Abstract
To study the effect of weaning age on the gut microbiota diversity in the lambs of Chongming white goats, fresh feces from the lambs weaned at 30, 45, and 60 days of age were collected 3 days after weaning at 33, 48, and 63 days of age, for microbial composition analysis by 16S rRNA sequencing. The serum concentrations of lipid metabolites were also investigated at the fecal collection dates. Serum and feces from the ewe-reared groups at 33, 48, and 63 days of age were used as controls. The alpha diversity increased significantly after weaning and with the aging of the lambs. Levels of Ruminococcaceae, Lachnospiraceae, and Ruminococcus varied significantly according to the weaning treatment in lambs (P < 0.05). Butyrate-producing gut bacteria such as Ruminococcaceae_UCG-010, Ruminococcaceae_UCG-013, Ruminococcaceae_UCG-014, Ruminococcaceae_UCG-005, Ruminococcaceae_UCG-002, Lachnospiraceae_AC2044_group, and Lachnospiraceae_NK4B4 were identified as significantly increased genera (P < 0.05) in the feces of weaned Chongming white lambs. Additionally, the abundance of fiber degradation–associated bacteria including Ruminococcaceae_UCG-005, Ruminococcus_1, and Ruminococcus_2 significantly increased with lamb weaning age (P < 0.05). Correlation analysis showed that Lachnospiraceae_AC2044_group, norank_f__Bacteroidales_S24-7_group, and Ruminococcaceae_UCG_005 were negatively correlated, and Lachnoclostridium was positively correlated with levels of cholesterol, while Blautia showed positive correlation with low-density lipoprotein cholesterol in serum samples from weaned lambs. This study helped to understand the maturing development of gut microbiota in Chongming white goats under weaning stress.
Key points
• Effects of weaning age on the gut microbiota diversity in Chongming white goat lambs were studied.
• Some butyrate-producing gut bacteria were significantly increased after weaned.
• Correlations of gut microbiota and lipid metabolites were analyzed.
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Introduction
Chongming white goat, which belong to the Yangtze River Delta white goat family, is an excellent fur and meat breed, known for high fertility and adaptability in China and loved by consumers for the quality and taste of its meat. Early weaning of lambs is a key technology to increase birth rate and lower production costs in intensive goat husbandry. However, during early weaning, the digestive system and immune system of lambs are not fully developed, and the isolation from the ewes and the changes in diet and environmental factors inevitably bring a series of psychological and physiological stress to the lambs, leading to reduced feed intake and nutrient digestion, and even growth retardation (Ekanayake et al. 2018; Ekiz et al. 2015). Weaning age is one of the key parameters, which is critical for the success of early weaning, due to the underdevelopment of gastrointestinal tract and immune system (Teke and Akdag 2012); therefore, choosing the best weaning time is important for minimizing weaning stress and maintaining the healthy growth of weaned lambs. However, the best weaning age of lambs can vary due to the diversity of feeding, management practices, and the genotypes of the lambs. In Australia, lambs are weaned when lambs are 6 to 10 weeks old, while in France, it is better to wean when the live body weight of lambs is twice as heavy as its birth (Lepherd et al. 2010; Shaw et al. 1995). In China, lambs are mostly weaned at 2 to 4 months old, usually weaning at 3 months of age. Recently, evidence proved that intensified milk replacer can induce a milder immune response and reduce the relative abundance of pathogenic bacteria (Zhang et al. 2018). Studies on Hu lambs show that Hu lambs can be weaned early at 10 days of age by milk powder and creep feeding (Chai et al. 2015). These indicate that weaning stress can be alleviated with proper milk replacer and improved feeding management.
Little is known about the effects of weaning stress on the intestinal function of lambs. Currently, it is accepted that gut microbiota is critical for maintaining the intestinal barrier function and influencing various physiological processes such as nutrient metabolism, immunity response, and defending against pathogens (Thursby and Juge 2017). Evidence has proved that weaning can influence the composition of intestinal microbiota of animals (Mach et al. 2017; Meale et al. 2017; Yang et al. 2018). For instance, maternal segregation during weaning significantly altered the composition of all gut microbiota in the horse sputum, and they were divided into three different community types after weaning (Mach et al. 2017). Meale et al. (2017) found that weaning results in a gradual change in microbial β-diversity in the rumen and feces of dairy calves. Weaning age significantly affects the relative abundance of Lactobacillus, Clostridium, Prevotella, and Bacteroides in pigs at three weaning ages (Yang et al. 2018). A recent study reported that early weaning increased bacterial diversity and altered the relative abundance of several dominant taxa in the ilea of lambs on day 42 compared with un-weaned lambs and these effects on ilea microbiota were still present on day 84 (Li et al. 2018a). However, due to the varieties in breed, feeding conditions, and weaning ages, the effects of weaning stress on gut microflora vary markedly. Therefore, it is necessary to analyze the changes of intestinal microflora after weaning in specific lambs at a specific weaning time and under controlled feeding and management condition. This study presented the microbiota changes in the feces of Chongming white goats weaned at different ages using milk powder, to investigate the influence of weaning age on gut barrier function in Chongming white goats. Results may provide theoretical basis for the breeding of the Yangtze River Delta white goats.
Methods and materials
Experimental animals and sample collection
A total of 36 single reared Chongming white goat male lambs at 14 days of age with similar body weights (mean ± SD, 5753.72 ± 93.34 g) were randomly divided into six groups C30, C45, C60, W30, W45, and W60 with six lambs per group. Lambs in the W30, W45, and W60 group were separated from the ewes and weaned at 30, 45, and 60 days of age, respectively. From 14 days to the weaning day, lambs in the weaned groups W30, W45, and W60 were kept with ewes and had ad libitum access to milk replacer diet (Huaian Meibiao Feed Co., Ltd. Huaian, Jiangsu, China) containing 16.00% crude protein, 0.73% lysine, 0.33% methionine, 1.8% calcium, 0.42% phosphorus, and 0.15% salt. The lambs in the C30, C45, and C60 group were kept with ewes in conventional farrowing pens and suckled during the experimental period. At 33, 48, and 63 days of age (3 days after weaning), respectively, venous jugular blood samples and feces were collected from all lambs before feeding in the morning. The fecal samples were collected from the rectum, immediately snap-frozen in liquid nitrogen, and stored at −80°C for further 16S rRNA sequencing. Serum samples were collected for further lipid metabolites analysis, and all fecal and serum samples were labelled according to group.
The 16S rRNA sequencing
Microbial genomic DNA was extracted from the feces using the QIAamp DNA stool mini kit (Qiagen, Hilden, Germany) according to the producer’s instructions. The concentrations and integrity of genomic DNA were checked on a NanoDrop ND-2000 spectrophotometer (NanoDrop Technologies, Wilmington, DE, USA) and agarose gel electrophoresis. The variable region of 16S rRNA V4 was amplified using its universal primer sequence 338F, 5′-ACTCCTACGGGAGGCAGCAG-3′, and 806R, 5′- GGACTACHVGGGTWTCTAAT-3′. Library construction was performed on a barcoded V4 PCR amplicon and sequenced by the Illumina MiSeq PE300 platform (San Diego, CA, USA). All the samples (n = 6/group) were sequenced individually. Raw data are now available at NCBI under the Sequence Read Archive database with accession No. SRR13334808.
Data processing
Data processing was performed as described by Li et al. (2018b). In brief, raw FASTQ sequences were firstly filtered for reads with the adapter contamination at the end of the reads, reads <50 bp, and reads with a quality score < 20 were removed by the Trimmomatic program (Anthony et al. 2014). Program FLASH was used to merge the paired reads into a sequence with the minimum overlap length of 10 bp, and the maximum mismatch ratio allowed in the overlap area of the spliced sequence was 0.2 (Magoč and Salzberg 2011), and reads containing > 2 nucleotide mismatches to primers were removed along with reads containing ambiguous bases. The UCHIME software was then used to remove the chimerism sequences, and the valid tags were obtained for the subsequent operational taxonomic units (OTUs) partition (Edgar et al. 2011). The taxonomy of each OTU was assigned by blasting the representative sequence against Greengenes reference database (Release 13.8, http://greengenes.secondgenome.com/) by using the RDP classifier algorithm (http://rdp.cme.msu.edu/classifier/classifier.jsp) with a similar level of 97%. Differences among groups were compared with STAMP (http://kiwi.cs.dal.ca/Software/ STAMP) by using two side Welch’s t test.
Lipid metabolites analysis
High-density lipoprotein cholesterol (HDL-C) and low-density lipoprotein cholesterol (LDL-C) were measured using a two-reagent direct method kit. Total cholesterol (T-CHO) and triglycerides (TG) were measured by single-agent GPO-PAP method kit. All the reagents used in the lipid metabolites measurement were purchased from Nanjing Jiancheng Bioengineering Research Institute (Nanjing Jiancheng Bioengineering Institute, Jiangsu, China). The specific operation procedures were performed in according with the manufacturer's instructions.
Statistical analysis
Significant differences of alpha diversity index (Chao1, Simpson, Shannon, Sobs, and Good’s coverage index) and plasma parameters between groups were determined using Student’s t test. Significant differences were considered P < 0.05.
Results
Microbial community structure and composition
An average of 38,174 clean sequences was obtained for each group, and the length of the sequences ranged between 428 and 438 bp (Supplemental Table S1). The feces microbiota seemed to be more diverse and had greater evenness in the lambs after weaning compared to the control lambs before weaning based on the Shannon, Sobs, and Chao indices (P < 0.05) (Fig. 1). In addition, the Chao1 estimator and Sobs indices were significantly increased along with the ages of lambs (P < 0.05). At 60 days of age, the Simpson indices were significantly decreased (P < 0.01) in the feces of lambs after weaning compared to those control lambs.
Taxonomic analysis
The study found that Bacteroidetes and Firmicutes were the dominant phyla in the feces of lambs in all groups (Fig. 2a). Two phyla (Proteobacteria and Verrucomicrobia) were both decreased in the feces of lambs after weaning (Fig. 2a), but no significant differences were observed (Table 1). Comparing to the control lambs, the relative abundance of Bacteroidetes (29.62% and 23.37%, respectively) was increased in the feces of lambs weaned at 30 and 45 days of age, while the abundance of Bacteroidetes (23.97%) was significantly decreased (P < 0.05) in the feces of lambs weaned at 60 days of age, accompanying with significantly increased (P < 0.05) abundance of Firmicutes (71.61%). However, the phyla, occurred at low levels of < 0.03% abundance, were classified into others part (Fig. 2a). The relative abundance of Tenericutes (P = 0.01) were significantly increased in the feces of lambs weaned at 45 days of age, compared to those control lambs at the same age (Table 1). The predominant genera were Bacteroides, unclassified_f_Lachnospiraceae, Ruminococcaceae_UCG-005, Lachnospiraceae_AC2044_group, norank_f_Bacteroidales_S24-7, and Blautia (Fig. 2b).
The genera that were significantly affected by weaning are shown in Fig. 3. When the lambs were weaned at 30 days of age, the relative abundance of five genera, including Lachnoclostridium, Escherichia-Shigella, norank_f__Ruminococcaceae, [Ruminococcus]_gauvreauii_group, and Erysipelatoclostridium, was significantly decreased (P < 0.05), while the abundance of four genera, norank_f__Bacteroidales_S24-7_group, Lachnospiraceae_AC2044_group, Ruminococcaceae_UCG-010, Rikenellaceae_RC9_gut_group, and Christensenellaceae_R-7_group, was significantly increased (P < 0.05) in the feces of lambs after weaning, compared to those before weaning (Fig. 3a). The genera Escherichia-Shigella and [Ruminococcus]_gauvreauii_group at 0.319% and 0.039%, respectively, in the feces of weaned lambs at 45 days of age, were at least 2-fold lower than those in the feces of control lambs at 6.961% and 1.406%, and Lactobacillus was not detected in the feces of lambs weaned at 45 and 60 days of age. Seven genera including Ruminococcaceae_UCG-010, Ruminococcus_1, Ruminococcaceae_UCG-013, norank_o__Mollicutes_RF9, Ruminococcaceae_UCG-002, [Eubacterium]_ruminantium_group, and Ruminococcaceae_UCG-014 were significantly increased (P < 0.05) in the feces of lambs after weaning (Fig. 3b). As shown in Fig. 3c, the abundances of genera Ruminococcaceae_UCG-005, norank_f__Bacteroidales_S24-7_group, Tyzzerella_4, Ruminococcaceae_UCG-013, Lachnospiraceae_NK4B4_group, [Eubacterium]_rectale_group, Ruminococcus_1, and Ruminococcus_2 were significantly higher (P < 0.05) in the feces of lambs weaned at 60 days of age, compared to that in the feces of lambs before weaning. For fecal microbiome community analysis, Butyricinonas, Ruminiclostridium_9, and Sellimonas were significantly decreased, while Ruminococcaceae_UCG-010, Christensenellaceae_R-7_group, and Ruminococcaceae_UCG-013 were significantly increased in the control lambs as the age increased (Fig. 4a). The abundance of Ruminococcaceae_UCG-005, Ruminococcus_1, and Ruminococcus_2 was obviously increased (P < 0.05), while genera Desulfovibrio (P = 0.046) and Ruminiclostridium_9 (P = 0.045) were decreased in the feces of weaned lambs with increased weaning age (Fig. 4b). As shown in Fig. 4c, weaning significantly increased the relative abundances of Christensenellaceae_R-7_group, norank_f__Bacteroidales_S24-7_group, Lachnospiraceae_AC2044_group, Ruminococcaceae_UCG-010, and Ruminococcaceae_UCG-005 (P < 0.05).
Correlation analysis between serum biochemistry and microorganisms
This study showed that serum lipid metabolites changed at different weaning times, when compared to control lambs (Supplemental Table S2). Contents of T-CHO and LDL-C were significantly downregulated (P < 0.05) in the serum of weaning lambs in the W30, W45, and W60 groups. The concentration of serum HDL-C was obviously lower (P < 0.05) in the lambs weaned at 30 days of age than that in the control lambs and tends to be decreased (P = 0.07) in the lambs weaned at 45 days of age. Correlation analysis (Fig. 5) showed significant correlations between serum biochemical parameters and the relative abundances of bacteria in the feces of lambs. The relative abundance of Lachnospiraceae_AC2044_group, Ruminococcaceae_UCG_005, and norank_f__Bacteroidales_S24-7_group had negative correlations with the concentration of T-CHO in the serum of lambs after weaning, while Lachnoclostridium was positively correlated. The relative abundance of Lachnospiraceae_AC2044_group was negatively correlated with the serum concentration of LDL-C, but Bacteroides and Blautia were positively correlated.
Discussion
In this study, the effects of weaning age on fecal microbiota of Chongming white goats under weaning stress condition were researched using 16S rRNA sequencing. We found that a significant change in the gut microbiota composition in lambs at different weaning time point. Contrary to the studies reported in post weaning piglets (Konstantinov et al. 2006), the alpha diversity indices including Shannon index, Sobs index, and Chao1 estimator were found to be increased in the gut microbiota of lambs after weaning, suggesting that microbiota were more diverse. The alpha diversity was increased with age, which was consistent with the results reported in Hu lambs (Li et al. 2018a). Increased diversity is known to improve the stability and the resilience of ecosystems to environmental stressors (Guerra et al. 2020). In particular, the diversity of gut microbes has been proposed as a new marker for assessing gut health and metabolic capacities (Clarke et al. 2014). This study hypothesized that changes in the gut microbial diversity may provide some metabolic capacity and functional redundancy in lambs to cope with the negative effects of weaning stress, but further research is needed to investigate this.
It was also found that Bacteroidetes and Firmicutes were the dominant phyla in the feces of lambs of all groups, regardless of the time of weaning, which agreed with the previous studies of calf intestinal microbiota (Meale et al. 2017) and ilea microbiota of Hu lambs at 42 and 84 days of age, where lambs were weaned at 28 and 56 days of age, respectively (Li et al. 2018a). In terms of the phylum level, studies have reported that an increase in the Firmicutes to Bacteroidetes ratio is associated with body weight gain and obesity (Chika et al. 2015; Hills et al. 2019). A high Firmicutes to Bacteroidetes ratio can help the host maintain metabolic balance through energy harvesting mediated by the gut microbiota (Huan et al. 2016). The composition of the gut microbiota varied considerably among the feces of the lambs weaned at different ages. Compared to the control lambs, no significant changes of Firmicutes to Bacteroidetes ratio were observed in the feces of lambs weaned at 30 and 45 days of age, while it was significantly increased in lambs weaned at 60 days of age. In addition, the Tenericutes phylum, which was hypothesized to be beneficial for intestinal integrity (Nagalingam et al. 2011), was significantly increased in the feces of lambs weaned at 45 days of age. It seems that weaning at an appropriate age may by beneficial for the lambs to maintain the integrity of intestinal morphology and promote intestinal development and this process may be regulated by intestinal microbes.
Comparing the microbial taxa at the genus level between the weaned and control groups, the composition of the fecal bacterial community was significantly diverse. The changes were mainly reflected by an increase in the relative abundance of genera norank_f__Bacteroidales_S24-7_group, Ruminococcaceae, Lachnospiraceae, and Ruminococcus, and a decrease in genera Escherichia-Shigella and Lachnoclostridium. The family Ruminococcaceae are very suited for the utilization or degradation of indigestible fiber and polysaccharides (Brulc et al. 2009). Members of Ruminococcaceae and Lachnospiraceae genera are butyrate-producing gut bacteria (Esquivel-Elizondo et al. 2017; Meehan and Beiko 2014; Vital et al. 2014). Gut butyrate production promotes the differentiation of Treg cells, which enhance epithelial barrier integrity, inhibiting the pro-inflammatory response (Singh et al. 2014). In vitro supplementation of butyrate-producing bacteria to microbiota of Crohn’s disease patients increased butyrate production and enhanced intestinal epithelial barrier integrity (Geirnaert et al. 2017). In this study, the OTUs annotated to the members of Ruminococcaceae family, such as Ruminococcaceae_UCG-010, Ruminococcaceae_UCG-013, Ruminococcaceae_UCG-014, Ruminococcaceae_UCG-005, and Ruminococcaceae_UCG-002, as well as the Lachnospiraceae_AC2044_group and Lachnospiraceae_NK4B4 group, were identified as the genera that increased significantly in the feces of weaned Chongming white lambs. This indicated that the significant increase of these butyrate-producing bacteria might promote the production of butyrate and assist the lambs by digesting their food effectively, so weaning may stimulate the consumption capacity and maturation of the intestine.
Significant increases of Ruminococcaceae_UCG-005, Ruminococcus_1, and Ruminococcus_2 and reduced abundances of Desulfovibrio and Ruminiclostridium_9 were found in weaned lambs with increasing weaning age. High abundances of Ruminococcus in buffalo and cattle were reported to be associated with fiber degradation (Zhang et al. 2017). Ruminiclostridium_9 is associated with the release of inflammatory and cytotoxic factors from the gut for the maintenance of a stable intestinal microecology. The genus Desulfovibrio reduces the sulfites and sulfates obtained from the diet and the sulfated mucopolysaccharides found in mucin, leading to the generation of the cytotoxic compound hydrogen sulfide (Gibson 2010). Increased abundances of Desulfovibrio bacterial species were also found in ulcerative colitis (Rowan et al. 2010), but the additional functions of these bacterial genera are not clear, and more research is needed to determine their roles in the process of starch and fiber degradation, and the maintenance of intestinal microecology. With limited current knowledge, it can be inferred that the increase of Ruminococcus and Ruminococcaceae genera and downregulation of Desulfovibrio and Ruminiclostridium_9 in weaned lamb feces may help to increase the efficiency of intestinal digestion and absorption. With the increase of weaning age, the stronger the digestive ability of the lamb’s intestines and the stronger the ability to resist stress.
Changes in serum cholesterol level are associated with changed microbiota diversity, as shown by a recent study that demonstrated that intestinal microbiota regulates the circulating cholesterol level (Le Roy et al. 2019). The abundance of f_ Lachnospiraceae has a negative correlation with the consumption of energy but correlates positively with the level of leptin (Méndez-Salazar et al. 2018), and it has a protective effect on mucosal integrity (Lin et al. 2018). A positive association between Ruminococcus and cholesterol was reported in obese adolescents (Nirmalkar et al. 2018). In the present study, correlation analysis showed that the relative abundance of Lachnospiraceae_AC2044_group, norank_f__Bacteroidales_S24-7_group, and Ruminococcaceae_UCG_005 were negatively correlated with the cholesterol concentrations in the serum of lambs after weaning treatments, while Lachnoclostridium was positively correlated with levels of cholesterol, suggesting that these bacteria may have important effects on weaned lambs’ health. Tang et al. (2018) reported that Blautia was positively associated with TG, cholesterol, and LDL-C. An increase in the abundance of Blautia has been reported in overweight obese Mexican children and obese adolescents (Murugesan et al. 2015; Nirmalkar et al. 2018). In these experiments, a positive association between the abundance of Blautia and the levels of LDL-C was found which is consistent with results by Tang and co-workers (Tang et al. 2018). However, the abundance of Blautia was lower in weaned lambs than that in the control animals and was substantially decreased with increasing weaning age, suggesting the existence of weaning stress in weaned lambs.
Collectively, these findings suggested that weaning was associated with changes in cholesterol level and in the composition of the intestinal microbiota, notably of the bacteria involved in the degradation of fiber and carbohydrates, such as norank_f__Bacteroidales_S24-7_group, Ruminococcaceae, Lachnospiraceae, and Ruminococcus, which were increased in lambs after weaning. These results suggested that those changed microbiota may be involved in the regulation of the intestinal barrier function in weaned lambs, but the specific mechanism of regulation need to be further explored.
Data availability
The datasets generated during and/or analyzed during the current study are available in the NCBI repository with accession No. SRR13334808 (available at https://www.ncbi.nlm.nih.gov/sra/?term=SRR13334808).
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This research was, in part or in whole, supported by the National Natural Science Foundation of China (Grant No. 31902149), Shanghai Agriculture Applied Technology Development Program (Grant No. Z20200105), and Shanghai Committee of Science and Technology (Grant No. 19140900100).
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R.R. L., Y.X. L., and L.H. Z. conceived and designed the research. R.R. L., Y.H. L., J.J. D., and L.H. Z. performed experiments. R.R. L. and X.H. X. analyzed the data. R.R. L., X.H. X., and L.H. Z. wrote the manuscript. All authors read, revised, and approved the manuscript.
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Liao, R., Xie, X., LV, Y. et al. Ages of weaning influence the gut microbiota diversity and function in Chongming white goats. Appl Microbiol Biotechnol 105, 3649–3658 (2021). https://doi.org/10.1007/s00253-021-11301-2
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DOI: https://doi.org/10.1007/s00253-021-11301-2