| Literature DB >> 31064055 |
Carolina Pineda-Quiroga1, Daniel Borda-Molina2, Diego Chaves-Moreno3, Roberto Ruiz4, Raquel Atxaerandio5, Amélia Camarinha-Silva6, Aser García-Rodríguez7.
Abstract
Diet has an essential influence in the establishment of the cecum microbial communities in poultry, so its supplementation with safe additives, such as probiotics, prebiotics, and synbiotics might improve animal health and performance. This study showed the ceca microbiome modulations of laying hens, after feeding with dry whey powder as prebiotics, Pediococcus acidilactici as probiotics, and the combination of both as synbiotics. A clear grouping of the samples induced per diet was observed (p < 0.05). Operational taxonomic units (OTUs) identified as Olsenella spp., and Lactobacillus crispatus increased their abundance in prebiotic and synbiotic treatments. A core of the main functions was shared between all metagenomes (45.5%), although the genes encoding for the metabolism of butanoate, propanoate, inositol phosphate, and galactose were more abundant in the prebiotic diet. The results indicated that dietary induced-changes in microbial composition did not imply a disturbance in the principal biological roles, while the specific functions were affected.Entities:
Keywords: 16S rRNA amplicon sequencing; lactose; metagenome sequencing; poultry
Year: 2019 PMID: 31064055 PMCID: PMC6560406 DOI: 10.3390/microorganisms7050123
Source DB: PubMed Journal: Microorganisms ISSN: 2076-2607
Figure 1(A) Non-metric multidimensional scaling (nMDS) plot showing the distribution of the biological replicates on the diets. The diversity calculated with the Shannon index is plotted in the boxplot on the right bottom side. (B) Taxonomical information related to the 16S rRNA gene amplicon sequencing. The thinner bars indicate information at the phylum level and the wider bars indicate information at the genus level (average relative abundance >1%).
Statistical differences between the diets and the main OTUs contributing to the cecal taxonomical differences in the four metagenomes. 1 Control—no additive supplementation; Probiotic—2 g/kg of P. acidilactici; Prebiotic—60 g/kg of dry whey powder, Synbiotic—2 g/kg of P. acidilactici and 60 g/kg of dry whey powder. Each line shows the results of the comparison between each diet (the Diet column) and each of the supplemented diets (the Groups column). p (perm) values ≤ 0.05 between comparisons were considered to be significantly different.
| Statistical Differences between Diets Based on the PERMANOVA Results | |||
|---|---|---|---|
| Diets 1 | Groups | ||
| Control | Probiotic | 12.865 | 0.106 |
| Prebiotic | 1.657 | 0.001 | |
| Synbiotic | 16.105 | 0.001 | |
| Probiotic | Prebiotic | 16.325 | 0.001 |
| Synbiotic | 14.991 | 0.001 | |
| Prebiotic | Synbiotic | 1.225 | 0.190 |
Figure 2Box-plots with the relative abundance of the most abundant operational taxonomic units (OTUs). The color code indicates, yellow for control, blue for the probiotic, red for the prebiotic, and green for the synbiotic treatment. The symbols indicate statistical significance (p ≤ 0.05).
Figure 3(A) Taxonomical assignation based on the KEGG protein database. The groups are shown at the phylum level. (B) Venn diagram depicting the percentage of genes assigned and shared between the four metagenomes (the color convention indicates, yellow for control, blue for the probiotic, red for the prebiotic, and green for the synbiotic. (C) KEGG orthologs obtained from the four metagenomes. The classification corresponds to the second level, and it was plotted as follows—the inner circle corresponds to the control, the second to the probiotic, the third to the prebiotic, and the outer circle corresponds to the synbiotic diet.
Genes differentially present based on the dietary treatment assigned. The difference was calculated with the log2fold change (LFC), after read normalization, using DESeq2 R package (Love et al., 2014) [33]. A cut-off criterion was established, which was p < 0.05 (Wald test). Positive or negative values indicate a higher or lower presence, respectively, of the assigned function, for the first mention treatment.
| Function | Control vs. Probiotic | Control vs. Prebiotic | Control vs. Synbiotic | Prebiotic vs. Probiotic | Prebiotic vs. Synbiotic | Probiotic vs. Synbiotic | |
|---|---|---|---|---|---|---|---|
| Starch and sucrose metabolism | Beta-phosphoglucomutase [K01838] | 1.64 | 1.72 | 2.33 | |||
| Sucrose phosphorylase [K00690] | −1.82 | ||||||
| Maltose phosphorylase [K00691] | −1.11 | ||||||
| Maltose-6’-phosphate glucosidase [K01232] | −1.03 | ||||||
| Beta-phosphoglucomutase [K01838] | −2.34 | ||||||
| Cyclomaltodextrinase [K01208] | −1.23 | −2.32 | |||||
| Glucan endo-1,3-beta- | −1.69 | −3.05 | −2.11 | ||||
| Cellulose synthase (UDP-forming) [K00694] | −2.37 | ||||||
| Glycolisis/gluconeogenesis | Pyruvate decarboxylase [K01568] | −1.1 | −2.12 | ||||
| Acetyl-CoA synthetase (ADP-forming) [K01905] | −2.1 | −1.47 | −3.17 | ||||
| Piruvate metabolism | D-lactate dehydrogenase (cytochrome) [K00102] | 3.48 | 4.13 | 3.69 | |||
| Citrate cycle (TCA cycle) | 2-methylisocitrate dehydratase [K01682] | 1.4 | 2.05 | 1.84 | |||
| Glycerophospholipid metabolism | Glycerol-3-phosphate dehydrogenase subunit B [K00112] | 1.88 | 1.12 | 2.69 | |||
| Glycine, serine and threonine metabolism | Glycine amidinotransferase [K00613] | 1.38 | 1.88 | 2.56 | |||
| Cystathionine gamma-lyase [K01758] | 1.63 | 1.63 | 2.56 | ||||
| Glycine N-methyltransferase [K00552] | Not in Ctrl | −1 | Not in Syn | Not in Prob | Not in Syn | ||
| Creatinase [K08688] | −1 | −1 | Not in Syn | ||||
| Diaminobutyric acid acetyltransferase[K06718] | −1 | −1 | Not in Syn | ||||
| Cetaine-homocysteine S-methyltransferase [K00544] | Not in Prob | −1 | Not in Syn | ||||
| Choline dehydrogenase [K00108] | −2.11 | 1.23 | 3.81 | ||||
| Arginine and proline metabolism | Creatinine amidohydrolase [K01470] | 1.2 | 1.44 | 1.52 | |||
| Ornithine decarboxilase [K01581] | 1.8 | 1.22 | 1.89 | ||||
| Cysteine metabolism | Aromatic-amino-acid transaminase [K00832] | 1.21 | 1.37 | 2.18 | |||
| Cysteine and methionine metabolism | Homocysteine S-methyltransferase [K00547] | −1.76 | |||||
| Aromatic-amino-acid transaminase [K00832] | −2.18 | ||||||
| (R)-2-hydroxyacid dehydrogenase [K05884] | −1.69 | −1.05 | |||||
| Tyrosine metabolism | 2-hydroxyhepta-2,4-diene-1,7-dioate isomerase [K05921] | 1.99 | 1.22 | 2.1 | |||
| Pantothenate and CoA biosynthesis | Type I pantothenate kinase [K00867] | 1.02 | 1.2 | 1.68 | |||
| Phosphopantothenoylcysteine decarboxylase [K01598] | 1.79 | 1.8 | 1.1 | ||||
| Folate biosynthesis | Para-aminobenzoate synthetase [K01247] | 3.57 | 3.72 | 2.1 | |||
| Riboflavin metabolism | Low molecular weight phosphotyrosine protein Phosphatase [K14394] | 1.31 | 1.22 | 3.1 | |||
| Lysine degradation | 5-aminovalerate aminotransferase [K14268] | Not in Prob | Not in Preb | Not in Syn | |||
| Glutarate semialdehyde dehydrogenase [K14269] | Not in Prob | Not in Preb | Not in Syn | ||||
| β-lactam resistance | Methicillin resistance protein [K02547] | −2.82 | −2.17 | Not in Syn | |||
| Butanoate metabolism | Glutaconate CoA-transferase, subunit A [K01039] | −1.4 | Not in Prob | 2.62 | |||
| 4-hydroxybutyrate dehydrogenase [K00043] | / | 1.09 | 2.44 | ||||
| 3-hydroxybutyrate dehydrogenase [K00019] | Not in Ctrl | Not in Prob | Not in Syn | ||||
| Butanediol dehydrogenase/diacetyl reductase [K00004] | Not in Ctrl | Not in Prob | Not in Syn | ||||
| Propanoate metabolism | 1-aminocyclopropane-1-carboxylate deaminase [K01505] | −1.22 | / | 1.8 | |||
| 2-methylcitrate dehydratase [K05608] | −1.57 | 1.61 | Not in Syn | ||||
| 1-aminocyclopropane-1-carboxylate deaminase [K00923] | −1.22 | / | 1.7 | ||||
| 2-methylcitrate synthase [K01659] | / | / | 1.73 | ||||
| Methylisocitrate lyase [K03417] | / | / | 2.44 | ||||
| Fructose and mannose metabolism | mannitol 2-dehydrogenase [K00045] | / | / | 1.19 | |||
| PFK; 6-phosphofructo-2-kinase [K00900] | Not in Ctrl | 1.01 | 1.7 | ||||
| Fructan beta-fructosidase [K03332] | −1.63 | 1.32 | Not in Syn | ||||
| Inositol phosphate metabolism | 5-dehydro-2-deoxygluconokinase [K03338] | −1.06 | 1.2 | Not in Syn | |||
| iolB; 5-deoxy-glucuronate isomerase [K03337] | Not in Ctrl | 1.76 | 1.7 | ||||
| Galactose metabolism | Lactase-phlorizin hydrolase [K01229] | −3.22 | 2.23 | Not in Syn | |||
| Galactitol-1-phosphate 5-dehydrogenase [K00094] | −1.37 | 2.38 | Not in Syn | ||||
| Tagatose 6-phosphate kinase [K00917] | / | / | 1.17 | ||||
| 2-dehydro-3-deoxyphosphogalactonate aldolase [K01631] | / | 2.97 | 1.12 | ||||
| Galactonate dehydratase [K01684] | / | / | 1.35 | ||||
| Maltase-glucoamylase [K12047] | Not in Ctrl | Not in Prob | Not in Syn | ||||
| Not in Ctrl | Not in Preb | Not in Prob | |||||
| Phenylalanine, tyrosine and tryptophan biosynthesis | Anthranilate synthase/phosphoribosyltransferase [K13497] | −4.96 | 1.8 | / | |||
| Indole-3-glycerol phosphate synthase/Phosphoribosylanthranilate isomerase [K13498] | −1.42 | 1.26 | 1.26 | ||||
| Shikimate kinase/3-dehydroquinate synthase [K13829] | −1.09 | 1.78 | 2.99 | ||||
| Chorismate mutase/prephenate dehydratase [K14170] | / | / | 1.27 | ||||
| Cyclohexadienyl dehydratase [K01713] | Not in Ctrl | Not in Preb | Not in Prob | ||||
| Fatty acid metabolism | Long-chain-fatty-acid-[acyl-carrier-protein] Ligase [K05939] | −2.17 | 1.55 | / | |||
| Cytochrome P450, family 4, subfamily A [K07425] | Not in Ctrl | Not in Prob | Not in Syn | ||||
| Carnitine O-palmitoyltransferase 2 [K08766] | Not in Ctrl | Not in Prob | Not in Syn | ||||
| Fatty acid biosynthesis | Fatty acid synthase, bacteria type [K11533] | / | 1.22 | 4.56 | |||
| Oleoyl-[acyl-carrier-protein] hydrolase [K01071] | −1.7 | / | −1.24 | ||||
| Thiamine metabolism | Hydroxyethylthiazole kinase [K14154] | / | 2.23 | 1.11 | |||
| Thiamine-phosphate diphosphorylase [K14153] | −1.22 | / | Not in Syn | ||||
| Retinol metabolism | Retinol dehydrogenase 16 [K11154] | Not in Ctrl | Not in Prob | Not in Syn | |||
| Diacylglycerol O-acyltransferase 2-like protein 4 [K11156] | Not in Ctrl | Not in Prob | Not in Syn | ||||
| All-trans-retinol 13,14-reductase [K09516] | −1.1 | −1.76 | −1.83 | ||||
| Ascorbate and aldarate metabolism | D-threo-aldose 1-dehydrogenase [K00064] | −1.23 | / | 2.13 | |||
| −1.1 | −3.05 | 1.58 | |||||
| Glyoxylate and dicarboxylate metabolism | Formate dehydrogenase [K00122] | Not in Ctrl | −2.94 | / | |||
| Oxalyl-CoA decarboxylase [K01577] | / | −2.4 | 1.07 | ||||
| N,N-dimethylformamidase [K03418] | Not in Ctrl | Not in Preb | Not in Syn | ||||
| Formate dehydrogenase-N, gamma subunit [K04509] | Not in Ctrl | Not in Preb | Not in Syn | ||||
| Glycolate oxidase FAD binding subunit | Not in Ctrl | Not in Preb | Not in Syn | ||||
| Oxalate decarboxylase [K01569] | Not in Ctrl | Not in Preb | Not in Syn | ||||
| Malate dehydrogenase [K00025] | Not in Ctrl | −0.15 | Not in Syn | ||||
| Alanine, aspartate and glutamate metabolism | Aspartate 4-decarboxylase [K09758] | / | −1.17 | 2.61 | |||
| 1-pyrroline-5-carboxylate dehydrogenase [K00294] | / | / | 1.01 | ||||
| Carbamoyl-phosphate synthase [K01954] | / | −1.27 | 1.97 | ||||
| Delta 1-pyrroline-5-carboxylate dehydrogenase [K13821] | −1.59 | / | 2.3 | ||||
| Phenylalanine metabolism | Phenylacetaldehyde dehydrogenase [K00146] | −2.47 | −2.94 | / | |||
| 2-keto-4-pentenoate hydratase [K02554] | −1.57 | −1.94 | / | ||||
| Cinnamic acid dioxygenase subunit alpha [K05708] | −1.31 | −2.67 | / | ||||
| Nicotinate and nicotinamide metabolism | UDP-sugar diphosphatase [K11751] | −1.49 | / | / | |||
| 5′-nucleotidase [K01081] | / | −1.05 | / | ||||
| NAD(P) transhydrogenase [K00322] | / | −1.81 | / | ||||
| Nicotinamide-nucleotide adenylyltransferase [K00952] | / | −3.16 | / | ||||
| Purine nucleosidase [K01239] | −1.08 | / | / | ||||
| NAD(P) transhydrogenase subunit alpha [K00324] | −1.1 | / | / | ||||
| Amino sugar and nucleotide sugar metabolism | Chitin deacetylase [K01452] | / | −2.47 | −2.12 | |||
| Valine, leucine and isoleucine biosynthesis | Valine—pyruvate aminotransferase [K00835] | −3.69 | −4.05 | / | |||
| Steroid hormone biosynthesis | Steroid delta-isomerase [K01822] | / | −1.68 | −1.17 | |||
| Steryl-sulfatase [K01131] | −1.1 | −2.45 | −2.12 |
Figure 4Metabolic pathways obtained from the KEGG mapper for: (A) Galactose metabolism and (B) Inositol phosphate metabolism. The color code indicates, respectively—yellow for control, red for the prebiotic, blue for the probiotic, and green for the synbiotic.