| Literature DB >> 34064267 |
Giulia Gaudioso1,2, Giulia Marzorati1, Filippo Faccenda3, Tobias Weil1, Fernando Lunelli3, Gloriana Cardinaletti4, Giovanna Marino5, Ike Olivotto6, Giuliana Parisi7, Emilio Tibaldi4, Kieran Michael Tuohy1, Francesca Fava1.
Abstract
Sustainability of aquaculture is tied to the origin of feed ingredients. In search of sustainable fish meal-free formulations for rainbow trout, we evaluated the effect of Hermetia illucens meal (H) and poultry by-product meal (P), singly (10, 30, and 60% of either H or P) or in combination (10% H + 50% P, H10P50), as partial replacement of vegetable protein (VM) on gut microbiota (GM), inflammatory, and immune biomarkers. Fish fed the mixture H10P50 had the best growth performance. H, P, and especially the combination H10P50 partially restored α-diversity that was negatively affected by VM. Diets did not differ in the Firmicutes:Proteobacteria ratio, although the relative abundance of Gammaproteobacteria was reduced in H and was higher in P and in the fishmeal control. H had higher relative abundance of chitin-degrading Actinomyces and Bacillus, Dorea, and Enterococcus. Actinomyces was also higher in H feed, suggesting feed-chain microbiome transmission. P increased the relative abundance of protein degraders Paeniclostridium and Bacteroidales. IL-1β, IL-10, TGF-β, COX-2, and TCR-β gene expression in the midgut and head kidney and plasma lipopolysaccharide (LPS) revealed that the diets did not compromise the gut barrier function or induce inflammation. H, P, and H10P50 therefore appear valid protein sources in fishmeal-free aquafeeds.Entities:
Keywords: Hermetia illucens; aquaculture; feed-borne microbiota; gut microbiota; inflammation; poultry by-products; rainbow trout; sustainability
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Year: 2021 PMID: 34064267 PMCID: PMC8196822 DOI: 10.3390/ijms22115454
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Final body weight, total length, and Fulton’s condition factor, K = Weight (g) × 100/Total Length (cm3) of rainbow trout fed the test diets. Within each column, means with different superscript letters are significantly different (p < 0.05).
| Diet | Final Weight (g) | Total Length (cm) | K (g/cm3) |
|---|---|---|---|
| CF | 231.18 ± 32.11 b | 25.53 ± 1.35 d | 1.39 ± 0.11 cd |
| CV | 227.92 ± 35.22 b | 25.01 ± 1.30 e | 1.45 ± 0.11 a |
| H10 | 235.02 ± 30.41 ab | 25.46 ±1.24 d | 1.42 ± 0.11 abc |
| H30 | 239.1 ± 36.26 ab | 25.48 ± 1.42 d | 1.44 ± 0.11 ab |
| H60 | 241.07 ± 35.58 ab | 25.78 ± 1.31 c | 1.40 ± 0.10 bcd |
| P30 | 240.03 ± 37.82 ab | 25.81 ± 1.45 bc | 1.39 ± 0.10 cd |
| P60 | 244.06 ± 36.02 ab | 26.02 ± 1.25 ab | 1.38 ± 0.09 d |
| H10P50 | 254.81 ± 36.82 a | 26.13 ± 1.14 a | 1.42 ± 0.12 abc |
Figure 1Intestinal bacterial α-diversity (Observed features (A), Chao1 (B) and Shannon index (C)), and β-diversity (Unweighted Unifrac PCoA plot (D)) in rainbow trout fed fish-meal (CF), vegetable meal (CV), increasing percentage of Hermetia illucens insect meal (H10, H30, H60), increasing percentage of poultry by-product meal (P30, P60), and a combination of insect meal and poultry by product meal (H10P50) (n = nine fish per group). Within each panel, identical superscript letters indicate statistically significant differences (FDR p < 0.05).
Figure 2Percentage relative abundance of phyla (A) and genera (B) in the intestinal contents. Less abundant phyla or genera include bacteria with a relative abundance less than 0.01% in fewer than 25% of samples.
(A–B) Bacterial relative abundances (mean ± SD) of taxonomic groups that were significantly different between diet groups. Identical superscript letters indicate significant differences among treatments according to Benjamini-Hochberg FDR correction. Individual p values are reported in the text and in Table S2.
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| Actinobacteria | 0.51 ± 0.67 | 0.52 ± 0.46 | 2.62 ± 4.26 | 4.89 ± 4.23 | 6.29 ± 5.49 a | 0.48 ± 0.53 | 0.23 ± 0.32 a | 0.87 ± 0.65 |
| Bacteroidetes | 1.00 ± 1.22 | 0.41 ± 0.69 | 0.03 ± 0.06 | 0.72 ± 1.11 | 0.09 ± 0.09 a | 1.35 ± 1.26 a | 0.75 ± 0.82 | 0.77 ± 0.91 |
| Fusobacteria | 13.50 ± 29.88 a–g | <0.0001a | <0.0001 b | <0.0001c | <0.0001 d | <0.0001 e | <0.0001 f | 0.002 ± 0.01 g |
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| Erysipelotrichi | 0.04 ± 0.06 | 0.002 ± 0.01 ab | 0.34 ± 0.37 | 0.91 ± 0.80 a | 1.11 ± 1.07 b | 0.58 ± 0.17 | 0.04 ± 0.10 | 0.18 ± 0.31 |
| Fusobacteriia | 13.50 ± 29.88 a | <0.0001 | <0.0001 a | <0.0001 | <0.0001 | <0.0001 | <0.0001 | 0.002 ± 0.01 |
| Gammaproteobacteria | 7.72 ± 7.05 | 14.02 ± 14.53a | 10.76 ± 10.82 | 6.47 ± 6.36 | 2.61 ± 2.74 a | 17.20 ± 15.41 | 8.52 ± 5.00 | 7.59 ± 6.12 |
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| Actinomycetales | 0.49 ± 0.66 | 0.31 ± 0.29 | 2.50 ± 4.29 a | 4.83 ± 4.14 b | 6.25 ± 5.46 | 0.45 ± 0.52 | 0.20 ± 0.33 ab | 0.85 ± 0.65 |
| Bacteroidales | 1.00 ± 1.22 | 0.25 ± 0.55 | 0.03 ± 0.06 | 0.69 ± 1.13 | 0.04 ± 0.05 a | 1.14 ± 1.05 a | 0.69 ± 0.83 | 0.47 ± 0.52 |
| Erysipelotrichales | 0.04 ± 0.06 | 0.002 ± 0.001 abc | 0.34 ± 0.37 a | 0.91 ± 0.80 bde | 1.11 ± 1.07 cf | 0.06 ± 0.17 df | 0.04 ± 0.10 e | 0.18 ± 0.31 |
| Fusobacteriales | 13.50 ± 29.88 abc | <0.0001 | <0.0001 a | <0.0001 b | <0.0001 | <0.0001 c | <0.0001 d | 0.002 ± 0.01 |
| Pseudomonadales | 3.61 ± 2.94 | 10.08 ± 11.47a | 7.17 ± 7.51 | 3.56 ± 3.40 | 1.54 ± 1.88 a | 9.40 ± 8.19 | 5.06 ± 3.65 | 4.72 ± 3.73 |
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| 0.10 ± 0.19 | 0.05 ± 0.16abcd | 1.57 ± 2.70 aef | 3.16 ± 2.86 bgh | 4.66 ± 3.93 cil | 0.02 ± 0.06 egim | <0.0001 fhln | 0.52 ± 0.40 dmn |
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| 0.10 ± 0.20 | 0.002 ± 0.007 | 0.32 ± 0.40 a | 0.41 ± 0.53 | 0.47 ± 0.63 | <0.0001 a | 0.004 ± 0.01 | 0.09 ± 0.12 |
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| 0.31 ± 0.33 | 0.35 ± 0.70 | 1.79 ± 2.73 a | 3.83 ± 3.28 | 6.59 ± 5.60 | 0.30 ± 0.35 | 0.18 ± 0.26 a | 0.94 ± 0.74 |
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| <0.0001 | <0.0001 a | 0.06 ± 0.11 | 0.21 ± 0.26 | 0.20 ± 0.28 a | 0.02 ± 0.07 | <0.0001 | 0.02 ± 0.06 |
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| 0.16 ± 0.18 | <0.0001 a | 0.09 ± 0.23 | 0.31 ± 0.29 | 0.24 ± 0.28 a | 0.22 ± 0.42 | 0.26 ± 0.49 | 0.34 ± 0.62 |
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| <0.0001 | <0.0001 a | 0.16 ± 0.31 | 0.12 ± 0.18 bc | 0.19 ± 0.22 a | <0.0001 b | <0.0001 c | 0.02 ± 0.05 |
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| 0.04 ± 0.06 | 0.002 ± 0.01 ab | 0.34 ± 0.37 a | 0.91 ± 0.81 cd | 1.11 ± 1.07 b | 0.06 ± 0.17 c | 0.04 ± 0.10 d | 0.18 ± 0.31 |
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| 13.49 ± 29.88 a | <0.0001 | <0.0001 a | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 |
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| 0.10 ± 0.18 | 0.05 ± 0.16 abcd | 1.58 ± 2.70 aef | 3.16 ± 2.86 bgh | 4.66 ± 3.98cil | 0.02 ± 0.06 egi | <0.0001 fhlm | 0.52 ± 0.39 dm |
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| 0.06 ± 0.14 | 0.04 ± 0.11 ab | 0.63 ± 1.03 cd | 1.75 ± 1.54 aef | 2.94 ± 2.58 bgh | <0.0001 ceg | <0.0001 dfh | 0.35 ± 0.37 |
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| 0.16 ± 0.14 | 0.07 ± 0.14 a | 1.16 ± 1.75 | 2.08 ± 1.96 | 3.60 ± 3.09 a | 0.25 ± 0.27 | 0.18 ± 0.26 | 0.51 ± 0.44 |
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| <0.0001 | <0.0001 a | 0.16 ± 0.31 | 0.12 ± 0.18 | 0.19 ± 0.22 bc | <0.0001b | <0.0001 ac | 0.02 ± 0.05 |
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| 0.03 ± 0.04 | <0.0001 abcd | 1.05 ± 1.72 ae | 2.26 ± 1.89 bf | 1.99 ± 1.71 cg | 0.08 ± 0.25 | 0.09 ± 0.26 efgh | 0.71 ± 0.79 dh |
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| 0.05 ± 0.05 | <0.0001 a | 0.05 ± 0.13 | 0.04 ± 0.08 | 0.02 ± 0.07 | 0.05 ± 0.10 | 0.36 ± 0.39 | 0.77 ± 1.35 a |
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| 0.04 ± 0.06 | <0.0001 ab | 0.21 ± 0.41 | 0.80 ± 0.63 acd | 0.89 ± 0.79 bef | <0.0001 ce | 0.01 ± 0.03 df | 0.13 ± 0.30 |
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| 0.06 ± 0.09 | 0.15 ± 0.27 ab | 3.09 ± 4.70 bfg | 6.48 ± 5.12 cdf | 6.68 ± 5.45 eg | 0.10 ± 0.21 c | 0.17 ± 0.20 ade | 0.62 ± 0.81 |
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| 13.44 ± 29.91 a | <0.0001 | <0.0001 a | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 |
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| 3.48 ± 2.85 | 9.80 ± 11.06 a | 6.36 ± 6.69 | 3.38 ± 3.10 | 1.53 ± 1.89 a | 8.94 ± 7.85 | 4.99 ± 3.67 | 4.56 ± 3.65 |
Figure 3(A) PCoA representing the β-diversity of microbial populations in fish feed, according to Bray–Curtis dissimilarity (p < 0.001). Percentage relative abundance of phyla (B) and genera (C) in fish feed. Unassigned phyla or genera include those with percentage sequence homology less than 95% with the Greengenes database. Less abundant phyla or genera include bacteria with a relative abundance less than 0.01% in fewer than 25% of samples.
Figure 4Spearman’s correlation between the relative abundance of gut microbial genera and ingredient composition. A positive correlation is indicated by dark red, a negative correlation by dark blue. Stars indicate statistical significance after FDR correction (* p < 0.05, ** p < 0.01, *** p < 0.001). Families and genera were reported as “Unassigned” when they could not be assigned to any genus (g) or family (f) within the reference database (http://greengenes.lbl.gov, accessed on 13 July 2020), at a percentage sequence homology of 95% or 90% for genus and family, respectively.
Figure 5(A–J). Gene expression of IL-1β, IL-10, TGF-β, COX-2m and TCR-β in midgut and head kidney biopsies (n = 6 per diet) expressed as relative fold change 2−ΔΔCt (CV = reference diet). The confidence interval box shows the 95% confidence interval for the median. ° = outliers. * p < 0.05 when compared with CV. Note the different scales on the y-axis.
Plasma LPS concentration (ng/μL), mean ± standard deviation (SD).
| Diet | LPS Concentration (ng/μL) |
|---|---|
| CF | 240.13 ± 150.13 |
| CV | 130.22 ± 111.60 |
| H10 | 160.23 ± 163.10 |
| H30 | 117.72 ± 175.90 |
| H60 | 297.22 ± 347.59 |
| P30 | 139.84 ± 130.44 |
| P60 | 176.33 ± 215.96 |
| H10P50 | 210.21 ± 178.07 |
Primers used to evaluate gene expression by RT-PCR.
| Gene | Accession Number | Forward Primer (5′-3′) | Reverse Primer (5′-3′) | References |
|---|---|---|---|---|
| IL-1β | AJ557021 | ACATTGCCAACCTCATCATCG | TTGAGCAGGTCCTTGTCCTTG | [ |
| IL-10 | NM001246350 | CGACTTTAAATCTCCCATCGAC | GCATTGGACGATCTCTTTCTT | [ |
| COX-2 | AJ238307 | ATCCTTACTCACTACAAAGG | GCTGGTCCTTTCATGAAGTCTG | [ |
| TGF-β | X99303 | AGATAAATCGGAGAGTTGCTGTG | CCTGCTCCACCTTGTGTTGT | [ |
| TCR-β | AF329700 | TCACCAGCAGACTGAGAGTCC | AAGCTGACAATGCAGGTGAATC | [ |
| EF-1α | AF498320 | ACCCTCCTCTTGGTCGTTTC | TGATGACACCAACAGCAACA | [ |
| 18S | AF308735 | GATCCATTGGAGGGCAAGTCT | CGAGCTTTTTAACTGCAGCAACTTT | [ |