Post-Weaning Diet Affects Faecal Microbial Composition but Not Selected Adipose Gene Expression in the Cat (Felis catus)

The effects of pre- (i.e., gestation and during lactation) and post-weaning diet on the composition of faecal bacterial communities and adipose expression of key genes in the glucose and insulin pathways were investigated in the cat. Queens were maintained on a moderate protein:fat:carbohydrate kibbled (“Diet A”; 35:20:28% DM; n  =  4) or high protein:fat:carbohydrate canned (“Diet B”; 45:37:2% DM; n = 3) diet throughout pregnancy and lactation. Offspring were weaned onto these diets in a nested design (n  =  5 per treatment). Faecal samples were collected at wk 8 and 17 of age. DNA was isolated from faeces and bacterial 16S rRNA gene amplicons were analysed by pyrosequencing. RNA was extracted from blood (wk 18) and adipose tissue and ovarian/testicular tissues (wk 24) and gene expression levels determined using RT-qPCR. Differences (P<0.05) in composition of faecal bacteria were observed between pregnant queens fed Diet A or B. However, pre-weaning diet had little effect on faecal bacterial composition in weaned kittens. In contrast, post-weaning diet altered bacterial population profiles in the kittens. Increased (P<0.05) abundance of Firmicutes (77% vs 52% of total reads) and Actinobacteria (0.8% vs 0.2% of total reads), and decreased (P<0.05) abundance of Fusobacteria (1.6% vs 18.4% of total reads) were observed for kittens fed the Diet A compared to those fed Diet B post-weaning. Feeding Diet B pre-weaning increased (P<0.05) the expression levels of INRS, LEPT, PAI-1 and tended to increase GLUT1, while the expression levels of IRS-1 in blood increased in kittens fed Diet A pre-weaning. Post-weaning diet had no effect on expression levels of target genes. Correlations between the expression levels of genes involved in glucose and insulin pathways and faecal Bacteriodetes and Firmicutes phyla were identified. The reasons for why post-weaning diet affects microbial populations and not gene expression levels are of interest.


Introduction
Mammalian health is driven by a complex interaction between the host genome, its diet and the composition and function of the microbiota that inhabit its intestine. The plasticity of the host genome is well established; it responds to changes in diet in part via epigenetic regulation of gene expression [1,2]. Pre-weaning diet (gestation and lactation) is known to affect the function of the genome and can have long term effects on the health of offspring [3,4]. While information is available on the effects of pre-and post-weaning diet on changes in gene expression [5,6], less information is available about these periods on the composition of intestinal microbiota.
The stability of intestinal microbiota is of interest, due to the relationship between the diet and the metabolic health of the host [7]. The intestinal microbiota of adult cats can change in response to short-term diet [8,9], however it has been suggested that in the long term intestinal microbiota profiles appear to be stable [10]. Diet-induced-changes in microbiota have been linked to impaired intestinal function (e.g., increased intestinal permeability [11]) giving rise to disorders such as obesity [12], due in part to the ability of the intestinal microbiota to extract more energy from the diet and make it available to the host [13]. Therefore, many studies have focussed on the host at weaning, as the intestinal microbiota is still developing and is pliable [14].
More recently it has been recognised that the microbiota present at birth have long-term impacts on an individual's health and has a potential role in the risk of disease [15]. It is typically accepted that the intestinal tract of the newborn is sterile [16], however there is some evidence to suggest that there is translocation of microbiota from the mother to the offspring before birth [17,18]. Further, recent opinions suggest that maternal diet during gestation may influence the composition of the microbiota in the intestinal tract of the offspring at birth [19].
Despite this, there is a lack of direct evidence to examine the effects of maternal diet on the composition of the offspring's microbiota, with only a few papers investigating how maternal nutrition impacts the microbiome of the offspring [20,21,22].
We hypothesised that pre-weaning diet (gestation and lactation) would alter the composition of faecal microbiota and the expression of genes in the glucose and insulin metabolic pathways offspring. In order to investigate the hypothesis, we selected diets that contained contrasting levels of protein, fat and carbohydrate, that have shown to promote large differences in faecal bacteria profiles of adult cats [9].

Animal Study
Ethics statement. The protocol for this study was approved by the Massey University Animal Ethics Committee (MUAEC 10/ 108). All cats used are owned by Massey University and were housed at the Centre for Feline Nutrition (Massey University, Palmerston North, New Zealand) according to the Animal Welfare (Companion Cats) Code of Welfare (2007).
Diets. Commercially available dry (kibbled; Diet A) and wet (canned; Diet B) diets were utilised in this study. Both diets were formulated to meet all nutrient requirements for growth, gestation and lactation according to the Association of American Feed Control Officials (AAFCO). Diets were analysed for moisture content using a convection oven at 105uC (AOAC 930. 15, 925.10) and the ash residue using a furnace at 550uC (AOAC 942.05). Crude protein and crude fat were determined using the Leco total combustion method (AOAC 968.06) and acid hydrolysis/Mojonnier extraction (AOAC 954.02), respectively. Gross energy (kJ/g) was determined using bomb calorimetry. Crude fibre was determined using the gravimetric method (AOAC 978.10) and Nitrogen Free Extractables (NFE) by difference (Table 1).
Animals and housing. Eight queens (bred from 3 unrelated toms; mean age 5.3 6 0.4 yr) were randomly allocated to one of two diets (n = 4 per diet). The queens received either a Diet A or Diet B ad libitum throughout the study (Table 1). Each queen was mated with a single unrelated male fed either Diet A or Diet B. Once pregnancy was confirmed (approximately 7-8 wk of pregnancy), the queens were moved to individual, multi-layered digestibility cages, containing nesting boxes on an upper shelf [23]. One week before birth, a faecal sample was collected within 15 min of defecation, snap frozen in liquid nitrogen and then stored at -85uC until analysis.
In total, twenty kittens were born and were weighed within 24 hours (h) of birth, and every other day for 2 weeks (wk), and then at weekly intervals until the end of the study.
From wk 0 to 4, all of the kittens received milk from their dam exclusively. Half of each litter was randomly assigned (within sex) onto Diet A and half onto Diet B, forming four dietary treatment groups (A-A, A-B, B-B, B-A; Table 2). At 4 wks of age, the kittens were weaned onto solid food in a gradual manner, receiving both the appropriate solid food and milk until wk 8, when the kittens were fully weaned. During the weaning process (4 wks onwards), kittens were group housed according to post-weaning diet for meals and socialisation, returning to their dam only for access to milk. By 8wks of age, kittens were housed exclusively according to their post-weaning diet. Diet and water were available ad libitum daily to allow for normal growth ( Figure 1).
Pre-weaning diet has been defined as the combined effects of gestation and lactation and early weaning, and the post-weaning phase as the point where the kitten is no longer receiving milk from its mother.
Faecal sampling and preparation of barcoded amplification of bacterial 16S rRNA genes and amplicon pooling. At 8 and 17 wks of age, the kittens were housed individually for 24 h and a fresh faecal sample was collected within 15 min of excretion, snap-frozen in liquid nitrogen and stored at -85uC.
Nucleic acids were extracted from faeces (30 mg) with a previously described combined bead-beating and phenol/chloroform protocol [24]. Fusion primers designed for GS FLX titanium pyrosequencing were used for microbiota analysis. Forward primers incorporating the Roche GS FLX adaptor A (59-CCA TCT CAT CCC TGC GTG TCT CCG ACT CAG-39), a unique 12-base molecular barcode [25], a two-base linker sequence and bacteria specific sequence Ba9F (59-GAG TTT GAT CMT GGC TCA G-39) [26], and a reverse primer incorporating adapter B (59-CCT ATC CCC TGT GTG CCT TGG CAG TCT CAG-39) and template specific sequence Ba515Rmod1 (59-CCG CGG CKG CTG GCA C-39) modified from Lane et al. [27] were used  3 Nitrogen free extractables calculated by difference (100 -crude protein -crude fat -crude fibre -ash). 4 Determined using modified Atwater factors of: crude protein (3?5 kcal ME/g DM), crude fat (8?5 kcal ME/g DM), NFE (3?5 kcal ME/g DM). doi:10.1371/journal.pone.0080992.t001 Table 2. Treatment groups for determining the effects of preweaning (in utero and during lactation) and post-weaning diet on intestinal microbiota in the domestic kitten (Felis catus; n = 5 per treatment).   DNA at a concentration between 20 and 40 ng ml 21 . Amplification was performed using a Mastercycler proS (Eppendorf, Hamburg, Germany) with the following cycle parameters: initial denaturation at 95uC for 2 min, 30 cycles of denaturing (95uC, 20 s), annealing (52uC, 20 s) and elongation (72uC, 1 min), and a final 7-min extension at 72uC. Amplicons were purified using a High Pure PCR product purification kit (Roche Diagnostics, Mannheim, Germany) and sent to Macrogen (Seoul, Republic of Korea) for pyrosequencing using the GS FLX titanium system (Roche Diagnostics, Mannheim, Germany). Tissue gene expression. At 18 wks of age a blood sample (0.5 ml) was taken and RNA extracted using the Total RNA Minikit (Blood/cultured cells) from GeneaidH (DNature, Gisborne, NZ) according to manufacturer's instructions. At 24 wks of age, during neutering, samples of ovarian tissue (females only), testicular tissues (males only), and abdominal fat tissues (females only) were taken. The tissue samples were washed in ice-cold saline and then submersed in RNAlaterH overnight, then stored at -20uC until analysis. RNA was extracted from abdominal fat and reproductive tissues using an RNeasy Plus Universal Mini Kit (QIAGEN Pty Ltd, VIC 3148, Australia) according to manufacturer's instructions.
Statistical Analyses. Growth rates were determined utilizing repeated measures in the Mixed Model procedure of SAS using a two-way ANOVA with maternal and post-weaning diets as the main effects. The log transformation was utilized prior to analysis when necessary to maintain homogenous variance. No effect of gender was observed. Sequences were processed using the Quantitative Insights into Microbial Ecology (QIIME) version 1.5 pipeline [30]. Sequences were denoised and chimeric sequences removed using the ampliconnoise.py wrapper. Sequences passing quality checking were assigned to samples by their 12 bp barcodes, which were then binned into operational taxonomic units (OTU) at a minimum pair-wise similarity of

Comparisons between Diets A-A and A-B vs B-A and B-B.
2

Comparison between Diets A-A and B-A and B-B and A-B.
Results represent an average of samples taken at week 8   97%. Taxonomy was assigned to each OTU using the Ribosomal Database Project classifier using an 80% confidence threshold [31]. Beta diversity between samples at the minimum sequence depth attained (1640 sequences) was compared using weighted and unweighted UniFrac phylogenetic distances. Two factor (preweaning diet X post-weaning diet) multivariate analyses of community phylogenetic diversity was performed using the ADONIS function in the R package Vegan. Gene expression data was analysed two-way ANOVA with maternal and postweaning diets as the main effects in R 2.14.1. Rank transformed bacterial taxa proportions from phyla and genera that made up .

Results
Influence of pre-and post-weaning diet on growth rates of kittens Prior to weaning (wks 0-4), bodyweight was higher (P , 0.05) in kittens exposed to Diet B. Post-weaning, kittens fed Diet B were heavier (P , 0.05) than kittens fed Diet A (Figure 1).
Pyrosequencing of bacterial 16S rRNA gene barcoded amplicons resulted in a total of 120,520 sequences after denoising and chimera removal, with an average number of 2,564 sequences per sample (range = 1,640 to 4,813). The number of OTUs identified was 1968. Sequence length was on an average of 481 bp (range = 201 to 530 bp).

Influence of diet on faecal bacterial community composition of queens
Diversity of the resident bacterial community in pregnant queens was increased by feeding Diet B, as shown by the Chao1 diversity estimator (Figure 2). Diet significantly affected the proportion of phyla observed in the faeces of pregnant queens, with decreased Fusobacteria and Bacteroidetes and increased Firmicutes observed in queens fed with the Diet A (Table 3). In pregnant queens fed Diet A, over 99% of the bacteria observed belonged to the phylum Firmicutes. In contrast, faeces from queens on Diet B contained Firmicutes (46.1% of total reads), Bacteroidetes (25.7% of total reads) and Fusobacteria (25.4% of total reads) as the predominant phyla. In total, 29 bacterial genera were observed in the faeces of the pregnant queens.

Influence of pre-weaning diet on faecal bacterial communities in kittens
Pre-weaning diet did not affect the proportion of phyla in the kitten faeces (Table 4), however, the proportions of some taxa were altered (Table 5). Kittens from mothers fed the Diet A showed increased abundance of Solobacterium, Peptococcaceae and Clostridiales and Clostridium (Table 5) and decreased abundance of Megamonas and Allisonella ( Table 5).

Influence of post-weaning diet format on faecal bacterial community composition of kittens
There was no effect of sampling age on the microbial populations (8 or 17 wk, data not shown), therefore the results from these two periods were pooled. In kittens, the diversity of the bacterial population was affected by post-weaning diet ( Figure 3). Principal Coordinate Analysis (PCoA) of weighted and unweighted Unifrac phylogenetic distances showed that the overall microbiota community structure was most similar between offspring fed with the same post-weaning diet, regardless of the mother's diet ( Figure  4 and 5). Multivariate analysis indicated that post weaning diet had a significant effect on community composition (P,0.001), while differences between pre-weaning diet tended towards significance (P = 0.07). No significant interaction between preand post-weaning diets were observed (P = 0.49).
Sequence types representing five different phyla were observed in the faeces of kittens. Firmicutes and Bacteriodetes were the most abundant phyla observed in the kittens irrespective of diet, followed by Fusobacteria and Proteobacteria, with sequences belonging to the phylum Actinobacteria were the least abundant. Dietary format affected the proportions of phyla with Firmicutes (77% of total reads), Bacteroidetes (19% of total reads) and Proteobacteria (1.6% of total reads) being predominant in kittens exposed to Diet A. In contrast Firmicutes (54% of total reads), Bacteroidetes (24% of total reads) and Fusobacteria (19% of total reads) being predominant in kittens exposed to Diet B. Postweaning diet significantly affected (P , 0.05) the proportion of phyla, with decreased Fusobacteria and increased Firmicutes and Actinobacteria for kittens fed Diet A (Table 4).
In total, 19 bacterial families and 26 bacterial genera were identified in the faeces of kittens (Table 5). Post-weaning dietary format significantly affected 19 genera (Table 5). Predominant genera for the kittens fed Diet A were Streptococcus (18.9% of total reads), Prevotella (16.5% of total reads) and Megaspheara (12.7% of total reads). For kittens fed Diet B, the most dominant genera were unclassified genera belonging to the families Peptostreptococcaceae (26.7% of total reads) and Fusobacteriaceae (15.4% of total reads). Major shifts relating to post-weaning diet included decreased percentage of sequences for Bacteroides and Fusobacterium and increased percentage of sequences for Megasphaera, Streptococcus and Lactobacillus for kittens fed Diet A post-weaning ( Table 5).

Influence of pre-and post-weaning diet on tissue gene expression in kittens
Maternal diet affected (P,0.05) the expression levels of LEPT, PAI-1 and INSR and tended (P,0.10) to affect the expression of GLUT1 (Table 6) in blood. In abdominal fat, expression levels of IRS-1 was affected by pre-weaning diet (P,0.05). There was no effect of pre-weaning diet in the expression levels of genes in reproductive tissues. There was no effect (P.0.05) of post-weaning diet on gene expression levels in the kittens fed either diet (Table  6). Despite only limited numbers of genes showing differential expression due to dietary treatment, strong correlations were observed between the various members of the microbiota and gene expression in blood, fat and reproductive tissue ( Figure 6). Abundance of Firmicutes was negatively correlated with expression of most genes examined in blood and fat, whereas abundance of Bacteroidetes tended to be positively correlated with gene expression in blood and fat. In contrast, the correlation between Bacteroidetes and Firmicutes abundance and gene expression levels showed the opposite pattern in reproductive tissue, with the Bacteroidetes showing a negative correlation with gene expression, while the Firmicutes showed a positive correlation. The correlation profiles of the Actinobacteria abundance and gene expression levels were also most closely similar to that of the Firmicutes compared to other bacterial groups.

Discussion
We hypothesised that pre-weaning diet would significantly impact the composition of the faecal microbiota of the kitten. This study shows that despite high faecal microbial diversity in pregnant queens, the pre-weaning diet had no effect on faecal microbiota composition in offspring, but gene expression levels in blood and adipose tissues were altered by pre-weaning diet. This suggests that the maternal influences on gene expression are long lasting whereas its effects on microbial populations may be relatively short-term despite their relative stability over the lifetime of the individual [7,10].
Previous studies in rodents suggest that pre-weaning diet has an effect on the microbiota of the offspring, especially in early life [21,32]. The current study using next generation sequencing identified that pre-weaning diet had a small impact on the composition of the microbiota in the intestinal tract of the kittens, with post-weaning diets having a major role in influencing the composition of the faecal microbiota. This is evidenced by the large differences in the distribution of phyla between the pregnant queens and their offspring. In the current study, the pre-weaning period included both gestation and lactation and the transition of the offspring from milk to solid food. The pre-weaned offspring were therefore exposed to milk from their mother as well as their post-weaning diet. Bacterial species composition of the milk was determined using both culture-dependent and independent methodologies (Cookson, unpublished data) and suggested increased species diversity in milk from cats fed Diet A. Despite this we did not see many changes in intestinal microbial composition that were attributed to pre-weaning diet. In contrast, post-weaning diet had a major impact on the faecal microbiota of the analysed kittens.
Kittens fed Diet A post weaning had increased abundance of Firmicutes and Actinobacteria and decreased abundance of Fusobacteria compared to kittens fed Diet B post-weaning, consistent with results observed in adult cats fed similar diets [9] and the queens in this study. The majority of studies investigating microbes in healthy mammals have identified Firmicutes and Bacteroidetes as the predominant bacterial populations present in the intestinal tracts. Our study corroborates these results. However, the predominant phyla detected in this study, Firmicutes and Bacteroidetes, differed to those observed previously [32] who reported Firmicutes and Actinobacteria as the two most abundant phyla.
Actinobacteria showed a decreased abundance in kittens fed Diet B post-weaning. Included in the Actinobacteria are members of the genus Bifidobacterium and the family Coriobacteriaceae. Both of these taxa are associated with improved health in rodent models. For example, Bifidobacteria are thought to improve intestinal health [33], while Coriobacteriaceae are associated with decreased  Table 6. The effects of pre-weaning (gestation and lactation) or post-weaning diets (Diet A or Diet B) on blood and tissue gene expression levels (relative fluorescence units) in the domestic kitten (Felis catus). blood glucose and cholesterol metabolism in rodents [34,35]. In the current study, Collinsella was significantly reduced in the kittens fed Diet B. Decreased C. aerofaciens has been associated with low carbohydrate diets in human subjects [36]. The overall proportion of Actinobacteria in the current study (averaging 0.6%) was much lower than that reported previously for kittens (28.5%) [32] and adult cats (16%) [9]) fed similar diets. Bifidobacteria were not detected in our study, contrary to a previous study investigating the faecal microbiome of kittens fed high-protein (52% DM) diets [32]. Results from our current study are in agreement with an earlier study from our laboratory using adult cats [9], but differ from previous studies [32], probably due to differences in analytical methodologies (primer design etc). Bacteroidetes are associated with both protein and CHO digestion [37]. In the current study there were no differences in the abundance of members of the Bacteroidetes associated with diet; this agrees with results in adult cats fed similar diets [9]. Within the Bacteroidetes, the abundance of Bacteroides was higher in kittens fed Diet B diet post-weaning. In the current study, the abundance of Bacteroides was also higher in kittens fed the Diet B post-weaning. This contrasts with results in adult cats which showed a decrease of Bacteroides associated with a similar diet [9]. Bacteroidete proportions were higher in the current study (c. 20%) compared to that observed previously in kittens fed moderate or high protein:carbohydrate dry diets (0.2% [32]).
Kittens fed Diet B had lower abundance of Firmicutes compared to kittens fed Diet A. The abundance of Firmicutes in kittens fed Diet A post-weaning were similar to those reported in kittens of the same age fed a dry, moderate protein:CHO diet [32]. Within the phylum Firmicutes, large shifts in the abundances of Lactobacillaceae (Lactobacillus), Veillonellaceae (Megasphaera), Peptostreptococcaceae (Unclassified Peptostreptococcaceae), and Streptococcaceae (Streptococcus) were observed between diets. Lactobacillus populations were higher in kittens fed Diet A compared to kittens fed Diet B. Increased Lactobacillus on Diet A is in agreement with results in kittens fed a dry, moderate protein:CHO diets [32] and adult cats fed dry diets [9]. Similar to [32] who observed increased Megasphaera associated with a moderate protein:CHO diet, Megasphaera spp. were also more abundant in kittens fed Diet A in the current study. It is possible that the increased Megasphaera proportions were due to the increase in Lactobacillus spp. observed in the current study. In contrast, Peptostreptococcaceae proportions were higher in kittens on Diet B, which was in agreement with results in adult cats [9].
Fusobacteria are proteolytic bacteria [38] and are seen in low levels of in healthy cats (0.3-5% of sequences) [32,39,40]. They have been associated with high protein diets in kittens [32], adult cats [9] and dogs [41]. In the current study, the abundance of phylotypes belonging to the order Fusobacterium was higher in kittens fed Diet B versus Diet A post-weaning (15 vs. 0.9%, respectively).
Overall, Proteobacteria proportions were not different between kittens fed Diet A or Diet B, with only Sutterella spp. increased in kittens fed Diet B post-weaning. Previous research has shown increased Proteobacteria associated with a dry, high protein:carbohydrate diet in kittens [32] and wet diets in adult cats [9]. The protein levels in the current study were similar (35% vs. 45% in Diets A and B, respectively) to that fed to adult cats (32-42%) [9].
In recent years there has been increasing focus on the effects of diet on the intestinal microbiota and the role they might play in the health of the host, including the domestic cat. However, much of the research carried out in the domestic cat has been conducted using research-formulated diets, which are generally dry in nature. In the current study, the macronutrient contents of Diets A and B   However, in rodent models Proteobacteria and Firmicutes increased in association with high fat diets [42]. The diets in the current study also differed in their protein source. In rodent models, beef and milk (standard chow) proteins affected the phylogenetic composition and diversity of intestinal bacterial communities [43,44], with increased diversity associated with the beef-based diets. Increased bacterial diversity has been observed in adult cats fed a meat-based diet (Diet B) [9]. It is therefore plausible that protein source may also affect bacterial community composition in the cat. The different effects of high protein diets on Fusobacteria and Lactobacillus spp. in different hosts may therefore reflect evolutionary differences in diet preference and is of interest for future research. Due in part to the rise of obesity in the domestic cats, there is increasing literature on the effects of obesity [45] and insulin sensitivity [28,46,47] on gene expression in the domestic cat. Obesity in the domestic cat has been linked to decreased IRS-1 and IRS-2 expression levels in liver and skeletal muscle [28]. IRS-1 is involved in insulin resistance and is involved in the regulation of glucose uptake and conversion into fat cells [47]. While obesity is also linked with decreased GLUT4 protein expression levels [45] lipid-infused cats show increased GLUT4 mRNA expression levels [46]. While bodyweight gain rather than diet is thought to increase the occurrence of pre-diabetic state in the domestic cat [48], the effects of maternal diet on gene expression in the domestic cat are of interest due to the long-term effects that these changes may have in relation to the health outcomes of the offspring [6]. In the current study, offspring fed Diet B pre-weaning increased the expression levels of many genes including those that are involved in the glucose (GLUT1, INSR) and lipid (LEPT, PAI-1) metabolic pathways and decreased IRS-1 expression levels in abdominal fat. Previous studies in kittens have shown that high protein, preweaning diets increases the expression levels of key genes in the insulin (e.g., IR), glucose (e.g., uncoupling protein 2) and lipid (e.g., LEPT) metabolic pathways [6].
There is increasing interest in the interaction between the host and its intestinal microbiota profiles and how they interact. In this study, Firmicutes and Bacteroidetes had opposite correlations with expression of genes in the glucose, insulin and lipid metabolic pathways. For example, in blood, Firmicutes are negatively correlated to glucose and insulin genes, whereas Bacteriodetes are positively correlated. However, in reproductive tissues Firmicutes are positively correlated to glucose and insulin genes and Bacteriodetes are negatively correlated. It is established in rodent and human that the ratio of Firmicutes:Bacteriodetes increases in obese humans and rodents [12,13,49,50]. This ratio has been associated in perturbations in energy homeostasis and the development of insulin resistance (see [51,52] and may explain the observations of the current study. In abdominal fat tissue, fusobacteria abundance was strongly correlated with LEPT, FASN, PPARG, PAI-1 and IRS-2 gene expression levels while it is was negatively correlated with LIPE. This suggests that Fusobacteria could also be a potential biomarker of perturbations in energy homeostasis and warrants further investigation. Furthermore, the Firmicutes and Actinobacteria had similar correlations with gene expression, suggesting overlapping or synergistic functions of these two taxa in the microbial community.
In conclusion this study has identified that while pre-weaning diet plays a role in the alteration of gene expression levels it has little impact on the faecal bacterial profiles of the offspring. In contrast, while post-weaning diet format has no effect on gene expression levels in offspring, it plays a critical role in faecal bacterial composition. Why this may be the case is of interest for future research. Relationships exist between intestinal microbiota profiles and genes involved in the glucose and insulin pathways and these may play a role in long-term health.