Next Article in Journal
Testing the Induction of Metritis in Healthy Postpartum Primiparous Cows Challenged with a Cocktail of Bacteria
Previous Article in Journal
The Molecular and Function Characterization of Porcine MID2
Previous Article in Special Issue
Effect of Slow-Release Urea Partial Replacement of Soybean Meal on Lactation Performance, Heat Shock Signal Molecules, and Rumen Fermentation in Heat-Stressed Mid-Lactation Dairy Cows
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Effects of Phlorotannins from Sargassum on In Vitro Rumen Fermentation, Microbiota and Fatty Acid Profile

1
College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, China
2
Institutes of Agricultural Science and Technology Development, Yangzhou University, Yangzhou 225009, China
3
Joint International Research Laboratory of Agriculture and Agri-Product Safety, The Ministry of Education of China, Yangzhou University, Yangzhou 225009, China
*
Author to whom correspondence should be addressed.
These authors contributed equally to this work.
Animals 2023, 13(18), 2854; https://doi.org/10.3390/ani13182854
Submission received: 5 August 2023 / Revised: 31 August 2023 / Accepted: 4 September 2023 / Published: 8 September 2023

Abstract

:

Simple Summary

The use of plant bioactive compounds like tannins to modulate ruminal biohydrogenation is a good strategy to optimize the fatty acid composition of ruminant-derived products, which are closely associated with human health. Differently from terrestrial tannins, there is little information on the effect of phlorotannins (PTs) from brown seaweeds on ruminal biohydrogenation. Thus, this study aimed to evaluate the effect of PT extract from Sargassum on in vitro rumen fermentation, fatty acid composition and bacterial community. The inclusion of PT extract had a positive effect on rumen fermentation by increasing dry matter digestibility and gas production and reducing ammonia-N concentration. Rumen biohydrogenation was profoundly inhibited by PTs as reflected in an increased unsaturated fatty acid and reduced saturated fatty acid production. The addition of PTs also changed the rumen bacterial community significantly with elevated carbohydrate-mediated bacteria. Correlation analysis found that Prevotellaceae_UCG-001, Anaerovorax, Ruminococcus, Ruminobacter, Fibrobacter, Lachnospiraceae_AC2044_group and Clostridia_UCG-014 might be involved in the biohydrogenation process. The results suggest that the inclusion of PTs in the diet improved rumen fermentation and fatty acid composition through modulating rumen microbiota.

Abstract

The fatty acid profiles of ruminant-derived products are closely associated with human health. Ruminal microbiota play a vital role in modulating rumen biohydrogenation (BH). The aim of this study was to assess the influence of dietary supplementation with phlorotannins (PTs) extracted from Sargassum on rumen fermentation, fatty acid composition and bacterial communities by an in vitro culture study. The inclusion of PTs in the diet increased dry matter digestibility and gas production, and reduced ammonia-N concentration and pH. PT extract inhibited rumen BH, increasing the content of trans-9 C18:1, cis-9 C18:1, trans-9 and trans-12 C18:2 and reducing C18:0 concentration. 16S rRNA sequencing revealed that PTs caused an obvious change in rumen bacterial communities. The presence of Prevotella decreased while carbohydrate-utilizing bacteria such as Prevotellaceae_UCG-001, Ruminococcus, Selenomonas, Ruminobacter and Fibrobacter increased. Correlation analysis between rumen FA composition and the bacterial microbiome revealed that Prevotellaceae_UCG-001, Anaerovorax, Ruminococcus, Ruminobacter, Fibrobacter, Lachnospiraceae_AC2044_group and Clostridia_UCG-014 might have been involved in the BH process. In conclusion, the results suggest that the inclusion of PTs in the diet improved rumen fermentation and FA composition through modulating the rumen bacterial community.

1. Introduction

Compared to monogastric animal products, edible ruminant products have been associated with adverse health effects, due to their high saturated fatty acid (SFA) and low polyunsaturated fatty acid (PUFA) content, which is caused by the extensive ruminal biohydrogenation (BH) conducted by rumen microbiota [1,2]. Therefore, manipulation of ruminal BH has been attempted as way of improving the nutritional value of ruminant fat, by increasing the rumen outflow of dietary PUFA and beneficial BH intermediates, such as vaccenic acid (trans-11C18:1) and rumenic acid (cis-9, trans-11C18:2) [3,4].
In recent years, the use of plant bioactive compounds like tannins to modulate ruminal BH and the fatty acid (FA) composition of milk and meat [4,5,6] has attracted immediate interest from ruminant nutritionists. Tannins are a naturally occurring heterogeneous group of phenolic compounds and are widespread among terrestrial and marine plants. They are generally classified into three major groups: hydrolysable tannins (HT) and condensed tannins (CT), which are both found in terrestrial plants, and phlorotannins (PT), which are only produced by brown seaweeds [7]. The use of terrestrial tannins to manipulate ruminal fermentation has been studied extensively [8,9,10]. Its effects can be detrimental, innocuous or beneficial depending on factors such as complex chemical structure, dose ingested, basal diet and animal species [11,12]. Generally, a low-dose intake of tannins has shown beneficial effects, mainly including protection against rumen protein degradation [13], reduced ruminal methanogenesis [14] and inhibition of rumen BH [15]. In contrast to terrestrial tannins, the influence of PTs on ruminal fermentation has received far less attention. An in vitro study found PTs from Ascophyllum nodosum to reduce ruminal fermentation and protein degradation in a dose-dependent manner [16]. Similarly, Laminaria digitata PTs have also been shown to protect proteins from rumen digestion and to decrease ruminal methanogenesis [17].
The effect of terrestrial tannins on ruminal BH is one of the most extensively investigated subjects. Frutos et al. [5] reviewed the effect of tannin sources on a variety of FAs in ruminant meat and milk due to their regulatory effects on rumen lipid metabolism. Some in vitro [15,18] and in vivo [19,20] studies seem to indicate that terrestrial tannins interfere with each of the several steps in the BH process, leading to the accumulation of different intermediates. The mechanism by which terrestrial tannins inhibit ruminal BH has been related to their modulation on the rumen microbial community [21,22]. However, the effects of tannins are also dependent on several factors including their plant source, type and molecular structure. CTs and HTs exhibited different modulatory abilities on rumen microbes and biohydrogenation [23,24]. To date, there is very little information available on the effect of PTs on rumen microbiome and BH. PTs are polymers composed exclusively of phloroglucinol [25]. The hydroxyl group is the most important functional group that determines the chemical properties and biological activity of tannins. The affinity of tannins for protein and bactericidal activity may increase with the number of hydroxyl groups [11,26]. Compared to terrestrial tannins, PTs contain more hydroxyl groups and thus have stronger biological activity. PTs from A. nodosum has exhibited stronger antibacterial activities against E. coli O157:H7 than terrestrial tannins from Quebracho and from Rhus semialata [27]. Supplementation of rumen cultures with PTs from A. nodosum inhibited the growth of Fibrobacter succinogenes and Ruminococcus albus and promoted the growth of Selenomonas ruminantium, Ruminobacter amylophilus and Prevotella bryantii [28]. Given the regulatory effect of PTs on ruminal bacteria, we hypothesized that PTs may regulate the ruminal BH of PUFAs through the regulation of rumen microbiota. Thus, a PT extract from Sargassum was incorporated in the base of diet to investigate its effect on ruminal fermentation, FA composition of rumen digesta and rumen bacterial community in an in vitro study.

2. Materials and Methods

2.1. Phlorotannin Extraction

Wild Sargassum Miyabei collected from the Yantai coastal area, China, was obtained from the peak of Rongcheng cliff on the Runyu trading line. After harvesting, the algae were rinsed with seawater to remove sand and epiphytes, and then air dried at 25 °C in a controlled environment to a moisture content of less than 5%. The air-dried whole-plant material was ground to pass a 2 mm screen. After soaking in petroleum ether overnight, 100 g of ground samples was stirred using a magnetic flee with methanol/water (8:2 v/v, 2500 mL) for 2 h at room temperature. The mixture was filtered through four layers of cheesecloth. The above steps were repeated three times and the filtrates were combined. Methanol in the filtrate was evaporated at 40 °C and the remaining aqueous fraction was freeze-dried. The concentration of PTs in the crude extract was 27.82 mg/g DM, as determined by a Folin–Ciocalteu assay [29].

2.2. In Vitro Ruminal Fermentation

The experimental animal procedures were approved by the principals of Yangzhou University, the Institutional Animal Care and Use Committee (SYXK (Su) IACUC 2012-0029). Three healthy nonlactating Holstein dairy cows (550 ± 25 kg of body weight) equipped with permanent rumen fistulas were selected as rumen fluid donors for in vitro fermentation. Diet ingredients and nutrient composition are shown in Table 1. The experimental animals were fed three times a day (8:00, 14:00 and 20:00) in Gaoyou ranch at Yangzhou University, with free access to drinking water.
The incubated substrate was rice straw/flaxseed (1:1); the flaxseed was ground in advance, and the nutritional composition of the substrate is shown in Table 2. There were two treatments: one was the control group with only the substrate, and the other was supplemented with PT extract at a concentration of 125 μg/mL incubation fluid added to the substrate.
Rumen fluid inocula of the three dairy cows were collected via the rumen fistulas before the morning feeding and transported in prewarmed (approximately 39 °C) thermos flasks to the laboratory immediately. After straining through two layers of cheesecloth, the ruminal fluid was added to an in vitro incubation medium, consistent with that used by Onodera and Henderson [30], in a proportion of 1:2 (v/v), under constant CO2 flux. In each 100 mL serum bottle, 220 mg DM of substrate was incubated with 30 mL of the in vitro medium containing strained ruminal fluid. The bottles were incubated under anaerobic conditions for 24 h in an incubator set at 39.5 °C and were individually agitated every 6 h. The reaction was stopped by placing the bottles into ice water for approximately 5–10 min. At each time point of 0, 2, 4, 6, 8, 10, 12 and 24 h of culture, the long needle of the barometer was inserted into the bottle through the rubber cap to read the gas production. Once the incubation was stopped, the pH was measured in each bottle and centrifuged samples (at 976× g for 10 min) were collected for ammonia and volatile fatty acid (VFA) analysis.

2.3. Chemical Analysis

Feed samples were prepared and analyzed for DM, ash, crude protein and ether extracts according to the methods described by AOAC [31]. Neutral and acid detergent fibers (NDF and ADF) were determined using an Ankom2000 Fiber Analyzer (ANKOM Technology Corp., Macedon, NY, USA) according to the methodology supplied by the company, which is based on the methods described by Van Soest et al. [32]. NDFs were assayed with sodium sulfite and α-amylase, and both were expressed with residual ash. Incubation culture supernatants were assayed for VFA by a gas chromatograph [33] and for ammonia-N by the phenol–sodium hypochlorite colorimetric method [34]. Dry matter degradability (DMD) was calculated as the difference between the DM of the substrates before and after incubation [35].
Fatty acids were extracted and converted to methyl esters using procedures based on those described by Christie [36]. Briefly, 1 mL of incubation culture was mixed with 1.5 mL of acidified salt solution (17 mM-NaCl in 1 mM-H2SO4). An aliquot of 200 mL of triglyceride decarbonate in methanol (200 mM) was added as an internal standard, followed by 2.5 mL of methanol, and the mixture was vortexed for 1 min. Then, 2.5 mL of chloroform containing 0.2 mg/mL butylated hydroxytoluene was added and the mixture was vortexed again for 2 min. The upper layer was removed by aspiration. The lower layer was dried by passing through anhydrous sodium sulphate, and the solvent was removed by fluxing nitrogen for 20 min. The dried lipid extract was resuspended in toluene and stored at −40 °C until methylation. Dried lipid extracts were resuspended in 0.5 mL toluene, the suspension was vortexed, followed by the addition of methanolic H2SO4 (1%, v/v, H2SO4 in methanol). The tube was flushed with N2, then incubated at 50 °C for 1 h. After cooling, 5 mL 5% (w/v) NaCl were added and the tube was vortexed for 30 s; then, 1 mL isohexane was added and the tube was vortexed again. When layers had formed, the upper layer was transferred to a fresh tube and the isohexane extraction was repeated twice. Organic fractions were combined and 1.5 mL 2% (w/v) KHCO3 were added. The mixture was vortexed for 30 s and allowed to settle. The upper layer was removed, dried in a centrifugal evaporator as before and resuspended in 0.2 mL of the isohexane-butylated-hydroxytoluene solvent and transferred to a GC vial. Methyl esters were separated and quantified using a gas chromatograph (Agilent 7890A GC System, Santa Clara, CA, USA) equipped with a flame ionization detector and a 100 m fused silica capillary column (0.25 mm i.d., 0.2 μm film thickness; CP-SIL 88, CP7489, Varian Ibérica S.A., Madrid, Spain) and hydrogen as the carrier gas. The GC temperature was as follows: started at 45 °C and held for 4 min; ramped up at 13 °C/min, held for 27 min; further raised to 215 °C at a rate of 4 °C/min; and finally kept constant at 215 °C for 35 min. Analyses of all peaks were accomplished by comparing their retention time with fatty acid methyl ester standards.

2.4. Bacterial DNA Extraction and 16S rRNA Amplicon Sequencing

Genomic DNA was extracted from thawed incubation samples using Tiangen fecal genome extraction kit (Tiangen, Beijing, China) according to manufacturer protocols. DNA concentration and integrity were measured with ultra-microspectrophotometer (Nanodrop-1000, Thermo Fisher Scientific, Wilmington, DE, USA) and agarose gel electrophoresis. DNA was stored at −20 °C until its use for 16S rRNA amplicon sequence analyses and real-time PCR.
V3-V4 (or V4-V5) variable regions of 16S rRNA genes were amplified with universal primers 343F (5′-TACGGRAGGCAGCAG-3′) and 798R (5′-AGGGTATCTAATCCT-3′) [37]. Amplicon quality was visualized using agarose gel electrophoresis. PCR products were purified with AMPure XP beads (Agencourt Bioscience Corporation, Beverly, MA, USA) and amplified for another round of PCR. After being purified with AMPure XP beads again, the final amplicon was quantified using Qubit dsDNA Assay Kit (Thermo Fisher Scientific, USA). Sequencing was performed on an Illumina NovaSeq 6000 with 250 bp paired-end reads (Illumina Inc., San Diego, CA, USA; OE Biotech Company; Shanghai, China).
Library sequencing and data processing were conducted by OE biotech Co., Ltd. (Shanghai, China). Raw sequencing data were in FASTQ format. Paired-end reads were then preprocessed using Trimmomatic software (version 0.36) [38] to detect and cut off ambiguous bases (N). The software also cut off low-quality sequences with average quality score below 20 using sliding-window trimming. After trimming, paired-end reads were assembled using FLASH 1.2.11 [39]. Further denoising was performed on sequences in the following way: Reads with ambiguous, homologous sequences or below 200 bp were discarded. Reads with 75% of bases above Q20 were retained. Then, reads with chimera were detected and removed using UCHIME. These two steps were achieved using QIIME software (version 1.8.0) [40]. Clean reads were subjected to primer sequence removal and clustering to generate operational taxonomic units (OTUs) using Vsearch 2.3.4 [41] with 97% similarity cutoff. The representative read of each OTU was selected using QIIME package. All representative reads were annotated and blasted against Silva database Version 138 using RDP classifier [42] (confidence threshold was 70%).
QIIME software (version 1.8.0) was used for alpha and beta diversity analysis. The microbial diversity of samples was estimated using alpha diversity that include Chao1, Shannon-Weiner and Simpson index. The unweighted and weighted Unifrac distance matrix performed by R package was used for Principal coordinates analysis (PCoA) to estimate beta diversity.

2.5. Statistical Analysis

t test was performed to determine significant differences between fermentation parameters and FA composition of different groups using SPSS 20.0 software. R package was used to analyze the significant differences between bacterial taxa using t test. Correlation between ruminal FA composition and genus level microbiota was evaluated by Spearman’s correlation analysis. Standard error of the mean (SEM) was reported. For all statistical analyses, significance was declared at p < 0.05.

3. Results

3.1. Effect of PT Extract on In Vitro Rumen Fermentation Parameters

As shown in Table 3, the DMD and gas production rates of the substrate supplemented with PT extract were significantly higher (p < 0.01) than those of only substrate. The pH value and ammonia-N content of ruminal fluids incubated with the substrate supplemented with PT extract were significantly lower (p < 0.01) than those incubated with only substrate. The production of acetic acid and the ratio of acetic acid/propionic acid were lower (p < 0.05) in ruminal fluids incubated with substrate supplemented with PT extract compared with those incubated with only substrate. The presence of PT extract increased (p < 0.01) the production of butyric acid when compared with the control incubation fluid. There were no significant differences in the concentration of MCP and total VFA between the two groups (p > 0.05).

3.2. Effect of PT Extract on FA Composition of Fermented Ruminal Fluid

Table 4 shows the effect of PT extract on the FA profile of the fermented ruminal fluid. The supplementation of PT extract reduced the concentration of C4:0, C6:0, C18:0 (p < 0.01) and the concentration of C14:0 and C16:0 (p = 0.01) in the fermented ruminal fluid. C22:0 and cis-13 C22:1 were detected in the fermented ruminal fluid supplemented with PT extract, while none were detected in the control incubation fluid, which did not contain PT extract. The amount of trans-9 C18:1 tended to increase (p = 0.06) while the amount of cis-9 C18:1 and trans-9, trans-12 C18:2 increased significantly (p < 0.01) from 0.34 mg/g and 0.14 mg/g to 3.98 mg/g and 0.43 mg/g of total fatty acids in the fermented ruminal fluid supplemented with PT extract compared with the control incubation fluid. Thus, the total amount of SFAs in the fermented ruminal fluid supplemented with PT extract was significantly lower (p = 0.046) than that in the fermented ruminal fluid without PTs. MUFAs (p = 0.01) and PUFAs (p = 0.047) were significantly higher in the rumen culture with PTs compared to that with no PTs.

3.3. Effects of PT Extract on Rumen Bacterial Community

High-throughput sequencing of bacterial 16S rRNA genes yielded a total of 1,920,795 raw sequences. After quality filtering, the sequence dataset resulted in 1,235,793 high-quality sequences clustered into 5240 unique OTUs across 24 rumen samples, with an average of 51,491 sequences per sample. The diversity indices of the bacterial communities in the fermented ruminal fluid are shown in Table 5. There were no significant differences (p > 0.05) in the Chao1 richness index, Shannon–Weiner diversity index and Simpson index between the two fermented groups. The PCA plot of the overall rumen bacterial structure based on the unweighted and weighted UniFrac distances (Figure 1) showed that bacterial community composition clustered separately between the two fermented ruminal fluids.
Taxonomic classification (Table 6) indicated that Bacteroidetes (68.1% on average) was the predominant phylum followed by Firmicutes (26.1% on average). The remaining bacteria phyla with an average relative abundance of over 1% were Proteobacteria (2.40%), Fibrobacteres (2.67%), and Spirochaetes (1.85%). PT extract supplementation decreased the relative abundance of Bacteroidetes (p < 0.01), Desulfobacterota (p < 0.01) and Campilobacterota (p = 0.04), while significantly increasing (p < 0.01) the relative abundance of Firmicutes, Proteobacteria, Fibrobacterota, Spirochaetota, Actinobacteriota, Patescibacteria and Elusimicrobiota. At the genus level, Prevotella, F082, Rikenellaceae_RC9_gut_group and Muribaculaceae were the predominant bacteria (Table 7); the relative abundance of Prevotella was the highest, with an average of 23.1%. The inclusion of PT extract tended (p = 0.06) to decrease the relative abundance of Prevotella, while significantly (p < 0.01) decreasing the relative abundance of F082 and Muribaculaceae, when compared with the control. The proportions of minor genera Prevotellaceae_UCG-004 (p = 0.02), U29-B03, Christensenellaceae_R-7_group, UCG-005, Saccharofermentans, Anaerovorax and Lachnospiraceae_UCG-008 were significantly (p < 0.01) reduced by the supplementation with PT extract. In contrast, significant (p ≤ 0.01) increases in the relative abundances of Prevotellaceae_UCG-001, Prevotellaceae_UCG-003, p-251-o5, Clostridia_UCG-014, UCG-010, Ruminococcus, Lachnospiraceae_AC2044_group, UCG-002, Selenomonas, Ruminobacter, Succinivibrionaceae_UCG-002 and Fibrobacter were observed in the fermented ruminal fluid supplemented with PT extract.

3.4. Correlations between Microbes and FAs in Rumen

Correlations between FA composition and bacteria abundances in the rumen are shown in Figure 2. The content of cis-10 C17:1, cis-9 C18:1, trans-9 C18:1, cis-9,trans-9 C18:2, and total MUFAs and PUFAs correlated positively (p < 0.01) with abundances of Prevotellaceae_UCG-001, and negatively (p < 0.01) with abundances of U29-B03. The content of C22:0 and C22:1 correlated positively with the abundance of Prevotellaceae_UCG-001 (p < 0.01) and abundances of UCG-010, Selenomonas and Succinivibrionaceae_UCG-002 (p < 0.05), while correlating negatively with abundances of U29-B03 (p < 0.01) and Prevotellaceae_UCG-004 (p < 0.05). In addition, the contents of C4:0, C6:0, C14:0, C16:0, and C18:0 had positive correlations (p < 0.05) with abundances of F082 and Anaerovorax and negative correlations (p < 0.05) with abundances of Ruminobacter, Fibrobacter, UCG-002, p-251-o5, Ruminococcus, Lachnospiraceae_AC2044_group and Clostridia_UCG-014.

4. Discussion

4.1. Effects of PT Extract on In Vitro Rumen Fermentation

As with terrestrial tannins, the effect of PTs on rumen fermentation is dose-dependent. A dose–response study using batch cultures found that a purified PT extract from A. nodosum linearly decreased gas production and feed degradability when used at 125–500 μg/mL of rumen fluid [16]. Another study fed dried A. nodosum (Tasco-14TM) containing 50 g PT/kg DM (approximately 100–200 μg/mL of ruminal fluid) to lambs and cattle observed no adverse effects on feed intake or growth rate [43]. The application of PT extract from L. digitate at up to 40 g/kg to grass silage in vitro had no significant effects on organic matter degradation as reflected in gas production [17]. In the present study, including Sargassum PT extract at 125 μg/mL in the ruminal batch culture, which was equivalent to 17 g/kg DM of substrate, increased the digestion of DM and gas production, possibly because of the lower concentration used. This digestion-promoting effect might be attributed to the increase in carbohydrate-utilizing bacteria in the PT extract observed in the sequencing results, which could promote carbohydrate digestion.
A decreased ammonia-N concentration, in vitro and in the rumen, is perhaps the most common response to the inclusion of terrestrial tannins in ruminant diets [44,45]. Likewise, our study found the ammonia-N content of ruminal fluids incubated with a substrate supplemented with PT extract was reduced by almost 58%, indicating that Sargassum PT extract could protect dietary protein from microbial degradation and improve protein utilization in ruminants by increasing the amount of bypass protein. PT extract from A. nodosum and L. digitate also decreased rumen protein degradation in vitro [16,17]. The reduction in protein degradation in the rumen may be due to the formation of tannin–protein complexes and inhibition of the growth and activities of proteolytic bacterial populations [12].
In the present study, PT extract supplementation induced an evident shift in the VFA profile, even though the total VFA level was not affected. Acetate and acetate/propionate decreased without affecting the molar percentage of propionate. PT extract from L. digitate did not reduce the acetate concentration until the supplementation level rose to 40 g/kg, at which the proportion of propionate started to rise [17]. This may suggest Sargassum PTs possess stronger bioactivity than L. digitate PTs. Butyrate is often closely related to fiber degradation. Elghandour et al. [46] found that an increase in butyrate content is always accompanied by an improvement in fiber degradation ability. In this experiment, butyrate content increased significantly when PT extract was supplemented, which exactly confirmed the results of previous studies. The dramatic decrease in ammonia-N concentration and the absence of change in total VFA concentration resulted in a decrease in the pH of rumen fluid incubated with the substrate supplemented with PT extract.

4.2. Effects of PT Extract on Rumen FA Composition

The ability of terrestrial tannins to modulate ruminal BH is well studied. The best-characterized effect of terrestrial tannins is their inhibitory action in the last step of ruminal BH and, as a consequence, a great accumulation of intermediates, including trans-11 C18:1, trans-10 C18:1 and cis-9, trans-11-C18:2 as well as their cis and trans C18:1, C18:2 and C18:3 isomers [15,47,48]. In this study, incubation with PTs increased cis-9 C18:1, trans-9 C18:1, trans-9, trans-12 C18:2 and cis-13 C22:1 production while reducing C18:0 content, indicating that PTs strongly impaired the ruminal BH process. However, because of the poorly detailed FA profiles, important BH intermediates such as trans-11 C18:1 and cis-9, trans-11 C18:2 were not detected. It should be mentioned that the concentration of cis-9 C18:1 increased substantially in response to PTs. It is difficult to determine whether the changes are due to the tannins acting in the first or last steps of BH, as they may also have been caused by the diet or by the ruminal BH of certain PUFAs. However, with the highly decreased C18:0 content as well as the low level of cis-9 C18:1 in the diet, we speculate that the last step from cis or trans C18:1 to C18:0 is more likely to have been suppressed.
Rumen BH is a very complex process with a multitude of steps and pathways. The key steps and effects of different sources and types of tannins in inhibiting the BH of rumen PUFAs are not consistent. Compared to HTs, CTs exerted a stronger inhibitory action on rumen BH [23,24]. CT extract from Acacia mearnsii inhibited the conversion of vaccenic acid to stearic acid, whereas the same concentration of sainfoin CTs reduced the hydrogenation of linolenic acid and linoleic acid but had no effect on the terminal step of BH [47]. In addition to the well-known trans-11 C18:1 pathway, CTs and HTs also affected the accumulations of other minor BH intermediates such as trans-10 C18:1 and trans-13 C18:1 [49,50]. In the present work, PTs may have been involved in other BH pathways, except the well-known trans C18:1 pathway.

4.3. Effects of PT Extract on Rumen Bacterial Community

Due to the process of the BH of unsaturated FAs conducted by ruminal microorganisms, high-throughput sequencing of 16S rRNA was used in this study to determine the diversity and composition of the rumen bacterial community. As far as we know, this is the first study reporting the effect of PTs on rumen microbiota when ingested by ruminants. The comparison of alpha diversity metrics revealed that the inclusion of PTs had no effect on the diversity and species abundance in the rumen bacterial community. However, clustering by treatment group was clearly observed on the PCoA plot and revealed that the structure and composition of the rumen bacterial communities was strongly influenced by the addition of PTs.
Tannins from terrestrial plants may show inhibitory or stimulatory effects on bacterial species depending on their MW and chemical structure [51,52]. It has also been demonstrated that the effect of PTs on ruminal bacteria is species-specific [16]. Similarly, in the present study, PT supplementation strongly impacted the abundance of ruminal bacteria. PTs produced substantial differences at the phylum level, which are rarely observed in other tannin-related studies. Bacteroidetes, Firmicutes and Proteobacteria were the three dominant groups of rumen bacteria independently of treatment, which is consistent with the results of previous studies [53]. According to the results, PTs seem to drive a shift from Bacteroides to Firmicutes and Proteobacteria. Firmicutes have an important function in the degradation of oligosaccharides as well as in VFA production and in the process of energy absorption [54]. A previous study found that grazing yaks with low feed efficiency showed lower Firmicutes relative abundance in the rumen [55]. The increased relative abundance of Firmicutes, which can result in a higher F/B ratio, is related to higher feed utilization in cattle [56]. In a human study, a higher F/B ratio in the gut was confirmed to be associated with obesity [57]. In this study, the PT-supplemented group exhibited a higher relative abundance of Firmicutes and F/B ratio in the rumen, indicating that the inclusion of PTs in ruminant diets has a potential capacity to increase energy utilization.
Within the Bacteroides phylum, the predominant Prevotella genus was significantly decreased by PTs, which use different substrates, including hemicellulose, pectin, proteins and peptides, for their growth [58]. The reduction in the Prevotella genus in the rumen may lead to a decrease in rumen protein degradation, which is supported by the lower ammonia-N content of ruminal fluids incubated with PTs. Terrestrial tannins, especially CTs, have also shown a strong inhibition effect against Prevotella [59]. The second and fourth largest genera, F082 and Muribaculaceae, decreased to a larger extent than Prevotella and other minor genera, such as Prevotellaceae_UCG-004 and U29-B03 belonging to Bacteroidetes, with the inclusion of PTs; however, the functions of these genera in the rumen are unclear. Although the relative abundance of the Bacteroidetes phylum decreased, the relative abundance of Prevotellaceae_UCG-001, Prevotellaceae_UCG-003 and p-251-o5 genera within this phylum increased significantly in the PT-supplemented group. Previously, a study showed that Prevotellaceae_UCG-001 and Prevotellaceae_UCG-003 were positively correlated with feed efficiency [60]. They play an important role in carbohydrate degradation and VFA production [61]. The significant increase in the relative abundances of the genera Clostridia_UCG-014, UCG-010, Ruminococcus, Lachnospiraceae_AC2044_group, UCG-002 and Selenomonas resulted in an increase in the Firmicutes phylum in the PT-supplemented group. The higher abundance of Clostridia_UCG-014 might explain the lower concentration of acetate in the PT-supplemented rumen fluid, as a negative correlation of PTs with acetate in the rumen has been confirmed in a previous study [62]. Ruminococcus is one of the main cellulolytic bacteria in the rumen [63]. Bacteria belonging to Lachnospiraceae have been verifed to generate cellulase, which plays a vital role in the decomposition of fiber in the gut [64]. The relative abundances of Ruminococcus and Lachnospiraceae_AC2044_group in the PT-supplemented group were higher, which was conducive to improving fiber digestibility. Selenomonas are obligately saccharolytic, although some strains ferment lactate or amino acids. It has been suggested that the role of ruminal and intestinal Selenomonas involves the fermentation of soluble sugars and lactate in their natural environments [65]. This might be one of the reasons why DM digestion was increased by PT extract in this study. Within the Firmicutes phylum, Christensenellaceae_R-7_group, UCG-005, Saccharofermentans, Anaerovorax and Lachnospiraceae_UCG-008 were found slightly decreased. Saccharofermentans in the rumen can degrade plant polysaccharides and the final fermentation products are acetate and propionate [66]. The lower abundance of Saccharofermentans in the PT-supplemented rumen may have produced a lower level of acetate or/and propionate, which were in line with the results of the rumen VFA profile. The genera Ruminobacter and Succinivibrionaceae_UCG-002 dominated the Proteobacteria phylum in this study, and the levels of both genera increased with the inclusion of PTs. Ruminobacter, an amylolyic bacterium able to degrade proteins, was also found at a higher level in the rumen with dietary supplementation with A. nodosum or L. digitata [67]. A previous study showed that DMD and gas production were positively correlated with Ruminobacter [68], which was confirmed by the rumen fermentation data of this study. The relative abundance of Fibrobacter, another main cellulose-degrading bacterium in the rumen [69], was also significantly increased by the addition of PT. Our study found PTs had a positive effect on the growth of rumen cellulolytic bacteria and thus fiber degradation, which might explain the higher DMD of the PT-supplemented substrate. Conversely, terrestrial tannins have usually exhibited a profound inhibitory effect on fibrolytic bacteria and fiber digestibility [70,71]. However, higher-MW CT fractions from the Leucaena leucocephala hybrid decreased the relative abundance of Ruminococcus but increased the relative abundance of Fibrobacter [59]. Ruminococcus has also shown resistance to some specific types of tannins or polyphenols [72]. Supplementation of rumen cultures with PTs from A. nodosum at 500 µg/mL reduced the population of cellulolytic bacteria F. succinogenes but increased the populations of non-cellulolytic and total bacteria [16]. These discrepant results may indicate that PTs, similarly to terrestrial tannins, may have a selective effect on rumen bacteria depending on the dose, type, MW and chemical structure of tannins.
Due to the similar biological functions of PTs and terrestrial tannins, the mechanism by which PTs exert inhibitory effects on rumen bacteria may be associated with its binding ability with the bacterial cell wall, as well as enzyme activity inhibition, substrate deprivation and metal ion deprivation [28,73,74].
It is difficult to explain why PT supplementation increased the growth of some rumen bacteria. There are several tannin resistance mechanisms that have been suggested for rumen bacteria. The most effective and adaptive mechanisms are the formation of a thick glycoprotein that has a high binding affinity with tannins and the secretion of extracellular polysaccharides that separate the microbial cell wall from reactive tannins [73]. These bacteria may also have the ability to degrade CTs and HTs and use them as an energy source [75]; moreover, it is supposed that some of the bacteria could use PTs as an energy source, thus hydrolyzing PT to phloroglucinol [28]. We also speculate that if the addition of PTs inhibited the growth of some rumen bacteria to some extent in our study, the complex rumen environment may have favored the rapid proliferation of strains with high tolerance to PTs in the rumen ecosystem.

4.4. Correlation between Rumen Bacterial Community and FAs

In the last decades, bacteria in the Butyrivibrio group have been well-known and recognized as responsible for rumen BH [76,77,78]. Moreover, recent studies have found that other microorganisms—as-yet-uncultivated bacteria phylogenetically classified as Prevotella and Lachnospiraceae incertae sedis and unclassified Bacteroidales, Clostridiales, Ruminococcaceae, Succinivibrionaceae and Fibrobacteriaceae—may be involved in BH processes [79,80,81]. Terrestrial tannins affect ruminal biohydrogenation through increasing the relative abundance of B. fibrisolvens and decreasing the abundance of B. proteoclasticus [82]. Uncultured strains from the genera Hungatella, Ruminococcus and Eubacterium and unclassified Lachnospiraceae [23], Lachnobacterium (a genus in the Lachnospiraceae family) [70] as well as Quinella-related bacteria [83] may also play an important role in the ruminal BH process in response to dietary tannins.
In the present study, correlation results show that the content of cis-9 C18:1, trans-9 C18:1, trans-9, trans-12 C18:2 and C22:1 as well as total MUFAs and PUFAs all had a highly positive correlation with the abundance of Prevotellaceae_UCG-001 and a strong negative correlation with the abundance of U29-B03, which indicates that PT supplementation increased the contents of PUFAs in the rumen by increasing the abundance of Prevotellaceae_UCG-001 and decreasing the abundance of U29-B03. This also suggests that Prevotellaceae_UCG-001 might have been involved in the initiation phase of rumen BH, while U29-B03 might have been involved in the later steps.
The level of C18:0 in the rumen culture showed a positive relationship with abundances of F082 and Anaerovorax, indicating that the large decrease in C18:0 production could be attributed to the reduction in F082 and Anaerovorax induced by PT addition. Anaerovorax, a member of the Lachnospiraceae incertae sedis family, has been previously reported to be involved in the rumen BH process [79]. Lachnospiraceae incertae sedis might have had an involvement in the BH process when marine algae were fed as a supplement to dairy cows [78]. These results are evidence that these two genera may somehow participate in the final step of BH, the hydrogenation of C18:1 to C18:0. The negative association with abundances of Ruminobacter, Fibrobacter, UCG-002, p-251-o5, Ruminococcus, Lachnospiraceae_AC2044_group and Clostridia_UCG-014 shows that an increase in these bacteria caused a reduction in C18:0. It is difficult to identify which step of rumen BH these genera are directly or indirectly involved in. Nevertheless, it is worth noting that many of these genera are well-known fiber-degrading bacteria such as Ruminobacter, Fibrobacter and Ruminococcus.

5. Conclusions

The addition of PT extract from Sargassum at 17 g/kg to in vitro substrate improved rumen fermentation as reflected by an increased dry matter degradability and gas production as well as a reduction in ammonia-N. Additionally, PTs changed the FA composition in the rumen by increasing MUFAs and PUFAs and decreasing SFAs. These effects are all closely associated with changes in the rumen bacteria community in response to PTs. PTs effectively modulated rumen microbiota by promoting the growth of carbohydrate-utilizing bacteria, such as Prevotellaceae_UCG-001, Ruminococcus, Selenomonas, Ruminobacter and Fibrobacter. Correlation analysis revealed that Prevotellaceae_UCG-001, Anaerovorax, Ruminococcus, Ruminobacter, Fibrobacter, Lachnospiraceae_AC2044_group and Clostridia_UCG-014, most of which are fiber-degrading bacteria, may play an important role in rumen BH pathways regulated by PTs. Further research is needed to confirm these effects and their associated health benefits in animal studies.

Author Contributions

Conceptualization, Q.H.; methodology, Y.C., Y.W., X.W. and M.P.; data curation, Y.C.; writing—original draft preparation, Q.H. and Y.C.; writing—review and editing, Q.H.; supervision, G.Z.; funding acquisition, Q.H. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the National Natural Science Foundation of China (No. 31902191) and the earmarked fund for China Agriculture Research System (CARS-36).

Institutional Review Board Statement

The animal study protocol was approved by the Institutional Animal Care and Use Committee (IACUC) of Yangzhou University. The ethically approved project identification code is SYXK (Su) IACUC 2012-0029. All procedures were carried out under the guidelines and regulations as stipulated in animal experimental guidelines.

Data Availability Statement

Data sharing not applicable.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Jenkins, T.C.; Wallace, R.J.; Moate, P.J.; Mosley, E.E. Board-invited review: Recent advances in biohydrogenation of unsaturated fatty acids within the rumen microbial ecosystem. J. Anim. Sci. 2008, 86, 397–412. [Google Scholar] [CrossRef]
  2. Vahmani, P.; Ponnampalam, E.N.; Kraft, J.; Mapiye, C.; Bermingham, E.N.; Watkins, P.J.; Proctor, S.D.; Dugan, M.E.R. Bioactivity and health effects of ruminant meat lipids. Invited Review. Meat Sci. 2020, 165, 108114. [Google Scholar] [CrossRef] [PubMed]
  3. Bessa, R.J.B.; Santos-Silva, J.; Ribeiro, J.M.R.; Portugal, A.V. Reticulo-rumen biohydrogenation and the enrichment of ruminant edible products with linoleic acid conjugated isomers. Livest. Prod. Sci. 2000, 63, 201–211. [Google Scholar] [CrossRef]
  4. Vasta, V.; Bessa, R.J.B. Manipulating ruminal biohydrogenation by the use of plants bioactive compounds. In Dietary Phytochemicals and Microbes; Patra, A.K., Ed.; Springer: Dordrecht, The Netherlands, 2012; pp. 263–284. [Google Scholar]
  5. Frutos, P.; Hervás, G.; Natalello, A.; Luciano, G.; Fondevila, M.; Priolo, A.; Toral, P.G. Ability of tannins to modulate ruminal lipid metabolism and milk and meat fatty acid profiles. Anim. Feed Sci. Technol. 2020, 269, 114623. [Google Scholar] [CrossRef]
  6. Morales, R.; Ungerfeld, E.M. Use of tannins to improve fatty acids profile of meat and milk quality in ruminants: A review. Chil. J. Agric. Res. 2015, 75, 239–248. [Google Scholar] [CrossRef]
  7. Huang, Q.; Liu, X.; Zhao, G.; Hu, T.; Wang, Y. Potential and challenges of tannins as an alternative to in-feed antibiotics for farm animal production. Anim. Nutr. 2018, 4, 137–150. [Google Scholar] [CrossRef] [PubMed]
  8. Bhatta, R.; Saravanan, M.; Baruah, L.; Prasad, C.S. Effects of graded levels of tannin-containing tropical tree leaves on in vitro rumen fermentation, total protozoa and methane production. J. Appl. Microbiol. 2015, 118, 557–564. [Google Scholar] [CrossRef]
  9. Jayanegara, A.; Goel, G.; Makkar, H.P.S.; Becker, K. Divergence between purified hydrolysable and condensed tannin effects on methane emission, rumen fermentation and microbial population in vitro. Anim. Feed Sci. Technol. 2015, 209, 60–68. [Google Scholar] [CrossRef]
  10. Huyen, N.T.; Fryganas, C.; Uittenbogaard, G.; Mueller-Harvey, I.; Verstegen, M.; Hendriks, W.H.; Pellikaan, W. Structural features of condensed tannins affect in vitro ruminal methane production and fermentation characteristics. J. Agric. Sci. 2016, 154, 1474–1487. [Google Scholar] [CrossRef]
  11. Mueller-Harvey, I. Unravelling the conundrum of tannins in animal nutrition and health. J. Sci. Food Agric. 2006, 86, 2010–2037. [Google Scholar] [CrossRef]
  12. Patra, A.K.; Saxena, J. Exploration of dietary tannins to improve rumen metabolism and ruminant nutrition. J. Sci. Food Agric. 2011, 91, 24–37. [Google Scholar] [CrossRef] [PubMed]
  13. Al-Dobaib, S.N. Effect of different levels of quebracho tannin on nitrogen utilization and growth performance of Najdi sheep fed alfalfa (Medicago sativa) hay as a sole diet. Anim. Sci. J. 2009, 80, 532–541. [Google Scholar] [CrossRef] [PubMed]
  14. Tan, H.Y.; Sieo, C.C.; Abdullah, N.; Liang, J.B.; Huang, X.D.; Ho, Y.W. Effects of condensed tannins from Leucaena on methane production: Rumen fermentation and populations of methanogens and protozoa in vitro. Anim. Feed Sci. Technol. 2011, 169, 185–193. [Google Scholar] [CrossRef]
  15. Vasta, V.; Makkar, H.P.S.; Mele, M.; Priolo, A. Ruminal biohydrogenation as affected by tannins in vitro. Brit. J. Nutr. 2009, 102, 82–92. [Google Scholar] [CrossRef] [PubMed]
  16. Wang, Y.; Xu, Z.; Bach, S.J.; McAllister, T.A. Effects of phlorotannins from Ascophyllum nodosum (brown seaweed) on in vitro ruminal digestion of mixed forage or barley grain. Anim. Feed Sci. Technol. 2008, 145, 375–395. [Google Scholar] [CrossRef]
  17. Vissers, A.M.; Pellikaan, W.F.; Bouwhuis, A.; Vincken, J.P.; Gruppen, H.; Hendriks, W.H. Laminaria digitata phlorotannins decrease protein degradation and methanogenesis during in vitro ruminal fermentation. J. Sci. Food Agric. 2018, 98, 3644–3650. [Google Scholar] [CrossRef]
  18. Carreño, D.; Hervás, G.; Toral, P.G.; Belenguer, A.; Frutos, P. Ability of different types and doses of tannin extracts to modulate in vitro ruminal biohydrogenation in sheep. Anim. Feed Sci. Technol. 2015, 202, 45–51. [Google Scholar] [CrossRef]
  19. Jerónimo, E.; Alves, S.P.; Dentinho, M.T.P.; Martins, S.V.; Prates, J.A.M.; Vasta, V.; Santos-Silva, J.; Bessa, R.J.B. Effect of grape seed extract, Cistus ladanifer L. and vegetable oil supplementation on fatty acid composition of abomasal digesta and intramuscular fat of lambs. J. Agric. Food Chem. 2010, 58, 10710–10721. [Google Scholar] [CrossRef]
  20. Natalello, A.; Luciano, G.; Morbidini, L.; Valenti, B.; Pauselli, M.; Frutos, P.; Biondi, L.; Rufino-Moya, P.J.; Lanza, M.; Priolo, A. Effect of Feeding Pomegranate Byproduct on Fatty Acid Composition of Ruminal Digesta, Liver, and Muscle in Lambs. J. Agric. Food Chem. 2019, 67, 4472–4482. [Google Scholar] [CrossRef]
  21. Mannelli, F.; Daghio, M.; Alves, S.P.; Bessa, R.J.B.; Minieri, S.; Giovannetti, L.; Conte, G.; Mele, M.; Messini, A.; Rapaccini, S.; et al. Effects of chestnut tannin extract, vescalagin and gallic acid on the dimethyl acetals profile and microbial community composition in rumen liquor: An in vitro study. Microorganisms 2019, 7, 202. [Google Scholar] [CrossRef]
  22. Vasta, V.; Daghio, M.; Cappucci, A.; Buccioni, A.; Serra, A.; Viti, C.; Mele, M. Invited review: Plant polyphenols and rumen microbiota responsible for fatty acid biohydrogenation, fiber digestion, and methane emission: Experimental evidence and methodological approaches. J. Dairy Sci. 2019, 102, 3781–3804. [Google Scholar] [CrossRef]
  23. Buccioni, A.; Pallara, G.; Pastorelli, R.; Bellini, L.; Cappucci, A.; Mannelli, F.; Minieri, S.; Roscini, V.; Rapaccini, S.; Mele, M.; et al. Effect of dietary chestnut or quebracho tannin supplementation on microbial community and fatty acid profile in the rumen of dairy ewes. BioMed Res. Int. 2017, 2017, 4969076. [Google Scholar] [CrossRef] [PubMed]
  24. Costa, M.; Alves, S.; Cappucci, A.; Cook, S.R.; Duarte, A.; Caldeira, R.; McAllister, T.A.; Bessa, R.J.B. Effects of condensed and hydrolysable tannins on rumen metabolism with emphasis on the biohydrogenation of unsaturated fatty acids. J. Agric. Food Chem. 2018, 66, 3367–3377. [Google Scholar] [CrossRef] [PubMed]
  25. Ragan, M.A.; Glombitza, K.W. Phlorotannins, brown algal polyphenols. Prog. Phycol. Res. 1986, 4, 129–241. [Google Scholar]
  26. Min, B.R.; Pinchak, W.E.; Anderson, R.C.; Callaway, T.R. Effect of tannins on the in vitro growth of Escherichia coli O157:H7 and in vivo growth of generic Escherichia coli excreted from steers. J. Food. Prot. 2007, 70, 543–550. [Google Scholar] [CrossRef]
  27. Wang, Y.; Xu, Z.; Bach, S.J.; McAllister, T.A. Sensitivity of Escherichia coli O157:H7 to seaweed (Ascophyllum nodosum) phlorotannins and terrestrial tannins. Asian-Aust. J. Anim. Sci. 2009, 22, 238–245. [Google Scholar] [CrossRef]
  28. Wang, Y.; Alexander, T.W.; Mcallister, T.A. In vitro effects of phlorotannins from Ascophyllum nodosum (brown seaweed) on rumen bacterial populations and fermentation. J. Sci. Food Agric. 2010, 89, 2252–2260. [Google Scholar] [CrossRef]
  29. Ford, L.; Stratakos, A.C.; Theodoridou, K.; Dick, J.T.A.; Sheldrake, G.N.; Linton, M.; Corcionivoschi, N.; Walsh, P.J. Polyphenols from Brown Seaweeds as a Potential Antimicrobial Agent in Animal Feeds. ACS Omega 2020, 5, 9093–9103. [Google Scholar] [CrossRef]
  30. Onodera, R.; Henderson, C. Growth factors of bacterial origin for the culture of the rumen oligotrich protozoa Entodinium caudatum. J. Appl. Bacteriol. 1980, 48, 125–134. [Google Scholar] [CrossRef]
  31. AOAC. Official Methods of Analysis, v.2, 17th ed.; AOAC: Gaithersburg, VA, USA, 2000. [Google Scholar]
  32. Van Soest, P.J.; Robertson, J.B.; Lewis, B.A. Methods for dietary fiber, neutral detergent fiber, and non-starch polysaccharides in relation to animal nutrition. J. Dairy Sci. 1991, 74, 3583–3597. [Google Scholar] [CrossRef]
  33. Wang, Y.; McAllister, T.A.; Newbold, C.J.; Rode, L.M.; Cheeke, P.R.; Cheng, K.-J. Effects of Yucca schidigera extract on fermentation and degradation of steroidal saponins in the rumen simulation technique (RUSITEC). Anim. Feed Sci. Technol. 1998, 74, 143–153. [Google Scholar] [CrossRef]
  34. Weatherburn, M.W. Phenol–hypochlorite reaction for determination of ammonia. Anal. Chem. 1967, 39, 971–974. [Google Scholar] [CrossRef]
  35. Saleem, A.M.; Nyachiro, J.; Gomaa, W.M.S.; Yang, W.Z.; Oatway, L.; McAllister, T.A. Effects of barley type and processing method on rumen fermentation, dry matter disappearance and fermentation characteristics in batch cultures. Anim. Feed Sci. Technol. 2020, 269, 114625. [Google Scholar] [CrossRef]
  36. Christie, W.W. Lipid Analysis. Isolation, Separation, Identification and Structural Analysis of Lipids; The Oily Press: Bridgwater, UK, 2003. [Google Scholar]
  37. Nossa, C.W.; Oberdorf, W.E.; Yang, L.; Aas, J.A.; Paster, B.J.; Desantis, T.Z.; Brodie, E.L.; Malamud, D.; Poles, M.A.; Pei, Z. Design of 16S rRNA gene primers for 454 pyrosequencing of the human foregut microbiome. World J. Gastroenterol. 2010, 16, 4135–4144. [Google Scholar] [CrossRef] [PubMed]
  38. Bolger, A.M.; Lohse, M.; Usadel, B. Trimmomatic: A flexible trimmer for Illumina sequence data. Bioinformatics 2014, 30, 2114–2120. [Google Scholar] [CrossRef]
  39. Reyon, D.; Tsai, S.Q.; Khayter, C.; Foden, J.A.; Sander, J.D.; Joung, J.K. FLASH assembly of TALENs for high-throughput genome editing. Nat. Biotechnol. 2012, 30, 460–465. [Google Scholar] [CrossRef]
  40. Caporaso, J.G.; Kuczynski, J.; Stombaugh, J.; Bittinger, K.; Bushman, F.D.; Costello, E.K.; Fierer, N.; Pena, A.G.; Goodrich, J.K.; Gordon, J.I.; et al. QIIME allows analysis of high-throughput community sequencing data. Nat. Methods 2010, 7, 335–336. [Google Scholar] [CrossRef]
  41. Rognes, T.; Flouri, T.; Nichols, B.; Quince, C.; Mahé, F. VSEARCH: A versatile open source tool for metagenomics. PeerJ 2016, 4, e2584. [Google Scholar] [CrossRef]
  42. Wang, Q.; Garrity, G.M.; Tiedje, J.M.; Cole, J.R. Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Appl. Environ. Microbiol. 2007, 73, 5261–5267. [Google Scholar] [CrossRef]
  43. Bach, S.J.; Wang, Y.; McAllister, T.A. Effect of feeding sun-dried seaweed (Ascophyllum nodosum) on fecal shedding of Escherichia coli O157:H7 by feedlot cattle and on growth performance of lambs. Anim. Feed Sci. Technol. 2008, 142, 17–32. [Google Scholar] [CrossRef]
  44. Martinez, T.; McAllister, T.A.; Wang, Y.; Reuter, T. Effects of tannic acid and quebracho tannins on in vitro ruminal fermentation of wheat and corn grain. J. Sci. Food Agric. 2006, 86, 1244–1256. [Google Scholar] [CrossRef]
  45. Wang, Y.; Barbieri, L.R.; Berg, B.P.; McAllister, T.A. Effects of mixing sainfoin with alfalfa on ensiling, ruminal fermentation and total tract digestion of silage. Anim. Feed Sci. Technol. 2007, 135, 296–314. [Google Scholar] [CrossRef]
  46. Elghandour, M.M.Y.; Kholif, A.E.; Hernández, J.; Mariezcurrena, M.D.; Salem, A.Z.M. Influence of the addition of exogenous xylanase with or without pre-incubation on the in vitro ruminal fermentation of three fibrous feeds. Czech J. Anim. Sci. 2016, 61, 262–272. [Google Scholar] [CrossRef]
  47. Khiaosa-ard, R.; Bryner, S.F.; Scheeder, M.R.L.; Wettstein, H.R.; Leiber, F.; Kreuzer, M.; Soliva, C.R. Evidence for the inhibition of the terminal step of ruminal alpha-linolenic acid biohydrogenation by condensed tannins. J. Dairy Sci. 2009, 92, 177–188. [Google Scholar] [CrossRef]
  48. Buccioni, A.; Minieri, S.; Rapaccini, S.; Antongiovanni, M.; Mele, M. Effect of chestnut and quebracho tannins on fatty acid profile in rumen liquid- and solid-associated bacteria: An in vitro study. Animal 2011, 5, 1521–1530. [Google Scholar] [CrossRef]
  49. Costa, M.; Alves, S.P.; Cabo, Â.; Guerreiro, O.; Stilwell, G.; Dentinho, M.T.; Bessa, R.J.B. Modulation of in vitro rumen biohydrogenation by Cistus ladanifer tannins compared with other tannin sources. J. Sci. Food Agric. 2017, 97, 629–635. [Google Scholar] [CrossRef] [PubMed]
  50. Campidonico, L.; Toral, P.G.; Priolo, A.; Luciano, G.; Valenti, B.; Hervás, G.; Frutos, P.; Copani, G.; Ginane, C.; Niderkorn, V. Fatty acid composition of ruminal digesta and longissimus muscle from lambs fed silage mixtures including red clover, sainfoin, and timothy. J. Anim. Sci. 2016, 94, 1550–1560. [Google Scholar] [CrossRef] [PubMed]
  51. Patra, A.K.; Saxena, J. Dietary phytochemicals as rumen modifiers: A review of the effects on microbial populations. Antonie Van Leeuwenhoek 2009, 96, 363–375. [Google Scholar] [CrossRef] [PubMed]
  52. Frutos, P.; Hervas, G.; Giráldez, F.J.; Mantecón, A. Review. Tannins and ruminant nutrition. Span. J. Agric. Res. 2004, 2, 191–202. [Google Scholar] [CrossRef]
  53. Li, R.W.; Wu, S.; Ransom, V.I.; Li, W.; Li, C. Perturbation Dynamics of the Rumen Microbiota in Response to Exogenous Butyrate. PLoS ONE 2012, 7, e29392. [Google Scholar] [CrossRef]
  54. Mao, S.; Zhang, M.; Liu, J.; Zhu, W. Characterising the bacterial microbiota across the gastrointestinal tracts of dairy cattle: Membership and potential function. Sci. Rep. 2015, 5, 16116. [Google Scholar] [CrossRef]
  55. Zou, H.; Hu, R.; Wang, Z.; Shah, A.M.; Zeng, S.; Peng, Q.; Xue, B.; Wang, L.; Zhang, X.; Wang, X.; et al. Effects of nutritional deprivation and re-alimentation on the feed efficiency, blood biochemistry, and rumen microflora in yaks (Bos grunniens). Animals 2019, 9, 807. [Google Scholar] [CrossRef] [PubMed]
  56. Myer, P.R.; Smith, T.P.L.; Wells, J.E.; Kuehn, L.A.; Freetly, H.C. Rumen microbiome from steers differing in feed efficiency. PLoS ONE 2015, 10, e0129174. [Google Scholar] [CrossRef]
  57. Turnbaugh, P.J.; Ley, R.E.; Mahowald, M.A.; Magrini, V.; Mardis, E.R.; Gordon, J.I. An obesity-associated gut microbiome with increased capacity for energy harvest. Nature 2006, 444, 1027–1031. [Google Scholar] [CrossRef] [PubMed]
  58. Liu, J.; Zhang, M.; Xue, C.; Zhu, W.; Mao, S. Characterization and comparison of the temporal dynamics of ruminal bacterial microbiota colonizing rice straw and alfalfa hay within ruminants. J Dairy Sci. 2016, 99, 9668–9681. [Google Scholar] [CrossRef] [PubMed]
  59. Saminathan, M.; Sieo, C.C.; Gan, H.M.; Ravi, S.; Venkatachalam, K.; Abdullah, N.; Wong, C.M.V.L.; Ho, Y.W. Modulatory effects of condensed tannin fractions of different molecular weights from a Leucaena leucocephala hybrid on the bovine rumen bacterial community in vitro. J. Sci. Food Agric. 2016, 96, 4565–4574. [Google Scholar] [CrossRef]
  60. Qiu, X.; Qin, X.; Chen, L.; Chen, Z.; Hao, R.; Zhang, S.; Yang, S.; Wang, L.; Cui, Y.; Li, Y.; et al. Serum Biochemical Parameters, Rumen Fermentation, and Rumen Bacterial Communities Are Partly Driven by the Breed and Sex of Cattle When Fed High-Grain Diet. Microorganisms 2022, 10, 323. [Google Scholar] [CrossRef]
  61. Song, X.; Zhong, L.; Lyu, N.; Liu, F.; Li, B.; Hao, Y.; Xue, Y.; Li, J.; Feng, Y.; Ma, Y.; et al. Inulin can alleviate metabolism disorders in ob/ob mice by partially restoring leptin-related pathways mediated by gut microbiota. Genom. Proteom. Bioinform. 2019, 17, 64–75. [Google Scholar] [CrossRef]
  62. Yi, S.; Dai, D.; Wu, H.; Chai, S.; Liu, S.; Meng, Q.; Zhou, Z. Dietary Concentrate-to-Forage Ratio Affects Rumen Bacterial Community Composition and Metabolome of Yaks. Front. Nutr. 2022, 9, 927206. [Google Scholar] [CrossRef]
  63. Gharechahi, J.; Vahidi, M.F.; Ding, X.; Han, J.; Salekdeh, G.H. Temporal changes in microbial communities attached to forages with different lignocellulosic compositions in cattle rumen. FEMS Microbiol Ecol. 2020, 96, iaa069. [Google Scholar] [CrossRef]
  64. Li, F.; Hitch, T.C.A.; Chen, Y.; Creevey, C.J.; Guan, L.L. Comparative metagenomic and metatranscriptomic analyses reveal the breed effect on the rumen microbiome and its associations with feed effciency in beef cattle. Microbiome 2019, 7, 6. [Google Scholar] [CrossRef] [PubMed]
  65. Hespell, R.B.; Paster, B.J.; Dewhirst, F.E. The Genus Selenomonas. In The Prokaryotes; Dworkin, M., Falkow, S., Rosenberg, E., Schleifer, K.H., Stackebrandt, E., Eds.; Springer: New York, NY, USA, 2006. [Google Scholar]
  66. Perea, K.; Perz, K.; Olivo, S.K.; Williams, A.; Lachman, M.; Ishaq, S.L.; Thomson, J.; Yeoman, C.J. Feed effciency phenotypes involve changes in ruminal, colonic, and small intestine-located microbiota. J. Anim. Sci. 2017, 95, 2585–2592. [Google Scholar] [PubMed]
  67. Belanche, A.; Jones, E.; Parveen, I.; Newbold, C.J. A Metagenomics Approach to Evaluate the Impact of Dietary Supplementation with Ascophyllum nodosum or Laminaria digitata on Rumen Function in Rusitec Fermenters. Front. Microbiol. 2016, 7, 299. [Google Scholar] [CrossRef] [PubMed]
  68. Hua, D.; Zhao, Y.; Nan, X.; Xue, F.; Wang, Y.; Jiang, L.; Xiong, B. Effect of different glucogenic to lipogenic nutrient ratios on rumen fermentation and bacterial community in vitro. J. Appl. Microbiol. 2020, 130, 1868–1882. [Google Scholar] [CrossRef] [PubMed]
  69. Ransom-Jones, E.; Jones, D.L.; McCarthy, A.J.; McDonald, J.E. The Fibrobacteres: An important phylum of cellulose-degrading bacteria. Microb. Ecol. 2012, 63, 267–281. [Google Scholar] [CrossRef]
  70. Guerreiro, O.; Francisco, A.E.; Alves, S.P.; Soldado, D.; Cachucho, L.; Chimenos, A.U.; Duarte, F.; Santos-Silva, J.; Bessa, R.J.B.; Jerónimo, E. Inclusion of the aerial part and condensed tannin extract from Cistus ladanifer L. in lamb diets—Effects on rumen microbial community and fatty acid profile. Anim. Feed Sci. Technol. 2022, 291, 115398. [Google Scholar] [CrossRef]
  71. Salami, S.A.; Valenti, B.; Bella, M.; O’Grady, M.N.; Luciano, G.; Kerry, J.P.; Jones, E.; Priolo, A.; Newbold, C.J. Characterisation of the ruminal fermentation and microbiome in lambs supplemented with hydrolysable and condensed tannins. FEMS Microbiol Ecol. 2018, 94, fiy061. [Google Scholar]
  72. Rabee, A.E.; Rahman, T.A.E.; Lamara, M. Changes in the bacterial community colonizing extracted and non-extracted tannin-rich plants in the rumen of dromedary camels. PLoS ONE 2023, 18, e0282889. [Google Scholar] [CrossRef]
  73. McSweeney, C.S.; Palmer, B.; Bunch, R.; Krause, D.O. Microbial interactions with tannins: Nutritional consequences for ruminants. Anim. Feed Sci. Technol. 2001, 91, 83–93. [Google Scholar] [CrossRef]
  74. Scalbert, A. Antimicrobial properties of tannins. Phytochemistry 1991, 30, 3875–3883. [Google Scholar] [CrossRef]
  75. Smith, A.H.; Zoetendal, E.; Mackie, R.I. Bacterial mechanisms to overcome inhibitory effects of dietary tannins. Microb. Ecol. 2005, 50, 197–205. [Google Scholar] [CrossRef] [PubMed]
  76. Kepler, C.R.; Hirons, K.P.; McNeill, J.J.; Tove, S.B. Intermediates and products of the biohydrogenation of linoleic acid by Butyrivibrio fibrisolvens. J. Biol. Chem. 1966, 241, 1350–1354. [Google Scholar] [CrossRef]
  77. Paillard, D.; McKain, N.; Chaudhary, L.C.; Walker, N.D.; Pizette, F.; Koppova, I.; McEwan, N.R.; Kopecny, J.; Vercoe, P.E.; Louis, P.; et al. Relation between phylogenetic position, lipid metabolism and butyrate production by different Butyrivibrio-like bacteria from the rumen. Antonie Van Leeuwenhoek 2007, 91, 417–422. [Google Scholar] [CrossRef] [PubMed]
  78. Boeckaert, C.; Vlaeminck, B.; Fievez, V.; Maignien, L.; Dijkstra, J.; Boon, N. Accumulation of trans C-18:1 fatty acids in the rumen after dietary algal supplementation is associated with changes in the Butyrivibrio community. Appl. Environ. Microbiol. 2008, 74, 6923–6930. [Google Scholar] [CrossRef] [PubMed]
  79. Huws, S.A.; Kim, E.J.; Lee, M.R.F.; Scott, M.B.; Tweed, J.K.S.; Pinloche, E.; Wallace, R.J.; Scollan, N.D. As yet uncultured bacteria phylogenetically classified as Prevotella, Lachnospiraceae incertae sedis and unclassified Bacteroidales, Clostridiales and Ruminococcaceae may play a predominant role in ruminal biohydrogenation. Environ. Microbiol. 2011, 13, 1500–1512. [Google Scholar] [CrossRef]
  80. Castro-Carrera, T.; Toral, P.G.; Frutos, P.; McEwan, N.R.; Hervás, G.; Abecia, L.; Pinloche, E.; Girdwood, S.E.; Belenguer, A. Rumen bacterial community evaluated by 454 pyrosequencing and terminal restriction fragment length polymorphism analyses in dairy sheep fed marine algae. J. Dairy Sci. 2014, 97, 1661–1669. [Google Scholar] [CrossRef]
  81. Cremonesi, P.; Conte, G.; Severgnini, M.; Turri, F.; Monni, A.; Capra, E.; Rapetti, L.; Colombini, S.; Chessa, S.; Battelli, G. Evaluation of the effects of different diets on microbiome diversity and fatty acid composition of rumen liquor in dairy goat. Animal 2018, 12, 1856–1866. [Google Scholar] [CrossRef] [PubMed]
  82. Vasta, V.; Yáñez-Ruiz, D.R.; Mele, M.; Serra, A.; Luciano, G.; Lanza, M.; Biondi, L.; Priolo, A. Bacterial and protozoal communities and fatty acid profile in the rumens of sheep fed a diet containing added tannins. Appl. Environ. Microbiol. 2010, 76, 2549–2555. [Google Scholar] [CrossRef]
  83. Toral, P.G.; Belenguer, A.; Shingfield, K.J.; Hervás, G.; Toivonen, V.; Frutos, P. Fatty acid composition and bacterial community changes in the rumen fluid of lactating sheep fed sunflower oil plus incremental levels of marine algae. J. Dairy Sci. 2012, 95, 794–806. [Google Scholar] [CrossRef]
Figure 1. Principal coordinate analysis (PCoA) plot of the (a) unweighted UniFrac distances and (b) weighted UniFrac distances for fermented ruminal fluids. CON—control substrate; TREAT—substrate supplemented with PT extract at a concentration of 125 μg/mL incubation fluid. The percentage variation explained by each principal coordinate is indicated on the axes.
Figure 1. Principal coordinate analysis (PCoA) plot of the (a) unweighted UniFrac distances and (b) weighted UniFrac distances for fermented ruminal fluids. CON—control substrate; TREAT—substrate supplemented with PT extract at a concentration of 125 μg/mL incubation fluid. The percentage variation explained by each principal coordinate is indicated on the axes.
Animals 13 02854 g001
Figure 2. Spearman correlation analysis between fatty acid composition and the top 30 bacteria genera in fermented ruminal fluids. Significant correlations (p < 0.05) are indicated by *, and extremely significant correlations (p < 0.01) are indicated by **. Red represents positive correlation coefficients and blue represents negative correlation coefficients. The intensity of the colors represents the degree of association. The bar with numbers on the right shows the values of the correlation coefficients.
Figure 2. Spearman correlation analysis between fatty acid composition and the top 30 bacteria genera in fermented ruminal fluids. Significant correlations (p < 0.05) are indicated by *, and extremely significant correlations (p < 0.01) are indicated by **. Red represents positive correlation coefficients and blue represents negative correlation coefficients. The intensity of the colors represents the degree of association. The bar with numbers on the right shows the values of the correlation coefficients.
Animals 13 02854 g002
Table 1. Ingredient and nutrient composition of the dairy cows’ diet (%, DM basis).
Table 1. Ingredient and nutrient composition of the dairy cows’ diet (%, DM basis).
ItemsContent
Ingredients
Corn15.96
Barley4.71
Soybean meal5.27
Cottonseed meal4.34
DDGS8.02
NaCl0.40
Limestone0.23
CaHPO40.34
NaHCO30.41
Premix 11.15
Oat hay6.31
Alfalfa hay24.62
Corn silage28.24
Nutrient levels 2
NEL/(MJ/kg)6.26
CP13.35
EE3.97
NDF40.07
ADF23.19
1 One kilogram of premix contained the following: vitamin A 3,000,000 IU, vitamin D3 85,000 IU, vitamin E 1450 IU, nicotinic acid 550 mg, Cu 780 mg, Mn 930 mg, Fe 1200 mg, Zn 3600 mg, Se 21 mg, I 50 mg, Co 12 mg. 2 NEL was a calculated value, while other analyses were measured values.
Table 2. Nutrient composition and fatty acid composition of substrates (DM basis).
Table 2. Nutrient composition and fatty acid composition of substrates (DM basis).
ItemsContent
Nutrient composition, %
DM93.21
CP16.78
EE32.71
NDF46.18
ADF41.51
Ash7.61
Fatty acid content, mg/g
C4:00.03
C6:00.02
C8:00.04
C11:00.47
C12:00.01
C15:00.09
cis-10 C15:10.97
cis-9 C16:10.01
cis-10 C17:10.72
trans-9 C18:11.82
cis-9 C18:10.06
trans-9,trans-12 C18:20.01
cis-9,cis-12 C18:21.62
cis-6,cis-9,cis-12 C18:30.06
cis-11 C20:15.00
C21:00.02
cis-11,cis-14 C20:20.04
cis-13 C22:10.01
C23:00.01
cis-13,cis-16 C22:20.02
Table 3. Effect of phlorotannin (PT) extract on in vitro rumen fermentation parameters.
Table 3. Effect of phlorotannin (PT) extract on in vitro rumen fermentation parameters.
ItemsCONTREATSEMp-Value
DMD (%)69.8183.810.81<0.01
Gas production rate (ml/h)38.9556.181.37<0.01
MCP (mg/mL)0.070.060.000.60
Ammonia-N (mg/dL)29.7312.420.73<0.01
pH6.566.300.03<0.01
Total VFA (mmol/L)76.7373.662.580.25
Acetate (mmol/L)50.6145.412.040.02
Propionate(mmol/L)14.1915.460.760.11
Butyrate (mmol/L)8.289.850.25<0.01
Acetate/Propionate3.573.030.230.03
DMD—dry matter disappearance; VFA—volatile fatty acids; MCP—microbial proteins; CON—control substrate; TREAT—substrate supplemented with PT extract at a concentration of 125 μg/mL incubation fluid; SEM—standard error of the mean.
Table 4. Effect of phlorotannin (PT) extract on the fatty acid composition (mg/g of total fatty acids) of fermented ruminal fluid.
Table 4. Effect of phlorotannin (PT) extract on the fatty acid composition (mg/g of total fatty acids) of fermented ruminal fluid.
Fatty AcidsCONTREATSEMp-Value
C4:01.430.260.08<0.01
C6:00.870.310.07<0.01
C14:00.980.830.030.01
C15:00.230.270.050.55
C16:01.480.960.100.01
cis-10 C17:10.260.810.230.14
C18:05.481.860.23<0.01
trans-9 C18:10.350.980.170.06
cis-9 C18:10.343.980.08<0.01
trans-9,trans-12 C18:20.140.430.05<0.01
C22:00.000.170.01<0.01
cis-13 C22:10.000.230.080.10
SFA10.474.650.400.046
MUFA0.946.000.450.01
PUFA0.140.430.050.047
CON—control substrate; TREAT—substrate supplemented with PT extract at a concentration of 125 μg/mL incubation fluid. SFA = ∑C4:0 + C6:0 + C14:0 + C15:0 + C16:0 + C18:0 + C22:0; MUFA = ∑cis-10 C17:1 + trans-9 C18:1 + cis-9 C18:1 + cis-13 C22:1; PUFA = ∑trans-9,trans-12 C18:2.
Table 5. Effect of phlorotannin (PT) extract on the bacterial diversity indices in fermented ruminal fluid.
Table 5. Effect of phlorotannin (PT) extract on the bacterial diversity indices in fermented ruminal fluid.
ItemsCONTREATSEMp-Value
Chao113191359880.67
Shannon-Weiner9.469.490.110.74
Simpson1.001.000.000.92
CON—control substrate; TREAT—substrate supplemented with PT extract at a concentration of 125 μg/mL incubation fluid.
Table 6. Effect of phlorotannin (PT) extract on the relative abundance (%) of the top 10 rumen bacteria phyla.
Table 6. Effect of phlorotannin (PT) extract on the relative abundance (%) of the top 10 rumen bacteria phyla.
TaxonCONTREATSEMp-Value
Bacteroidetes72.7663.370.96<0.01
Firmicutes23.5928.610.98<0.01
Proteobacteria1.852.950.14<0.01
Fibrobacterota0.443.260.28<0.01
Spirochaetota0.711.070.07<0.01
Desulfobacterota0.390.310.02<0.01
Actinobacteriota0.070.160.02<0.01
Patescibacteria0.040.120.01<0.01
Elusimicrobiota0.040.090.01<0.01
Campilobacterota0.050.020.010.04
CON—control, substrate; TREAT—substrate supplemented with PT extract at a concentration of 125 μg/mL incubation fluid.
Table 7. Effect of phlorotannin (PT) extract on the relative abundance (%) of the top 30 rumen bacteria genera.
Table 7. Effect of phlorotannin (PT) extract on the relative abundance (%) of the top 30 rumen bacteria genera.
PhylumGeneraCONTREATSEMp-Value
BacteroidetesPrevotella23.6222.640.490.06
F08214.558.720.67<0.01
Rikenellaceae_RC9_gut_group11.6811.780.390.79
Muribaculaceae9.964.840.36<0.01
Prevotellaceae_UCG-0012.743.420.84<0.01
Prevotellaceae_UCG-0032.482.740.090.01
p-251-o51.542.700.10<0.01
Bacteroidales_BS11_gut_group1.341.270.100.49
Prevotellaceae_UCG-0040.540.470.030.02
U29-B030.820.470.05<0.01
Prevotellaceae_NK3B31_group0.730.660.060.26
FirmicutesAnaerovibrio4.784.600.250.47
NK4A214_group1.481.530.090.54
Clostridia_UCG-0141.213.480.29<0.01
Christensenellaceae_R-7_group1.420.930.06<0.01
UCG-0051.200.810.06<0.01
Saccharofermentans1.070.810.05<0.01
UCG-0100.951.510.06<0.01
Ruminococcus0.951.490.08<0.01
Anaerovorax0.850.570.03<0.01
[Eubacterium]_coprostanoligenes_group0.790.780.060.90
Lachnospiraceae_AC2044_group0.620.880.05<0.01
Lachnospiraceae_UCG-0080.580.430.03<0.01
Lachnospiraceae_NK4A136_group0.540.520.030.55
Papillibacter0.500.550.040.25
UCG-0020.390.830.05<0.01
Selenomonas0.201.920.28<0.01
ProteobacteriaRuminobacter0.661.210.06<0.01
Succinivibrionaceae_UCG-0020.581.040.07<0.01
FibrobacterotaFibrobacter0.443.250.28<0.01
CON—control substrate; TREAT—substrate supplemented with PT extract at a concentration of 125 μg/mL incubation fluid.
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Huang, Q.; Chen, Y.; Wang, X.; Wei, Y.; Pan, M.; Zhao, G. Effects of Phlorotannins from Sargassum on In Vitro Rumen Fermentation, Microbiota and Fatty Acid Profile. Animals 2023, 13, 2854. https://doi.org/10.3390/ani13182854

AMA Style

Huang Q, Chen Y, Wang X, Wei Y, Pan M, Zhao G. Effects of Phlorotannins from Sargassum on In Vitro Rumen Fermentation, Microbiota and Fatty Acid Profile. Animals. 2023; 13(18):2854. https://doi.org/10.3390/ani13182854

Chicago/Turabian Style

Huang, Qianqian, Yuhua Chen, Xingxing Wang, Yuanhao Wei, Min Pan, and Guoqi Zhao. 2023. "Effects of Phlorotannins from Sargassum on In Vitro Rumen Fermentation, Microbiota and Fatty Acid Profile" Animals 13, no. 18: 2854. https://doi.org/10.3390/ani13182854

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop