Thacker PA. Effects of feeding solid-state fermented rapeseed meal on performance, nutrient digestibility, intestinal ecology and intestinal morphology of broiler chickens. Asian-Australas J Anim Sci. (2010) 23:263–71. 10.5713/ajas.2010.90145 [DOI] [Google Scholar]
- 16.Berry DP, Conroy S, Pabiou T, Cromie AR. Animal breeding strategies can improve meat quality attributes within entire populations. Meat Sci. (2017) 132:6–18. 10.1016/j.meatsci.2017.04.019 [DOI] [PubMed] [Google Scholar]
- 17.Hu CJ, Jiang QY, Zhang T, Yin YL, Li FN, Deng JP, et al. Dietary supplementation with arginine and glutamic acid modifies growth performance, carcass traits, and meat quality in growing-finishing pigs. J Anim Sci. (2017) 95:2680–9. 10.2527/jas.2017.1388 [DOI] [PubMed] [Google Scholar]
- 18.Monteiro ANTR, Bertol TM, Oliveira PAVD, Dourmad JY, Coldebella A, Kessler AM. The impact of feeding growing-finishing pigs with reduced dietary protein levels on performance, carcass traits, meat quality and environmental impacts. Livest Sci. (2017) 198:162–9. 10.1016/j.livsci.2017.02.014 [DOI] [Google Scholar]
- 19.Ornaghi MG, Guerrero A, Vital ACP, de Souza KA, Passetti RAC, Mottin C, et al. Improvements in the quality of meat from beef cattle fed natural additives. Meat Sci. (2020) 163:108059. 10.1016/j.meatsci.2020.108059 [DOI] [PubMed] [Google Scholar]
- 20.Cheng K, Yu C, Li Z, Li S, Yan E, Song Z, et al. Resveratrol improves meat quality, muscular antioxidant capacity, lipid metabolism and fiber type composition of intrauterine growth retarded pigs. Meat Sci. (2020) 170:108237. 10.1016/j.meatsci.2020.108237 [DOI] [PubMed] [Google Scholar]
- 21.Zhu K, Mao S, Zhu C, Ma R, Gao W. Effects of fermented feed on growth performance, carcass traits, meat quality, serum biochemical indicators and metabolites of finishing pigs. Chinese J Anim Nutr. (2018) 30:4244–50. 10.3969/j.issn.1006-267x.2018.10.051 [DOI] [Google Scholar]
- 22.Chen J, Zhang H, Gao H, Kang B, Chen F, Li Y, et al. Effects of dietary supplementation of alpha-ketoglutarate in a low-protein diet on fatty acid composition and lipid metabolism related gene expression in muscles of growing pigs. Animals. (2019) 9:838. 10.3390/ani9100838 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Honikel KO. Reference methods for the assessment of physical characteristics of meat. Meat Sci. (1998) 49:447–57. 10.1016/S0309-1740(98)00034-5 [DOI] [PubMed] [Google Scholar]
- 24.AOAC . Official Methods of Analysis, 17th Edn. Gaithersburg, MD: Association of Official Analytical Chemissts; (2000). [Google Scholar]
- 25.Plumed-Ferrer C, von Wright A. Fermented pig liquid feed, nutritional, safety and regulatory aspects. J Appl Microbiol. (2009) 106:351–68. 10.1111/j.1365-2672.2008.03938.x [DOI] [PubMed] [Google Scholar]
- 26.Wang C, Shi C, Zhang Y, Song D, Lu Z, Wang Y. Microbiota in fermented feed and swine gut. Appl Microbiol Biot. (2018) 102:2941–8. 10.1007/s00253-018-8829-4 [DOI] [PubMed] [Google Scholar]
- 27.van Winsen RL, Urlings BAP, Lipman LJA, Snijders JMA, Keuzenkamp D, Verheijden JHM, et al. Effect of fermented feed on the microbial population of the gastrointestinal tracts of pigs. Appl Environ Microbiol. (2001) 67:3071–6. 10.1128/AEM.67.7.3071-3076.2001 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Canibe N, Jensen BB. Fermented liquid feed and fermented grain to piglets-effect on gastrointestinal ecology and growth performance. Livest Sci. (2007) 108:232–5. 10.1016/j.livsci.2007.01.095 [DOI] [PubMed] [Google Scholar]
- 29.Shi C, He J, Yu J, Yu B, Huang Z, Mao X, et al. Solid state fermentation of rapeseed cake with Aspergillus niger for degrading glucosinolates and upgrading nutritional value. J Anim Sci Biotechnol. (2015) 6:13. 10.1186/s40104-015-0015-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Li S, Jin Z, Hu D, Yang W, Yan Y, Nie x, et al. Effect of solid-state fermentation with Lactobacillus casei on the nutritional value, isoflavones, phenolic acids and antioxidant activity of whole soybean flour. LWT-Food Sci.Tchnol. (2020) 125:109264. 10.1016/j.lwt.2020.109264 [DOI] [Google Scholar]
- 31.Mizumachi K, Aoki R, Ohmori H, Saeki M, Kawashima T. Effect of fermented liquid diet prepared with Lactobacillus plantarum LQ80 on the immune response in weaning pigs. Animal. (2009) 3:670–6. 10.1017/S1751731109003978 [DOI] [PubMed] [Google Scholar]
- 32.Yang KM, Jiang ZY, Zheng CT, Wang L, Yang XF. Effect of Lactobacillus plantarum on diarrhea intestinal barrier function of young piglets challenged with enterotoxigenic Escherichia coli K88. J Anim Sci. (2014) 92:1496–503. 10.2527/jas.2013-6619 [DOI] [PubMed] [Google Scholar]
- 33.He L, Li H, Huang N, Zhou X, Tian J, Li T, et al. Alpha-ketoglutarate suppresses the NF-kappaB-mediated inflammatory pathway and enhances the PXR-regulated detoxification pathway. Oncotarget. (2017) 8:102974–88. 10.18632/oncotarget.16875 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Xu X, Li LM, Li B, Guo WJ, Ding XL, Xu FZ. Effect of fermented biogas residue on growth performance, serum biochemical parameters, and meat quality in pigs. Asian-Australas J Anim Sci. (2017) 10:1464–70. 10.5713/ajas.16.0777 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Chen WB, Ji F, Ward TL, Fang RJ. The piglets as an experimental model for elucidating effects of Availa-Zn-170 on growth performance, blood profile and nutrient digestibility. Biomed Res. (2016) 27:279–85. [Google Scholar]
- 36.Lallès JP. Intestinal alkaline phosphatase, multiple biological roles in maintenance of intestinal homeostasis and modulation by diet. Nutr Rev. (2010) 68:323–32. 10.1111/j.1753-4887.2010.00292.x [DOI] [PubMed] [Google Scholar]
- 37.Chaudhry RM, Scow JS, Madhavan S, Duenes JA, Sarr MG. Acute enterocyte adaptation to luminal glucose, a posttranslational mechanism for rapid apical recruitment of the transporter glut2. J Gastrointest Surg. (2012) 16:312–9. 10.1007/s11605-011-1752-y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Tang X, Xiong K. Effects of epidermal growth factor on glutamine and glucose absorption by IPEC-J2 cells challenged by lipopolysaccharide using the Ussing Chamber system. Pakistan J Zool. (2021) 53:417–22. 10.17582/journal.pjz/20200117080156 [DOI] [Google Scholar]
- 39.Czech A, Grela E R, Nowakowicz-Debek B, Wlazlo L. The effects of a fermented rapeseed meal or/and soybean meal additive on the blood lipid profile and immune parameters of piglets and on minerals in their blood and bone. PLos One. (2021) 16:e0253744. 10.1371/journal.pone.0253744 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Zhu F, Zhang B, Li J, Zhu L. Effects of fermented feed on growth performance, immune response, and antioxidant capacity in laying hen chicks and the underlying molecular mechanism involving nuclear factor-κB. Poult. Sci. (2020) 99:2573–80. 10.1016/j.psj.2019.12.044 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Ding X, Li H, Wen Z, Hou Y, Wang G, Fan J, et al. Effects of fermented tea residue on fattening performance, meat quality, digestive performance, serum antioxidant capacity, and intestinal morphology in fatteners. Animals. (2020) 10:185. 10.3390/ani10020185 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Sarao LK, Arora M. Probiotics, prebiotics, and microencapsulation: a review. Crit Rev Food Sci Nutr. (2017) 57:344–71. 10.1080/10408398.2014.887055 [DOI] [PubMed] [Google Scholar]
- 43.Bai K, Huang Q, Zhang J, He J, Zhang L, Wang T. Supplemental effects of probiotic Bacillus subtilis fmbJ on growth performance, antioxidant capacity, and meat quality of broiler chickens. Poult Sci. (2017) 96:74–82. 10.3382/ps/pew246 [DOI] [PubMed] [Google Scholar]
- 44.Feng J, Liu X, Xu ZR, Liu YY, Lu YP. Effects of Aspergillus oryzae 3.042 fermented soybean meal on growth performance and plasma biochemical parameters in broilers. Anim Feed Sci Technol. (2007) 134:235–42. 10.1016/j.anifeedsci.2006.08.018 [DOI] [Google Scholar]
- 45.Lee H.S, Kim MR, Park Y, Park HJ, Chang UJ, Kim SY, et al. Fermenting red ginseng enhances its safety and efficacy as a novel skin care anti-aging ingredient: in vitro and animal study. J Med Food. (2012) 15:1015–23. 10.1089/jmf.2012.2187 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Pranoto Y, Anggrahini S, Efendi Z. Effect of natural and lactobacillus plantarum, fermentation on in-vitro, protein and starch digestibilities of sorghum flour. Food Bios. (2013) 2:46–52. 10.1016/j.fbio.2013.04.001 [DOI] [Google Scholar]
- 47.Qiu Y, Li K, Zhao X, Liu S, Wang L, Yang X, et al. Fermented feed modulates meat quality and promotes the growth oflongissimus thoracis of late-finishing pigs. Animals. (2020) 10:1682. 10.3390/ani10091682 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Fan Q, Long B, Yan G, Wang Z, Shi M, Bao X, et al. Dietary leucine supplementation alters energy metabolism and induces slow-to-fast transitions in longissimus dorsi muscle of weanling piglets. Br J Nutr. (2017) 117:1222–34. 10.1017/S0007114517001209 [DOI] [PubMed] [Google Scholar]
- 49.Pelicano ERL, De Souza PA, De Souza HBA, Oba A, Norkus EA, Kodawara LM, et al. Effect of different probiotics on broiler carcass and meat quality. Braz J Poultry Sci. (2003) 5:207–14. 10.1590/S1516-635X200300030000931134523 [DOI] [Google Scholar]
- 50.Heyer A, Lebret B. Compensatory growth response in pigs: effects on growth performance, composition of weight gain at carcass and muscle levels, and meat quality. J Anim Sci. (2002) 85:769–78. 10.2527/jas.2006-164 [DOI] [PubMed] [Google Scholar]
- 51.Lorenzo JM, Franco D. Fat effect on physicochemical, microbial and textural changes through the manufactured of dry-cured foal sausage Lipolysis, proteolysis and sensory properties. Meat Sci. (2012) 92:704–14. 10.1016/j.meatsci.2012.06.026 [DOI] [PubMed] [Google Scholar]
- 52.Zhou C, Li J, Tan S. Effect of L-lysine on the physicochemical properties of pork sausage. Food Sci Biotechnol. (2014) 23:775–80. 10.1007/s10068-014-0104-6 [DOI] [Google Scholar]
- 53.Wood JD, Richardson RI, Nute GR, Fisher AV, Campo MM, Kasapidou E, et al. Effects of fatty acids on meat quality: a review. Meat Sci. (2004) 66:21–32. 10.1016/S0309-1740(03)00022-6 [DOI] [PubMed] [Google Scholar]
- 54.Enser M, Hallett K, Hewett B, Fursey GAJ, Wood JD. Fatty acid content and composition of English beef, lamb and pork at retail. Meat Sci. (1996) 44:443–58. 10.1016/0309-1740(95)00037-2 [DOI] [PubMed] [Google Scholar]
- 55.Vahmani P, Mapiye C, Prieto N, Rolland DC, Mcallister TA, Aalhus JL, et al. The scope for manipulating the polyunsaturated fatty acid content of beef: a review. J Anim Sci Biotechnol. (2015) 6:29. 10.1186/s40104-015-0026-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Liu T, Wu J, Lei Z, Zhang M, Gong X, Cheng S, et al. Fatty acid profile of muscles from crossbred angus-simmental, wagyu-simmental, and chinese simmental cattles. Food Sci Anim Resour. (2020) 40:563–77. 10.5851/kosfa.2020.e33 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Kalogeropoulos N, Panagiotakos DB, Pitsavos C, Chrysohoou C, Rousinou G, Toutouza M, et al. Unsaturated fatty acids are inversely associated and n-6/n-3 ratios are positively related to inflammation and coagulation markers in plasma of apparently healthy adults. Clin Chim Acta. (2010) 411:584–91. 10.1016/j.cca.2010.01.023 [DOI] [PubMed] [Google Scholar]
- 58.Kennedy A, Martinez K, Chuang CC, Lapoint K, Mcintosh M. Saturated fatty acid-mediated inflammation and insulin resistance in adipose tissue: mechanisms of action and implications. J Nutr. (2009) 139:1–4. 10.3945/jn.108.098269 [DOI] [PubMed] [Google Scholar]
- 59.Kim MJ, Parvin R, Mushtaq MMH, Hwangbo J, Kim JH, Na JC, et al. Influence of monochromatic light on quality traits, nutritional, fatty acid, and amino acid profiles of broiler chicken meat. Poult Sci. (2013) 92:2844–52. 10.3382/ps.2013-03159 [DOI] [PubMed] [Google Scholar]
- 60.Semjon B, Bartkovský M, Marcinčáková D, Klempová T, Bujnák L, Hudák M, et al. Effect of solid-state fermented wheat bran supplemented with agrimony extract on growth performance, fatty acid profile, and meat quality of broiler chickens. Animals. (2020) 10:942. 10.3390/ani10060942 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Yin FG, Farzan A, Wang Q, Yu H, Yin YL, Hou YQ, et al. Reduction of Salmonella enterica Serovar Typhimurium DT104 infection in experimentally challenged weaned pigs fed a Lactobacillus-fermented feed. Foodborne Pathog Dis. (2014) 11:628–34. 10.1089/fpd.2013.1676 [DOI] [PubMed] [Google Scholar]
- 62.He YY, Mao CX, Wen H, Chen ZY, Lai T, Li LY, et al. Influence of ad libitum feeding of piglets with Bacillus subtilis fermented liquid feed on gut flora, luminal contents and health. Sci Rep. (2017) 7:44553. 10.1038/srep44553 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Kiarie E, Bhandari S, Scott M, Krause DO, Nyachoti CM. Growth performance and gastrointestinal microbial ecology responses of piglets receiving Saccharomyces cerevisiae fermentation products after an oral challenge with Escherichia coli (K88). J Anim Sci. (2011) 89:1062–78. 10.2527/jas.2010-3424 [DOI] [PubMed] [Google Scholar]
- 64.Pan J, Yin J, Zhang K, Xie P, Kong X. Dietary xylo-oligosaccharide supplementation alters gut microbial composition and activity in pigs according to age and dose. AMB Expr. (2019) 9:134. 10.1186/s13568-019-0858-6 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.Guevarra RB, Hong SH, Cho JH, Kim BR, Shin J, Lee JH, et al. The dynamics of the piglet gut microbiome during the weaning transition in association with health and nutrition. J Anim Sci Biotechnol. (2018) 9:54. 10.1186/s40104-018-0269-6 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Moon CD, Young W, Maclean PH, Cookson AL, Bermingham EN. Metagenomic insights into the roles of Proteobacteria in the gastrointestinal microbiomes of healthy dogs and cats. Microbiol Open. (2018) 7:e00677. 10.1002/mbo3.677 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Xie Z, Hu L, Li Y, Geng S, Cheng S, Fu X, et al. Changes of gut microbiota structure and morphology in weaned piglets treated with fresh fermented soybean meal. World J Microbiol Biotechnol. (2017) 33:213. 10.1007/s11274-017-2374-7 [DOI] [PubMed] [Google Scholar]
- 68.Chen L, Xu Y, Chen X, Fang C, Zhao L, Chen F. The maturing development of gut microbiota in commercial piglets during the weaning transition. Front Microbiol. (2017) 8:1688. 10.3389/fmicb.2017.01688 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Seong CN, Kang JW, Lee JH, Seo SY, Woo JJ, Park C, et al. Taxonomic hierarchy of the phylum Firmicutes and novel Firmicutes species originated from various environments in Korea. J Microbiol. (2018) 56:1–10. 10.1007/s12275-018-7318-x [DOI] [PubMed] [Google Scholar]
- 70.Che L Hu L, Zhou Q, Peng X, Liu Y, Luo Y, Fang Z, et al. Microbial insight into dietary protein source affects intestinal function of pigs with intrauterine growth retardation. Eur J Nutr. (2020) 59:327–44. 10.1007/s00394-019-01910-z [DOI] [PubMed] [Google Scholar]
- 71.Casas GA, Laia B, Cross TL, Lee AH, Swanson KS, Stein HH. Inclusion of the direct-fed microbial clostridium butyricum in diets for weanling pigs increases growth performance and tends to increase villus height and crypt depth, but does not change intestinal microbial abundance. J Anim Sci. (2020) 98:skz372. 10.1093/jas/skz372 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 72.Hu X, Lin B, Luo M, Zheng X, Zhang H. The isolation, identification, physiological property of pig-isolate Clostridium butyricum LY33 using lactic acid and its effects on intestinal function of weaned piglets. Ital J Anim Sci. (2019) 18:910–21. 10.1080/1828051X.2019.1603089 [DOI] [Google Scholar]
- 73.Schierack P, Walk N, Reiter K, Weyrauch KD, Wieler LH. Composition of intestinal Enterobacteriaceae populations of healthy domestic pigs. Microbiology. (2007) 153:3830–7. 10.1099/mic.0.2007/010173-0 [DOI] [PubMed] [Google Scholar]
- 74.Tang X, Liu X, Zhong J, Fang R. Potential application of lonicera japonica extracts in animal production: from the perspective of intestinal health. Front Microbiol. (2021) 12:719877. 10.3389/fmicb.2021.719877 [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/, PRJNA725094.