| Literature DB >> 32298317 |
Simona Rimoldi1, Silvia Torrecillas2, Daniel Montero2, Elisabetta Gini1, Alex Makol3, Victoria Valdenegro V4, Marisol Izquierdo2, Genciana Terova1.
Abstract
There is an increasing interest from the aquafeed industry in functional feeds containing selected additives that improve fish growth performance and health status. Functional feed additives include probiotics, prebiotics, organic acids, and phytogenics (substances derived from plants and their extracts). This study evaluated the effects of dietary inclusion of a mucilage extract rich in galactomannan oligosaccharides (GMOS), a mixture of garlic and labiatae-plants oils (PHYTO), and a combination of them (GMOSPHYTO), on gut microbiota composition of European sea bass (Dicentrarchus labrax) fed with a low fishmeal (FM) and fish oil (FO) diet. Three experimental diets and a control diet (plant-based formulation with 10% FM and 6% FO) were tested in a 63-days feeding trial. To analyze the microbiota associated to feeds and the intestinal autochthonous (mucosa-adhered) and allochthonous (transient) microbial communities, the Illumina MiSeq platform for sequencing of 16S rRNA gene and QIIME2 pipeline were used. Metabarcoding analysis of feed-associated bacteria showed that the microbial communities of control (CTRL) feed deeply differed from those of experimental diets. The number of reads was significantly lower in CTRL feed than in other feeds. The OTU (operational taxonomic unit) number was instead similar between the feeds, ranging from 42 to 50 OTUs. The variation of resident gut microbiota induced by diet was lower than the variation of transient intestinal microbiota, because feedstuffs are a major source of allochthonous bacteria, which can temporarily integrate into the gut transient microbiome. However, the composition of transient bacterial communities was not simply a mirror of feed-borne bacteria. Indeed, the microbial profile of feeds was different from both faecal and mucosa profiles. Our findings suggest that the dietary inclusion of GMOS (0.5%) and PHYTO (0.02%) in a low FM and FO diet induces changes in gut microbiota composition of European sea bass. However, if on allochthonous microbiota the combined inclusion of GMOS and PHYTO showed an antagonistic effect on bactericidal activity against Vibrionales, at mucosa level, only GMOSPHYTO diet increased the relative abundance of Bacteroidales, Lactobacillales, and Clostridiales resident bacterial orders. The main beneficial effects of GMOS and PHYTO on gut microbiota are the reduction of coliforms and Vibrionales bacteria, which include several potentially pathogenic species for fish, and the enrichment of gut microbiota composition with butyrate producer taxa. Therefore, these functional ingredients have a great potential to be used as health-promoting agents in the farming of European sea bass and other marine fish.Entities:
Year: 2020 PMID: 32298317 PMCID: PMC7162502 DOI: 10.1371/journal.pone.0231494
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Main ingredients and proximate composition of the diets (modified from Torrecillas et al., 2019).
| Diets (%) | ||||
|---|---|---|---|---|
| Ingredients | CONTROL | GMOS | PHYTO | GMOSPHYTO |
| Fish meal | 10 | 10 | 10 | 10 |
| Soya protein concentrate | 18.9 | 18.9 | 18.9 | 18.9 |
| Soya meal | 12.0 | 12.0 | 12.0 | 12.0 |
| Corn gluten meal | 25.0 | 25.0 | 25.0 | 25.0 |
| Wheat | 8.7 | 8.2 | 8.7 | 8.2 |
| Wheat gluten | 2.0 | 2.0 | 2.0 | 2.0 |
| Guar meal | 8.0 | 8.0 | 8.0 | 8.0 |
| Rapeseed extracted | 3.0 | 3.0 | 3.0 | 3.0 |
| Fish oil | 6.7 | 6.7 | 6.7 | 6.7 |
| Rapeseed oil | 5.4 | 5.4 | 5.4 | 5.4 |
| Vitamin and mineral premix | 3.7 | 3.7 | 3.7 | 3.7 |
| Antioxidant | 0.06 | 0.06 | 0.06 | 0.06 |
| Galactomannan oligosaccharides | 0 | 0.5 | 0 | 0.5 |
| Phytogenic | 0 | 0 | 0.02 | 0.02 |
| Crude lipids | 19.91 | 20.44 | 20.47 | 20.72 |
| Crude protein | 49.30 | 49.27 | 49.76 | 49.85 |
| Moisture | 5.10 | 5.01 | 5.06 | 5.17 |
| Ash | 7.02 | 6.41 | 6.49 | 6.39 |
| Gross Energy (MJ/kg, as is) | 22.07 | 22.11 | 22.17 | 22.25 |
1 South-American, Superprime 68%.
2 South American fish oil.
3 DLG AS, Denmark.
4 Vilomix, Denmark.
5 BAROX BECP, Ethoxyquin.
6Delacon Biotechnik GmbH, Austria.
7Delacon Biotechnik GmbH, Austria.
Fig 1Relative abundance (%) of the most prevalent bacteria in CTRL, GMOS, PHYTO, and GMOSPHYTO feeds at phylum (A), and genus (B) taxonomic level. Only bacteria with an overall abundance of ≥1% were reported. Bacteria with lower abundance were pooled and indicated as “Others”.
Results of permutational multivariate analysis of variance (Adonis) and analysis of similarity (ANOSIM) based on unweighted and weighted UniFrac distance matrices, using abundance data of feed-associated bacterial communities.
| Adonis | Unweighted | Weighted | ||
|---|---|---|---|---|
| diet CTRL vs diet GMOS | 0.59 | 0.79 | ||
| diet CTRL vs diet GMOSPHYTO | 0.67 | 0.86 | ||
| diet CTRL vs diet PHYTO | 0.51 | 0.85 | ||
| diet GMOS vs diet GMOSPHYTO | 0.146 | 0.30 | 0.421 | 0.16 |
| diet GMOS vs diet PHYTO | 0.500 | 0.16 | 0.288 | 0.19 |
| diet GMOSPHYTO vs diet PHYTO | 0.126 | 0.25 | 0.624 | 0.08 |
| diet CTRL vs diet GMOS | 0.50 | 1.00 | ||
| diet CTRL vs diet GMOSPHYTO | 0.62 | 1.00 | ||
| diet CTRL vs diet PHYTO | 0.59 | 1.00 | ||
| diet GMOS vs diet GMOSPHYTO | 0.062 | 0.40 | 0.176 | 0.16 |
| diet GMOS vs diet PHYTO | 0.709 | -0.13 | 0.167 | 0.24 |
| diet GMOSPHYTO vs diet PHYTO | 0.090 | 0.16 | 0.674 | -0.11 |
Significant p-values are presented in bold.
Fig 2Relative abundance (%) of the most prevalent allochthonous bacterial phyla in each dietary group (A) and in individual fish (B). In the figure, all taxa with an overall abundance of ≥1% were reported. * indicates outlier samples excluded from relative abundance analysis.
Fig 3Relative abundance (%) of the most prevalent allochthonous bacterial families in each dietary group (A) and in individual fish (B). In the figure, all taxa with an overall abundance of ≥1% were reported.
Original number of reads per group-treatment assigned to OTUs, and alpha diversity metrics values (rarefied at 4500 reads) of faecal microbial community in sea bass fed CTRL, GMOS, GMOSPHYTO, and PHYTO diets.
| FEEDING GROUPS | ||||
|---|---|---|---|---|
| Item | CTRL | GMOS | GMOSPHYTO | PHYTO |
| Reads | 48,041 ± 14,700a | 17,556 ± 16,463b | 47,907 ± 9,400a | 41,004 ± 9,138ab |
| Observed OTUs | 42.83 ± 9.09a | 33.00 ± 4.73ab | 22.00 ± 10.94b | 36.67 ± 17.44ab |
| Shannon | 2.63 ± 0.75 | 3.74 ± 1.29 | 2.31 ± 0.33 | 2.30 ± 0.08 |
| Pielou’s evenness | 0.49 ± 0.12 | 0.75 ± 0.27 | 0.54 ± 0.06 | 0.47 ± 0.10 |
| Faith PD | 4.07 ± 0.99 | 3.76 ± 0.99 | 3.07 ± 1.50 | 4.31 ± 1.69 |
Reported data are expressed as means ± SD (n = 6). The means were compared by Kruskal-Wallis test (p<0.05). Different superscript letters on the same column indicate significant differences.
Fig 4Beta diversity metrics.
Principal coordinate analysis (PCoA) of Unweighted (A) and Weighted (B) Unifrac distances of gut allochthonous microbial communities associated to different diet. The figures show the 3D plot of individual fish according to their microbial profile at genus level.
Results of permutational multivariate analysis of variance (Adonis) and analysis of similarity (ANOSIM) based on unweighted and weighted Unifrac distance matrices, using abundance data of faecal bacterial communities at genus level.
| Adonis | Unweighted | Weighted | ||
|---|---|---|---|---|
| CTRL vs GMOS | 0.088 | 0.19 | 0.251 | 0.12 |
| CTRL vs GMOSPHYTO | 0.22 | 0.36 | ||
| CTRL vs PHYTO | 0.30 | 0.131 | 0.18 | |
| GMOS vs GMOSPHYTO | 0.20 | 0.68 | ||
| GMOS vs PHYTO | 0.26 | 0.41 | ||
| GMOSPHYTO vs PHYTO | 0.21 | 0.567 | 0.05 | |
| CTRL vs diet CTRL | 0.48 | 0.060 | 0.24 | |
| GMOS vs diet GMOS | 0.40 | 0.44 | ||
| GMOSPHYTO vs diet GMOSPHYTO | 0.48 | 0.87 | ||
| PHYTO vs diet PHYTO | 0.39 | 0.56 | ||
| CTRL vs GMOS | 0.115 | 0.19 | 0.193 | 0.08 |
| CTRL vs GMOSPHYTO | 0.31 | 0.38 | ||
| CTRL vs PHYTO | 0.51 | 0.166 | 0.09 | |
| GMOS vs GMOSPHYTO | 0.051 | 0.28 | 0.72 | |
| GMOS vs PHYTO | 0.47 | 0.47 | ||
| GMOSPHYTO vs PHYTO | 0.39 | 0.260 | 0.03 | |
| CTRL vs diet CTRL | 0.83 | 0.082 | 0.24 | |
| GMOS vs diet GMOS | 0.45 | 0.53 | ||
| GMOSPHYTO vs diet GMOSPHYTO | 0.71 | 1.00 | ||
| PHYTO vs diet PHYTO | 0.50 | 0.47 | ||
Significant p-values are presented in bold.
Mean relative abundance (%) ± SD (n = 6) of the most prevalent phyla, orders, classes, families, and genera found in faecal samples of sea bass fed with four experimental diets.
| TAXA | DIET | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CTRL | GMOS | GMOSPHYTO | PHYTO | |||||||||
| Actinobacteria | 1.84 | ± | 1.29 | 5.46 | ± | 7.41 | 0.13 | ± | 0.19 | 0.38 | ± | 0.66 |
| Bacteriodetes | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.85 | ± | 1.14 |
| Firmicutes | 4.82 | ± | 4.94 | 4.32 | ± | 5.46 | 1.27 | ± | 2.01 | 3.35 | ± | 3.08 |
| Proteobacteria | 92.84 | ± | 6.45 | 88.63 | ± | 4.90 | 92.12 | ± | 5.26 | 92.7 | ± | 5.63 |
| Spirochaetes | 0.03 | ± | 0.08 | 0.00 | ± | 0.00 | 1.71 | ± | 1.63 | 0.75 | ± | 1.67 |
| Tenericutes | 0.04 | ± | 0.08 | 0.67 | ± | 1.65 | 4.75 | ± | 7.10 | 0.77 | ± | 1.32 |
| 1.84 | ± | 1.29 | 5.45 | ± | 7.40 | 0.00 | ± | 0.00 | 0.37 | ± | 0.66 | |
| Bacteroidia | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.85 | ± | 1.13 |
| Bacilli | 4.73 | ± | 4.89 | 4.27 | ± | 5.46 | 1.17 | ± | 2.02 | 0.35 | ± | 0.61 |
| Clostridia | 0.08 | ± | 0.05ab | 0.04 | ± | 0.09b | 0.10 | ± | 0.15ab | 2.97 | ± | 2.57a |
| Alphaproteobacteria | 30.71 | ± | 32.38ab | 35.51 | ± | 25.31a | 3.85 | ± | 3.29b | 6.45 | ± | 12.44b |
| Betaproteobacteria | 2.73 | ± | 2.35a | 8.40 | ± | 10.60a | 0.12 | ± | 0.13b | 0.21 | ± | 0.46b |
| Gammaproteobacteria | 59.34 | ± | 34.08ab | 47.70 | ± | 31.35b | 88.14 | ± | 5.51a | 86.04 | ± | 17.08a |
| [Brevinematae] | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.70 | ± | 1.62 | 0.74 | ± | 1.67 |
| Mollicutes | 0.03 | ± | 0.08 | 0.67 | ± | 1.64 | 4.74 | ± | 7.09 | 0.77 | ± | 1.32 |
| Actinomycetales1.84±1.29a5.45±7.40ab0.12±0.18b0.05±0.07bBacteroidales | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.85 | ± | 1.13 |
| Bacillales | 1.44 | ± | 1.28 | 0.27 | ± | 0.55 | 0.04 | ± | 0.07 | 0.06 | ± | 0.11 |
| Lactobacillales | 3.28 | ± | 3.83 | 4.00 | ± | 5.57 | 1.13 | ± | 2.03 | 0.29 | ± | 0.50 |
| Clostridiales | 0.08 | ± | 0.05ab | 0.04 | ± | 0.09b | 0.09 | ± | 0.15ab | 2.98 | ± | 2.57a |
| Rhizobiales | 0.86 | ± | 0.49a | 2.82 | ± | 6.38ab | 0.04 | ± | 0.03b | 0.06 | ± | 0.13b |
| Rickettsiales | 29.40 | ± | 31.34ab | 29.62 | ± | 22.08a | 3.80 | ± | 3.26b | 6.39 | ± | 12.31b |
| Burkholderiales | 0.91 | ± | 0.63a | 5.97 | ± | 10.27ab | 0.03 | ± | 0.02b | 0.11 | ± | 0.23b |
| Neisseriales | 1.82 | ± | 1.78a | 2.43 | ± | 3.69ab | 0.01 | ± | 0.11b | 0.10 | ± | 0.23b |
| Alteromonadales | 5.53 | ± | 11.95 | 2.15 | ± | 3.99 | 0.00 | ± | 0.00 | 0.02 | ± | 0.04 |
| Enterobacteriales | 7.36 | ± | 15.87a | 4.06 | ± | 3.80ab | 0.00 | ± | 0.00 | 0.03 | ± | 0.04b |
| Oceanospirillales | 0.00 | ± | 0.00 | 3.11 | ± | 4.86 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 |
| Pasteurellales | 0.00 | ± | 0.00 | 1.74 | ± | 4.27 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 |
| Pseudomonadales | 2.07 | ± | 2.16a | 3.60 | ± | 3.82ab | 0.11 | ± | 0.17b | 0.09 | ± | 0.13b |
| Vibrionales | 44.36 | ± | 39.70bc | 30.89 | ± | 34.12c | 88.02 | ± | 5.53b | 85.90 | ± | 17.30a |
| [Brevimatales] | 0.03 | ± | 0.07 | 0.00 | ± | 0.00 | 1.71 | ± | 1.62 | 0.75 | ± | 1.67 |
| Mycoplasmatales | 0.03 | ± | 0.08 | 0.67 | ± | 1.64 | 4.74 | ± | 7.09 | 0.77 | ± | 1.32 |
| 1.37 | ± | 1.26 | 1.09 | ± | 2.48 | 0.09 | ± | 0.14 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.48 | ± | 1.09 | |
| 0.52 | ± | 0.49 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.02 | ± | 0.05 | |
| 2.57 | ± | 4.40 | 0.68 | ± | 1.53 | 0.04 | ± | 0.07 | 0.06 | ± | 0.10 | |
| 5.00 | ± | 5.96 | 4.78 | ± | 6.41 | 1.14 | ± | 2.22 | 0.33 | ± | 0.63 | |
| 0.67 | ± | 0.51a | 0.39 | ± | 0.89b | 0.04 | ± | 0.06b | 0.05 | ± | 0.08b | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.43 | ± | 1.18 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.95 | ± | 2.68 | |
| 0.00 | ± | 0.00 | 2.28 | ± | 5.58 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 1.99 | ± | 2.95a | 2.91 | ± | 6.04ab | 0.04 | ± | 0.04b | 0.08 | ± | 0.16b | |
| 1.43 | ± | 2.93 | 0.05 | ± | 0.14 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.95 | ± | 1.31a | 5.36 | ± | 8.01ab | 0.02 | ± | 0.02b | 0.07 | ± | 0.14b | |
| 1.50 | ± | 2.31a | 4.38 | ± | 9.78ab | 0.00 | ± | 0.00 | 0.08 | ± | 0.19b | |
| 5.43 | ± | 9.21a | 3.49 | ± | 4.35ab | 0.10 | ± | 0.11b | 0.14 | ± | 0.32b | |
| 6.26 | ± | 12.35 | 1.34 | ± | 3.27 | 0.00 | ± | 0.00 | 0.02 | ± | 0.06 | |
| 8.29 | ± | 16.41a | 7.23 | ± | 6.64a | 0.00 | ± | 0.00 | 0.04 | ± | 0.06b | |
| 0.00 | ± | 0.00 | 3.63 | ± | 5.66 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 3.17 | ± | 7.77 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 2.85 | ± | 2.35a | 6.28 | ± | 7.17ab | 0.05 | ± | 0.07b | 0.11 | ± | 0.19b | |
| 13.08 | ± | 17.00b | 34.00 | ± | 37.07b | 25.55 | ± | 29.10b | 86.56 | ± | 8.71a | |
| 0.03 | ± | 0.08 | 0.00 | ± | 0.00 | 1.81 | ± | 1.75 | 0.75 | ± | 1.67 | |
| 0.04 | ± | 0.09 | 0.71 | ± | 1.74 | 4.82 | ± | 7.16 | 1.02 | ± | 1.87 | |
| 1.37 | ± | 1.26 | 1.08 | ± | 2.48 | 0.09 | ± | 0.14 | 0.00 | ± | 0.00 | |
| 1.98 | ± | 2.87a | 8.40 | ± | 12.08ab | 0.04 | ± | 0.05b | 0.05 | ± | 0.10b | |
| 2.57 | ± | 4.40 | 0.68 | ± | 1.53 | 0.04 | ± | 0.07 | 0.06 | ± | 0.10 | |
| 5.00 | ± | 5.96 | 4.48 | ± | 6.41 | 1.14 | ± | 2.22 | 0.33 | ± | 0.62 | |
| 0.67 | ± | 0.51a | 0.39 | ± | 0.89ab | 0.04 | ± | 0.06b | 0.05 | ± | 0.08b | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.10 | ± | 1.17 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.69 | ± | 1.30 | |
| 1.99 | ± | 2.95a | 2.91 | ± | 6.04ab | 0.04 | ± | 0.04b | 0.08 | ± | 0.17b | |
| 1.21 | ± | 2.58 | 0.06 | ± | 0.14 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.86 | ± | 1.37 | 5.36 | ± | 8.00 | 0.02 | ± | 0.02 | 0.07 | ± | 0.14 | |
| 1.37 | ± | 2.20a | 0.22 | ± | 0.53b | 0.00 | ± | 0.00 | 0.08 | ± | 0.19b | |
| 0.00 | ± | 0.00 | 1.88 | ± | 4.61 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 6.26 | ± | 12.35 | 1.34 | ± | 3.27 | 0.00 | ± | 0.00 | 0.02 | ± | 0.05 | |
| 8.28 | ± | 16.39a | 7.23 | ± | 6.63a | 0.00 | ± | 0.00 | 0.03 | ± | 0.06b | |
| 0.00 | ± | 0.00 | 3.63 | ± | 5.66 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 3.17 | ± | 7.77 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.95 | ± | 1.79 | 0.11 | ± | 0.28 | 0.00 | ± | 0.00 | 0.01 | ± | 0.02 | |
| 1.90 | ± | 1.73 | 4.81 | ± | 7.30 | 0.05 | ± | 0.07 | 0.07 | ± | 0.16 | |
| 0.00 | ± | 0.00 | 1.35 | ± | 3.30 | 0.00 | ± | 0.00 | 0.02 | ± | 0.03 | |
| 0.00 | ± | 0.00 | 0.01 | ± | 0.02 | 0.02 | ± | 0.50 | 3.72 | ± | 8.32 | |
| 0.65 | ± | 0.96 | 17.75 | ± | 25.22 | 0.22 | ± | 0.50 | 18.69 | ± | 36.78 | |
| 7.82 | ± | 10.62 | 0.74 | ± | 1.81 | 12.92 | ± | 11.90 | 30.00 | ± | 42.93 | |
| 0.04 | ± | 0.08 | 0.71 | ± | 1.74 | 4.81 | ± | 7.16 | 1.02 | ± | 1.87 | |
Means in the same row with different letters indicate statistical significance between taxonomic groups’ abundances (p<0.05)
Original number of reads per group-treatment assigned to OTUs, and alpha diversity metrics values (rarefied at 5000 reads) of mucosa microbial community in sea bass fed CTRL, GMOS, GMOSPHYTO, and PHYTO diets.
| FEEDING GROUP | ||||
|---|---|---|---|---|
| Item | CTRL | GMOS | GMOSPHYTO | PHYTO |
| Reads | 41,853 ± 16,194a | 41,495 ± 19,054a | 28,386 ± 19,972ab | 9,792 ± 8,939b |
| Observed OTUs | 44 ± 20 | 51 ± 10 | 60 ± 22 | 41 ± 16 |
| Shannon | 2.62 ± 0.68b | 3.35 ± 1.57ab | 3.40 ± 1.27ab | 4.57 ± 1.12a |
| Pielou’s evenness | 0.50 ± 0.14b | 0.55 ± 0.23b | 0.58 ± 0.21ab | 0.86 ± 0.16a |
| Faith PD | 9.68 ± 4.46ab | 10.34 ± 4.74ab | 12.04 ± 4.37a | 4.98 ±3.12b |
Reported data are expressed as means ± SD (n = 6). The means were compared by Kruskal-Wallis test (p<0.05). Different superscript letters on the same column indicate significant differences.
Mean relative abundance (%) ± SD (n = 6) of the most prevalent phyla, orders, classes, families, and genera found in gut mucosa samples of sea bass fed with four experimental diets.
| TAXA | DIET | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CTRL | GMOS | GMOSPHYTO | PHYTO | |||||||||
| Actinobacteria | 0.89 | ± | 1.00 | 4.28 | ± | 6.66 | 3.24 | ± | 4.40 | 6.36 | ± | 6.52 |
| Bacteroidetes | 0.05 | ± | 0.10c | 2.98 | ± | 6.09bc | 21.29 | ± | 15.91a | 3.53 | ± | 2.40ab |
| Firmicutes | 1.04 | ± | 1.33b | 9.85 | ± | 13.56ab | 26.89 | ± | 12.88a | 6.06 | ± | 7.72b |
| Fusobacteria | 24.58 | ± | 36.47 | 0.06 | ± | 0.11 | 0.15 | ± | 0.24 | 0.00 | ± | 0.00 |
| Proteobacteria | 71.12 | ± | 38.85 | 76.47 | ± | 20.28 | 44.54 | ± | 16.18 | 82.05 | ± | 15.78 |
| Spirochaetes | 1.48 | ± | 2.50 | 0.00 | ± | 0.01 | 0.00 | ± | 0.00 | 0.06 | ± | 0.13 |
| Tenericutes | 0.25 | ± | 0.44 | 5.87 | ± | 10.66 | 0.00 | ± | 0.00 | 0.03 | ± | 0.07 |
| Actinobacteria | 0.89 | ± | 0.90 | 4.27 | ± | 6.66 | 3.23 | ± | 4.41 | 6.36 | ± | 6.52 |
| Bacteroidia | 0.00 | ± | 0.00 | 1.30 | ± | 2.91 | 20.78 | ± | 15.99 | 0.59 | ± | 1.31 |
| Flavobacteriia | 0.05 | ± | 0.08b | 1.52 | ± | 3.06ab | 0.47 | ± | 0.45ab | 2.95 | ± | 1.94a |
| Bacilli | 1.03 | ± | 1.19 | 9.40 | ± | 12.72 | 12.02 | ± | 18.53 | 4.10 | ± | 4.89 |
| Clostridia | 0.01 | ± | 0.01b | 0.07 | ± | 0.07b | 14.76 | ± | 14.29a | 1.96 | ± | 3.62b |
| Fusobacteriia | 24.58 | ± | 32.62 | 0.06 | ± | 0.11 | 0.15 | ± | 0.24 | 0.00 | ± | 0.00 |
| Alphaproteobacteria | 1.54 | ± | 1.72 | 8.79 | ± | 11.30 | 10.31 | ± | 6.89 | 8.38 | ± | 11.74 |
| Betaproteobacteria | 1.68 | ± | 1.81 | 3.22 | ± | 5.00 | 4.11 | ± | 2.71 | 2.32 | ± | 3.52 |
| Gammaproteobacteria | 67.90 | ± | 36.11 | 64.35 | ± | 28.67 | 30.12 | ± | 17.71 | 71.35 | ± | 26.67 |
| [Brevinematae] | 1.48 | ± | 2.23 | 0.00 | ± | 0.01 | 0.00 | ± | 0.00 | 0.06 | ± | 0.13 |
| Mollicutes | 0.25 | ± | 0.39 | 5.87 | ± | 10.66 | 0.00 | ± | 0.00 | 0.03 | ± | 0.07 |
| Actinomycetales | 0.90 | ± | 1.01 | 4.68 | ± | 7.50 | 3.56 | ± | 4.99 | 6.07 | ± | 6.58 |
| Bacteroidales | 0.00 | ± | 0.00 | 1.33 | ± | 2.97 | 21.87 | ± | 17.06 | 0.59 | ± | 1.31 |
| Flavobacteriales | 0.05 | ± | 0.09b | 1.56 | ± | 3.12ab | 0.50 | ± | 0.48ab | 2.96 | ± | 1.95a |
| Bacillales | 0.45 | ± | 0.61 | 2.70 | ± | 3.48 | 1.35 | ± | 1.76 | 1.40 | ± | 2.04 |
| Lactobacillales | 0.59 | ± | 0.75 | 7.16 | ± | 10.83 | 12.04 | ± | 19.15 | 2.73 | ± | 3.76 |
| Clostridiales | 0.01 | ± | 0.01b | 0.07 | ± | 0.08b | 15.31 | ± | 14.36a | 1.98 | ± | 3.68b |
| Fusobacteriales | 24.79 | ± | 36.87 | 0.06 | ± | 0.11 | 0.17 | ± | 0.27 | 0.00 | ± | 0.00 |
| RF32 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.84 | ± | 3.68 | 0.00 | ± | 0.00 |
| Rhizobiales | 0.44 | ± | 0.42 | 4.02 | ± | 7.65 | 2.10 | ± | 2.37 | 2.26 | ± | 3.19 |
| Rhodobacterales | 0.05 | ± | 0.10 | 0.30 | ± | 0.47 | 0.63 | ± | 1.05 | 3.70 | ± | 5.60 |
| Sphingomonadales | 0.07 | ± | 0.13 | 0.09 | ± | 0.08 | 0.00 | ± | 0.00 | 1.78 | ± | 2.52 |
| Burkholderiales | 0.26 | ± | 0.26 | 2.16 | ± | 4.27 | 1.92 | ± | 0.54 | 0.28 | ± | 0.55 |
| Neisseriales | 1.45 | ± | 2.04 | 1.12 | ± | 0.94 | 2.55 | ± | 3.54 | 2.07 | ± | 3.74 |
| Alteromonadales | 0.65 | ± | 0.79 | 0.85 | ± | 1.65 | 0.55 | ± | 0.59 | 6.89 | ± | 8.93 |
| Enterobacteriales | 6.42 | ± | 14.28 | 4.72 | ± | 6.32 | 5.40 | ± | 10.13 | 0.30 | ± | 0.66 |
| Oceanospirillales | 1.40 | ± | 2.52 | 1.37 | ± | 2.71 | 1.41 | ± | 1.49 | 5.21 | ± | 5.17 |
| Pseudomonadales | 1.21 | ± | 1.18 | 6.72 | ± | 7.84 | 13.57 | ± | 19.14 | 15.51 | ± | 31.50 |
| Salinisphaerales | 0.06 | ± | 0.12 | 0.58 | ± | 0.70 | 0.76 | ± | 0.97 | 3.75 | ± | 5.15 |
| Vibrionales | 58.82 | ± | 38.47 | 51.33 | ± | 40.91 | 9.57 | ± | 11.37 | 38.67 | ± | 48.24 |
| [Brevinematales] | 1.49 | ± | 2.50 | 0.00 | ± | 0.01 | 0.00 | ± | 0.00 | 0.06 | ± | 0.13 |
| Mycoplasmatales | 0.25 | ± | 0.44 | 6.11 | ± | 11.47 | 0.00 | ± | 0.00 | 0.03 | ± | 0.07 |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.23 | ± | 0.47 | 0.65 | ± | 1.45 | |
| 0.04 | ± | 0.07 | 0.23 | ± | 0.38 | 0.17 | ± | 0.27 | 1.77 | ± | 1.83 | |
| 0.08 | ± | 0.17 | 0.01 | ± | 0.03 | 0.07 | ± | 0.10 | 2.32 | ± | 4.26 | |
| 0.70 | ± | 0.72 | 4.32 | ± | 7.65 | 3.09 | ± | 4.90 | 1.33 | ± | 1.25 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 12.07 | ± | 13.93 | 0.31 | ± | 0.70 | |
| 0.00 | ± | 0.00 | 1.33 | ± | 2.97 | 0.92 | ± | 1.09 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 7.50 | ± | 14.99 | 0.27 | ± | 0.61 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.79 | ± | 1.59 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.01 | 0.47 | ± | 0.86 | 0.47 | ± | 0.52 | 2.30 | ± | 2.38 | |
| 0.04 | ± | 0.09 | 1.08 | ± | 2.27 | 0.03 | ± | 0.06 | 0.66 | ± | 1.39 | |
| 0.01 | ± | 0.03 | 0.81 | ± | 1.82 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.33 | ± | 0.37 | 1.72 | ± | 3.36 | 1.22 | ± | 1.80 | 1.39 | ± | 2.05 | |
| 0.00 | ± | 0.01 | 3.68 | ± | 8.22 | 0.02 | ± | 0.04 | 0.39 | ± | 0.88 | |
| 0.50 | ± | 0.65 | 2.74 | ± | 2.56 | 11.48 | ± | 18.53 | 1.21 | ± | 1.61 | |
| 0.08 | ± | 0.09 | 0.54 | ± | 0.96 | 0.54 | ± | 0.64 | 1.12 | ± | 2.49 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 9.13 | ± | 11.16 | 0.28 | ± | 0.63 | |
| 0.00 | ± | 0.01 | 0.00 | ± | 0.00 | 3.46 | ± | 2.82 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.97 | ± | 2.79 | 0.00 | ± | 0.00 | |
| 0.01 | ± | 0.01 | 0.06 | ± | 0.05 | 0.21 | ± | 0.25 | 1.70 | ± | 3.79 | |
| 24.79 | ± | 36.87 | 0.06 | ± | 0.11 | 0.17 | ± | 0.27 | 0.00 | ± | 0.00 | |
| 0.37 | ± | 0.38 | 3.93 | ± | 7.69 | 1.59 | ± | 1.64 | 1.80 | ± | 2.39 | |
| 0.05 | ± | 0.10 | 0.30 | ± | 0.47 | 0.63 | ± | 1.05 | 3.70 | ± | 5.60 | |
| 0.00 | ± | 0.00 | 0.93 | ± | 2.08 | 0.00 | ± | 0.00 | 0.34 | ± | 0.76 | |
| 0.07 | ± | 0.13 | 0.09 | ± | 0.08 | 0.00 | ± | 0.00 | 1.08 | ± | 1.57 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.71 | ± | 0.97 | |
| 0.06 | ± | 0.05 | 0.18 | ± | 0.35 | 1.52 | ± | 0.66 | 0.00 | ± | 0.00 | |
| 0.07 | ± | 0.10 | 1.85 | ± | 3.98 | 0.17 | ± | 0.18 | 0.26 | ± | 0.56 | |
| 1.45 | ± | 2.04 | 1.12 | ± | 0.94 | 2.55 | ± | 3.54 | 2.07 | ± | 3.74 | |
| 0.47 | ± | 0.64 | 0.56 | ± | 1.12 | 0.37 | ± | 0.47 | 4.47 | ± | 5.52 | |
| 0.01 | ± | 0.02 | 0.28 | ± | 0.53 | 0.03 | ± | 0.04 | 2.43 | ± | 3.43 | |
| 6.42 | ± | 14.28 | 4.72 | ± | 6.32 | 5.40 | ± | 10.13 | 0.30 | ± | 0.66 | |
| 0.00 | ± | 0.00 | 0.02 | ± | 0.02 | 0.00 | ± | 0.00 | 1.33 | ± | 1.85 | |
| 1.40 | ± | 2.52 | 1.36 | ± | 2.71 | 1.41 | ± | 1.49 | 3.88 | ± | 3.89 | |
| 1.15 | ± | 1.09 | 6.69 | ± | 7.88 | 3.06 | ± | 3.12 | 1.20 | ± | 1.20 | |
| 0.07 | ± | 0.13 | 0.04 | ± | 0.05 | 10.51 | ± | 20.20 | 14.31 | ± | 30.93 | |
| 0.06 | ± | 0.12 | 0.58 | ± | 0.70 | 0.76 | ± | 0.97 | 3.75 | ± | 5.15 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.68 | ± | 1.52 | |
| 4.56 | ± | 9.60 | 0.06 | ± | 0.14 | 0.05 | ± | 0.06 | 1.46 | ± | 2.03 | |
| 30.14 | ± | 39.52 | 49.76 | ± | 42.21 | 8.06 | ± | 11.39 | 33.82 | ± | 46.31 | |
| 0.02 | ± | 0.04 | 0.64 | ± | 1.40 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 1.49 | ± | 2.50 | 0.00 | ± | 0.01 | 0.00 | ± | 0.00 | 0.06 | ± | 0.13 | |
| 0.25 | ± | 0.44 | 6.11 | ± | 11.47 | 0.00 | ± | 0.00 | 0.03 | ± | 0.07 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.23 | ± | 0.47 | 0.65 | ± | 1.45 | |
| 0.04 | ± | 0.07 | 0.23 | ± | 0.38 | 0.17 | ± | 0.27 | 1.77 | ± | 1.83 | |
| 0.05 | ± | 0.11 | 0.01 | ± | 0.03 | 0.02 | ± | 0.04 | 0.80 | ± | 1.79 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.73 | ± | 1.63 | |
| 0.70 | ± | 0.72 | 4.32 | ± | 7.65 | 3.09 | ± | 4.90 | 1.33 | ± | 1.25 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 12.07 | ± | 13.93 | 0.31 | ± | 0.70 | |
| 0.00 | ± | 0.00 | 1.33 | ± | 2.97 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.92 | ± | 1.09 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 7.50 | ± | 14.99 | 0.27 | ± | 0.61 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.79 | ± | 1.59 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.04 | ± | 0.09 | 0.00 | ± | 0.00 | 0.78 | ± | 1.08 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.63 | ± | 1.40 | |
| 0.00 | ± | 0.00 | 1.01 | ± | 2.27 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.33 | ± | 0.37 | 1.72 | ± | 3.36 | 1.22 | ± | 1.80 | 1.39 | ± | 2.05 | |
| 0.00 | ± | 0.01 | 3.38 | ± | 7.56 | 0.02 | ± | 0.04 | 0.00 | ± | 0.00 | |
| 0.50 | ± | 0.65 | 2.74 | ± | 2.56 | 11.44 | ± | 18.56 | 0.79 | ± | 1.10 | |
| 0.08 | ± | 0.09 | 0.22 | ± | 0.25 | 0.47 | ± | 0.67 | 1.12 | ± | 2.49 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.79 | ± | 0.78 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 4.89 | ± | 8.02 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.61 | ± | 1.34 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.01 | 0.00 | ± | 0.00 | 3.25 | ± | 2.50 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.91 | ± | 1.82 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.06 | ± | 1.05 | 0.00 | ± | 0.00 | |
| 0.01 | ± | 0.01 | 0.05 | ± | 0.06 | 0.00 | ± | 0.01 | 0.82 | ± | 1.84 | |
| 24.79 | ± | 36.87 | 0.02 | ± | 0.05 | 0.02 | ± | 0.03 | 0.00 | ± | 0.00 | |
| 0.37 | ± | 0.38 | 3.93 | ± | 7.69 | 1.59 | ± | 1.64 | 1.80 | ± | 2.39 | |
| 0.01 | ± | 0.03 | 0.02 | ± | 0.03 | 0.00 | ± | 0.00 | 1.05 | ± | 2.36 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.69 | ± | 1.54 | |
| 0.03 | ± | 0.07 | 0.22 | ± | 0.50 | 0.25 | ± | 0.43 | 1.29 | ± | 1.89 | |
| 0.07 | ± | 0.13 | 0.09 | ± | 0.08 | 0.00 | ± | 0.00 | 1.08 | ± | 1.57 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 0.71 | ± | 0.97 | |
| 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | 1.21 | ± | 1.00 | 0.00 | ± | 0.00 | |
| 0.00 | ± | 0.00 | 1.80 | ± | 4.01 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.15 | ± | 0.26 | 0.01 | ± | 0.02 | 0.00 | ± | 0.00 | 0.90 | ± | 1.32 | |
| 0.31 | ± | 0.58 | 0.02 | ± | 0.03 | 0.00 | ± | 0.00 | 0.76 | ± | 1.04 | |
| 0.01 | ± | 0.02 | 0.49 | ± | 0.99 | 0.37 | ± | 0.47 | 2.81 | ± | 3.46 | |
| 0.01 | ± | 0.02 | 0.28 | ± | 0.53 | 0.03 | ± | 0.04 | 2.43 | ± | 3.43 | |
| 6.42 | ± | 14.28 | 4.67 | ± | 6.36 | 5.40 | ± | 10.13 | 0.30 | ± | 0.66 | |
| 0.00 | ± | 0.00 | 0.02 | ± | 0.02 | 0.00 | ± | 0.00 | 1.33 | ± | 1.85 | |
| 0.02 | ± | 0.05 | 0.02 | ± | 0.05 | 0.22 | ± | 0.31 | 0.82 | ± | 1.12 | |
| 1.28 | ± | 2.58 | 0.01 | ± | 0.01 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.07 | ± | 0.15 | 1.32 | ± | 2.65 | 1.19 | ± | 1.37 | 2.30 | ± | 2.51 | |
| 0.17 | ± | 0.39 | 3.56 | ± | 7.80 | 0.18 | ± | 0.32 | 0.68 | ± | 0.98 | |
| 0.50 | ± | 0.95 | 2.97 | ± | 5.23 | 2.32 | ± | 3.07 | 0.52 | ± | 0.70 | |
| 0.07 | ± | 0.13 | 0.04 | ± | 0.05 | 10.51 | ± | 20.20 | 10.62 | ± | 22.68 | |
| 0.06 | ± | 0.12 | 0.51 | ± | 0.62 | 0.49 | ± | 0.69 | 3.75 | ± | 5.15 | |
| 4.56 | ± | 9.60 | 0.06 | ± | 0.14 | 0.05 | ± | 0.06 | 1.46 | ± | 2.03 | |
| 6.09 | ± | 13.39 | 0.50 | ± | 0.72 | 0.09 | ± | 0.18 | 14.94 | ± | 33.41 | |
| 1.74 | ± | 3.89 | 0.04 | ± | 0.05 | 0.30 | ± | 0.61 | 16.80 | ± | 37.56 | |
| 0.00 | ± | 0.00 | 0.63 | ± | 1.41 | 0.00 | ± | 0.00 | 0.00 | ± | 0.00 | |
| 0.25 | ± | 0.44 | 6.11 | ± | 11.47 | 0.00 | ± | 0.00 | 0.03 | ± | 0.07 | |
Means in the same row with different letters indicate statistical significance between taxonomic groups’ abundances (p<0.05).
Fig 5Relative abundance (%) of the most prevalent autochthonous bacterial phyla in each dietary groups (A) and in individual fish (B). In the figure, all taxa with an overall abundance of ≥1% were reported.
Fig 6Relative abundance (%) of the most prevalent autochthonous bacterial orders in each dietary groups (A) and in individual fish (B). In the figure, all taxa with an overall abundance of ≥1% were reported.
Results of permutational multivariate analysis of variance (Adonis), and analysis of similarity (ANOSIM) based on unweighted and weighted UniFrac distance matrices using abundance data of intestinal mucosa-associated bacterial communities.
| Adonis | Unweighted | Weighted | ||||
|---|---|---|---|---|---|---|
| CTRL vs GMOS | 0.854 | 0.04 | 0.400 | 0.09 | ||
| CTRL vs GMOSPHYTO | 0.385 | 0.10 | 0.145 | 0.16 | ||
| CTRL vs PHYTO | 0.19 | 0.314 | 0.10 | |||
| GMOS vs GMOSPHYTO | 0.374 | 0.10 | 0.506 | 0.07 | ||
| GMOS vs PHYTO | 0.136 | 0.13 | 0.263 | 0.11 | ||
| GMOSPHYTO vs PHYTO | 0.21 | 0.221 | 0.14 | |||
| CTRL vs diet CTRL | 0.59 | 0.38 | ||||
| GMOS vs diet GMOS | 0.45 | 0.060 | 0.27 | |||
| GMOSPHYTO vs diet GMOSPHYTO | 0.67 | 0.36 | ||||
| PHYTO vs diet PHYTO | 0.33 | 0.65 | ||||
| CTRL vs GMOS | 0.697 | -0.06 | 0.317 | 0.01 | ||
| CTRL vs GMOSPHYTO | 0.255 | 0.05 | 0.121 | 0.154 | ||
| CTRL vs PHYTO | 0.28 | 0.289 | 0.03 | |||
| GMOS vs GMOSPHYTO | 0.488 | -0.01 | 0.394 | -0.01 | ||
| GMOS vs PHYTO | 0.125 | 0.13 | 0.216 | 0.07 | ||
| GMOSPHYTO vs PHYTO | 0.30 | 0.121 | 0.16 | |||
| CTRL vs diet CTRL | 0.79 | 0.081 | 0.34 | |||
| GMOS vs diet GMOS | 0.54 | 0.05 | ||||
| GMOSPHYTO vs diet GMOSPHYTO | 1.00 | 0.33 | ||||
| PHYTO vs diet PHYTO | 0.39 | 0.65 | ||||
Significant p-values are in bold.
Fig 7Beta diversity metrics.
Principal coordinate analysis (PCoA) of Unweighted (A) and Weighted (B) Unifrac distances of gut autochthonous microbial communities associated to different diet. The figures show the 3D plot of individual fish according to their microbial profile at genus level.