| Literature DB >> 30068314 |
Marcella Sabino1, Katia Cappelli2, Stefano Capomaccio1, Luisa Pascucci1, Ilaria Biasato3, Andrea Verini-Supplizi1, Andrea Valiani4, Massimo Trabalza-Marinucci1.
Abstract
BACKGROUND: The Mediterranean diet is considered one of the healthier food habits and olive oil is one of its key components. Olive oil polyphenols are known to induce beneficial effects in several pathological conditions, such as inflammatory bowel disease, and to contrast the proliferation of cancer cells or hypercholesterolemia. Polyphenols are also present in waste products derived from the olive industry: olive mill wastewaters (OMWW) are rich in polyphenols and there is an increasing interest in using OMWW in animal nutrition. OMWW are attributed with positive effects in promoting chicken performance and the quality of food-derived products. However, a tissue-specific transcriptome target analysis of chickens fed with OMWW has never been attempted.Entities:
Keywords: Anti-viral activity; Cholesterol biosynthesis; Differentially expressed genes; Fatty acid metabolism; Nutrigenomics
Mesh:
Substances:
Year: 2018 PMID: 30068314 PMCID: PMC6090849 DOI: 10.1186/s12864-018-4962-9
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Fig. 1Light and transmission electron microscopy features of jejunum epithelial cells obtained by collagenase digestion. a and d. Single and grouped epithelial cells of control (a) and treated animals (d). Note the columnar shape and the typical eosinophilic brush border (arrow). Haematoxylin-Eosin, scale bar: 10 μm. b and e. Epithelial cell strips obtained by digestion of control (b) and treated jejunum tracts (e). The medium power view reveals the single layer of polarized columnar cells that cover the villous surface. The tall nuclei are lined up at the base of the cells while the apical surface is covered by microvilli (arrow). Transmission electron microscopy. Scale bar, 5000 nm. c and f. High power view of the luminal portion of the epithelial cells obtained by digestion of control (c) and treated jejunum tracts (f). Observe the surface of the columnar epithelial cells with the “brush border” consisting of closely packed microvilli. Transmission electron microscopy. Scale bar, 5000 nm
Effects of OMWW inclusion on intestinal morphometric indexes of broiler chickens (n = 10/treatment)
| CTRL | OMWW | SEM | ||
|---|---|---|---|---|
| Vh (mm) | 1.01 | 0.90 | 0.05 | 0.234 |
| Cd (mm) | 0.07a | 0.06b | 0.00 | 0.004 |
| Vh/Cd (mm/mm) | 14.56 | 15.87 | 0.74 | 0.392 |
Different superscript letters (a, b) in the same row mean significant differences (P < 0.05) among the dietary treatments. Control, CTRL; Olive oil mill wastewaters, (OMWW); Vh, villus height; Cd, crypt depth; Vh/Cd ratio, villus height to crypt depth ratio
RNA Sequencing libraries details
| Sample name | Raw reads | Trimmed | Uniquely Mapped | Uniquely Mapped (%) |
|---|---|---|---|---|
| CTRL 1 | 37.039.265 | 30.103.595 | 25.238.297 | 83.84% |
| CTRL 2 | 28.864.090 | 23.311.634 | 19.394.421 | 83.20% |
| CTRL 3 | 26.175.781 | 21.414.954 | 18.099.690 | 84.52% |
| CTRL 4 | 23.819.919 | 17.978.157 | 14.694.053 | 81.73% |
| CTRL 5 | 27.269.370 | 21.304.535 | 17.945.240 | 84.23% |
| CTRL 6 | 24.754.841 | 20.179.523 | 17.070.409 | 84.59% |
| CTRL 7 | 24.595.313 | 19.973.641 | 17.020.911 | 85.22% |
| CTRL 8 | 23.335.827 | 18.507.845 | 14.691.888 | 79.38% |
| CTRL 9 | 17.593.049 | 13.053.838 | 10.563.297 | 80.92% |
| CTRL 10 | 15.202.953 | 10.908.028 | 8.974.349 | 82.27% |
| OMWW 1 | 16.047.903 | 11.408.761 | 9.497.639 | 83.25% |
| OMWW 2 | 18.438.802 | 13.501.457 | 11.200.681 | 82.96% |
| OMWW 3 | 18.519.366 | 15.975.728 | 12.945.322 | 81.03% |
| OMWW 5 | 17.782.725 | 15.398.684 | 11.865.229 | 77.05% |
| OMWW 6 | 18.273.935 | 15.835.585 | 12.952.124 | 81.79% |
| OMWW 7 | 26.686.925 | 22.289.512 | 19.036.201 | 85.40% |
| OMWW 8 | 21.648.754 | 18.174.251 | 15.709.291 | 86.44% |
| OMWW 9 | 27.390.420 | 21.368.047 | 17.413.426 | 81.49% |
| OMWW 10 | 28.732.976 | 21.833.209 | 17.909.295 | 82.03% |
Significantly enriched GO Terms for the three vocabularies obtained via ClueGO (FDR < 0.05)
| GO-ID | GO-Term | FDR | Nr. Genes | Associated Genes Found |
|---|---|---|---|---|
| GO:0006066 | alcohol metabolic process | 2,30E-04 | 11,00 | [ABHD3, CHDH, CHPT1, CYP51A1, DHCR24, ENPP7, FDPS, HMGCS1, INSIG1, MSMO1, NSDHL] |
| GO:0016126 | sterol biosynthetic process | 2,70E-04 | 5,00 | [CYP51A1, FDPS, HMGCS1, INSIG1, MSMO1] |
| GO:0000793 | condensed chromosome | 3,30E-04 | 8,00 | [BRCA1, CENPW, MSH4, NDC80, NEK2, PLK1, SGOL1, SMC2] |
| GO:1901615 | organic hydroxy compound metabolic process | 3,40E-04 | 13,00 | [ABHD3, ALDH9A1, BBOX1, CHDH, CHPT1, CYP51A1, DHCR24, ENPP7, FDPS, HMGCS1, INSIG1, MSMO1, NSDHL] |
| GO:0008610 | lipid biosynthetic process | 3,70E-04 | 14,00 | [AGMO, BRCA1, CHPT1, CYP51A1, FDFT1, FDPS, GPAM, HMGCS1, INSIG1, MSMO1, NSDHL, PIGA, PLD1, TCF7L2] |
| GO:0016125 | sterol metabolic process | 3,80E-04 | 7,00 | [CYP51A1, DHCR24, FDPS, HMGCS1, INSIG1, MSMO1, NSDHL] |
| GO:0000794 | condensed nuclear chromosome | 4,00E-04 | 6,00 | [BRCA1, MSH4, NDC80, NEK2, PLK1, SGOL1] |
| GO:0008203 | cholesterol metabolic process | 6,20E-04 | 6,00 | [CYP51A1, DHCR24, FDPS, HMGCS1, INSIG1, NSDHL] |
| GO:1902652 | secondary alcohol metabolic process | 6,90E-04 | 6,00 | [CYP51A1, DHCR24, FDPS, HMGCS1, INSIG1, NSDHL] |
| GO:0006695 | cholesterol biosynthetic process | 7,20E-04 | 4,00 | [CYP51A1, FDPS, HMGCS1, INSIG1] |
| GO:1902653 | secondary alcohol biosynthetic process | 7,20E-04 | 4,00 | [CYP51A1, FDPS, HMGCS1, INSIG1] |
| GO:0006577 | amino-acid betaine metabolic process | 1,10E-03 | 3,00 | [ALDH9A1, BBOX1, CHDH] |
| GO:0006631 | fatty acid metabolic process | 1,10E-03 | 9,00 | [AACS, AGMO, BRCA1, ETFA, GPAM, HADHA, INSIG1, MSMO1, SLC27A4] |
| GO:0051297 | centrosome organization | 1,20E-03 | 6,00 | [BRCA1, HAUS8, NEK2, NPM1, PLK1, SGOL1] |
| GO:0032787 | monocarboxylic acid metabolic process | 1,20E-03 | 12,00 | [AACS, AGMO, ALDH9A1, BBOX1, BRCA1, ETFA, GPAM, HADHA, INSIG1, MSMO1, SLC27A4, VNN1] |
| GO:0098813 | nuclear chromosome segregation | 1,30E-03 | 8,00 | [MSH4, NDC80, NEK2, NUSAP1, PLK1, SGOL1, SMC2, UBE2C] |
| GO:0007059 | chromosome segregation | 1,50E-03 | 9,00 | [BRCA1, MSH4, NDC80, NEK2, NUSAP1, PLK1, SGOL1, SMC2, UBE2C] |
| GO:0000780 | condensed nuclear chromosome, centromeric region | 1,50E-03 | 3,00 | [NDC80, PLK1, SGOL1] |
| GO:0031023 | microtubule organizing center organization | 1,50E-03 | 6,00 | [BRCA1, HAUS8, NEK2, NPM1, PLK1, SGOL1] |
| GO:0046165 | alcohol biosynthetic process | 1,60E-03 | 6,00 | [CHPT1, CYP51A1, FDPS, HMGCS1, INSIG1, MSMO1] |
| GO:0006576 | cellular biogenic amine metabolic process | 1,60E-03 | 5,00 | [ABHD3, CHDH, CHPT1, ENPP7, SMOX] |
| GO:0045132 | meiotic chromosome segregation | 1,90E-03 | 4,00 | [MSH4, PLK1, SGOL1, SMC2] |
| GO:0042439 | ethanolamine-containing compound metabolic process | 2,20E-03 | 4,00 | [ABHD3, CHDH, CHPT1, ENPP7] |
| GO:1901617 | organic hydroxy compound biosynthetic process | 2,20E-03 | 7,00 | [BBOX1, CHPT1, CYP51A1, FDPS, HMGCS1, INSIG1, MSMO1] |
| GO:0000070 | mitotic sister chromatid segregation | 2,30E-03 | 6,00 | [NDC80, NEK2, NUSAP1, PLK1, SMC2, UBE2C] |
| GO:0097164 | ammonium ion metabolic process | 2,70E-03 | 6,00 | [ABHD3, ALDH9A1, BBOX1, CHDH, CHPT1, ENPP7] |
| GO:0008608 | attachment of spindle microtubules to kinetochore | 2,80E-03 | 3,00 | [NDC80, NEK2, SGOL1] |
| GO:0000779 | condensed chromosome, centromeric region | 3,10E-03 | 4,00 | [CENPW, NDC80, PLK1, SGOL1] |
| GO:0045071 | negative regulation of viral genome replication | 3,10E-03 | 3,00 | [EIF2AK2, OASL, RSAD2] |
| GO:0009308 | amine metabolic process | 4,00E-03 | 5,00 | [ABHD3, CHDH, CHPT1, ENPP7, SMOX] |
| GO:0003725 | double-stranded RNA binding | 4,00E-03 | 4,00 | [DHX58, EIF2AK2, OASL, TLR3] |
| GO:0008202 | steroid metabolic process | 4,00E-03 | 7,00 | [CYP51A1, DHCR24, FDPS, HMGCS1, INSIG1, MSMO1, NSDHL] |
| GO:0044106 | cellular amine metabolic process | 4,10E-03 | 5,00 | [ABHD3, CHDH, CHPT1, ENPP7, SMOX] |
| GO:0000281 | mitotic cytokinesis | 4,10E-03 | 3,00 | [MITD1, NUSAP1, PLK1] |
| GO:0009615 | response to virus | 4,60E-03 | 8,00 | [DDX60, DHX58, EIF2AK2, GPAM, IKBKE, OASL, RSAD2, TLR3] |
| GO:0000819 | sister chromatid segregation | 4,70E-03 | 6,00 | [NDC80, NEK2, NUSAP1, PLK1, SMC2, UBE2C] |
| GO:0000776 | kinetochore | 4,90E-03 | 5,00 | [CENPW, NDC80, NEK2, PLK1, SGOL1] |
| GO:1904030 | negative regulation of cyclin-dependent protein kinase activity | 7,70E-03 | 3,00 | [NPM1, PLK1, UBE2C] |
| GO:0008654 | phospholipid biosynthetic process | 8,40E-03 | 5,00 | [CHPT1, FDPS, GPAM, PIGA, PLD1] |
| GO:0061640 | cytoskeleton-dependent cytokinesis | 8,50E-03 | 3,00 | [MITD1, NUSAP1, PLK1] |
| GO:0000777 | condensed chromosome kinetochore | 9,10E-03 | 3,00 | [CENPW, NDC80, PLK1] |
| GO:0045840 | positive regulation of mitotic nuclear division | 9,10E-03 | 3,00 | [NUSAP1, PLK1, UBE2C] |
| GO:0072330 | monocarboxylic acid biosynthetic process | 1,00E-02 | 5,00 | [AGMO, BBOX1, BRCA1, INSIG1, MSMO1] |
| GO:0046486 | glycerolipid metabolic process | 1,20E-02 | 7,00 | [ABHD3, CHPT1, GPAM, INSIG1, PIGA, PLD1, TCF7L2] |
| GO:0044242 | cellular lipid catabolic process | 1,30E-02 | 5,00 | [ENPP7, ETFA, GALC, HADHA, SLC27A4] |
| GO:0098661 | inorganic anion transmembrane transport | 1,30E-02 | 4,00 | [ANO6, LOC101748788, SLC20A1, SLC26A2] |
| GO:1903901 | negative regulation of viral life cycle | 1,40E-02 | 3,00 | [EIF2AK2, OASL, RSAD2] |
| GO:0008081 | phosphoric diester hydrolase activity | 1,40E-02 | 4,00 | [ENPP7, GDPD1, PDE9A, PLD1] |
| GO:0051785 | positive regulation of nuclear division | 1,40E-02 | 3,00 | [NUSAP1, PLK1, UBE2C] |
| GO:0051607 | defense response to virus | 1,50E-02 | 6,00 | [DDX60, DHX58, GPAM, OASL, RSAD2, TLR3] |
| GO:0006633 | fatty acid biosynthetic process | 1,50E-02 | 4,00 | [AGMO, BRCA1, INSIG1, MSMO1] |
| GO:0015103 | inorganic anion transmembrane transporter activity | 1,50E-02 | 4,00 | [ANO6, LOC101748788, SLC20A1, SLC26A2] |
| GO:0045069 | regulation of viral genome replication | 1,50E-02 | 3,00 | [EIF2AK2, OASL, RSAD2] |
| GO:0000922 | spindle pole | 1,50E-02 | 4,00 | [NEK2, NPM1, PLK1, SGOL1] |
| GO:0048806 | genitalia development | 1,60E-02 | 3,00 | [DHCR24, KLHL10, TCF7L2] |
| GO:0048525 | negative regulation of viral process | 1,70E-02 | 3,00 | [EIF2AK2, OASL, RSAD2] |
| GO:1902850 | microtubule cytoskeleton organization involved in mitosis | 1,80E-02 | 3,00 | [NDC80, NEK2, PLK1] |
| GO:0000775 | chromosome, centromeric region | 1,90E-02 | 5,00 | [CENPW, NDC80, NEK2, PLK1, SGOL1] |
| GO:0022626 | cytosolic ribosome | 2,10E-02 | 4,00 | [RP11-849F2.7, RPL21, RPL9, RPS23] |
| GO:0043901 | negative regulation of multi-organism process | 2,10E-02 | 4,00 | [DHX58, EIF2AK2, OASL, RSAD2] |
| GO:1901989 | positive regulation of cell cycle phase transition | 2,10E-02 | 3,00 | [NPM1, PLK1, UBE2C] |
| GO:0006641 | triglyceride metabolic process | 2,10E-02 | 3,00 | [GPAM, INSIG1, TCF7L2] |
| GO:0090068 | positive regulation of cell cycle process | 2,20E-02 | 5,00 | [BRCA1, NPM1, NUSAP1, PLK1, UBE2C] |
| GO:0009062 | fatty acid catabolic process | 2,30E-02 | 3,00 | [ETFA, HADHA, SLC27A4] |
| GO:0016614 | oxidoreductase activity, acting on CH-OH group of donors | 2,30E-02 | 4,00 | [CHDH, DHCR24, HADHA, NSDHL] |
| GO:0035725 | sodium ion transmembrane transport | 2,30E-02 | 4,00 | [ANO6, CNKSR3, SLC20A1, STOML1] |
| GO:0019079 | viral genome replication | 2,30E-02 | 3,00 | [EIF2AK2, OASL, RSAD2] |
| GO:0007126 | meiotic nuclear division | 2,40E-02 | 4,00 | [MSH4, PLK1, SGOL1, SMC2] |
| GO:0022625 | cytosolic large ribosomal subunit | 2,60E-02 | 3,00 | [RP11-849F2.7, RPL21, RPL9] |
| GO:0045017 | glycerolipid biosynthetic process | 2,60E-02 | 4,00 | [CHPT1, PIGA, PLD1, TCF7L2] |
| GO:0006639 | acylglycerol metabolic process | 2,70E-02 | 3,00 | [GPAM, INSIG1, TCF7L2] |
| GO:0045444 | fat cell differentiation | 2,80E-02 | 5,00 | [FNDC5, INSIG1, PEX11A, SOCS1, TCF7L2] |
| GO:0015698 | inorganic anion transport | 2,80E-02 | 4,00 | [ANO6, LOC101748788, SLC20A1, SLC26A2] |
| GO:0006638 | neutral lipid metabolic process | 2,80E-02 | 3,00 | [GPAM, INSIG1, TCF7L2] |
| GO:0007051 | spindle organization | 2,80E-02 | 4,00 | [HAUS8, NDC80, NEK2, PLK1] |
| GO:0007098 | centrosome cycle | 3,00E-02 | 3,00 | [BRCA1, NEK2, NPM1] |
| GO:0005254 | chloride channel activity | 3,00E-02 | 3,00 | [ANO6, LOC101748788, SLC26A2] |
| GO:1903046 | meiotic cell cycle process | 3,00E-02 | 4,00 | [MSH4, PLK1, SGOL1, SMC2] |
| GO:0007052 | mitotic spindle organization | 3,30E-02 | 3,00 | [NDC80, NEK2, PLK1] |
| GO:0051092 | positive regulation of NF-kappaB transcription factor activity | 3,30E-02 | 3,00 | [EIF2AK2, NPM1, TLR3] |
| GO:0004386 | helicase activity | 3,40E-02 | 4,00 | [DDX60, HELB, MOV10, PIF1] |
| GO:0072329 | monocarboxylic acid catabolic process | 3,40E-02 | 3,00 | [ETFA, HADHA, SLC27A4] |
| GO:0004620 | phospholipase activity | 3,40E-02 | 3,00 | [ABHD3, ENPP7, PLD1] |
| GO:0051983 | regulation of chromosome segregation | 3,40E-02 | 3,00 | [NEK2, PLK1, UBE2C] |
| GO:0010565 | regulation of cellular ketone metabolic process | 3,50E-02 | 3,00 | [BRCA1, INSIG1, TCF7L2] |
| GO:1902476 | chloride transmembrane transport | 3,60E-02 | 3,00 | [ANO6, LOC101748788, SLC26A2] |
| GO:0051321 | meiotic cell cycle | 3,60E-02 | 4,00 | [MSH4, PLK1, SGOL1, SMC2] |
| GO:0051225 | spindle assembly | 3,60E-02 | 3,00 | [HAUS8, NEK2, PLK1] |
| GO:0005253 | anion channel activity | 3,70E-02 | 3,00 | [ANO6, LOC101748788, SLC26A2] |
| GO:2001251 | negative regulation of chromosome organization | 3,70E-02 | 3,00 | [BRCA1, PIF1, PLK1] |
| GO:0015297 | antiporter activity | 3,90E-02 | 3,00 | [LOC101748788, SLC26A2, SLC7A4] |
| GO:0015108 | chloride transmembrane transporter activity | 3,90E-02 | 3,00 | [ANO6, LOC101748788, SLC26A2] |
| GO:0050660 | flavin adenine dinucleotide binding | 3,90E-02 | 3,00 | [CHDH, DHCR24, ETFA] |
| GO:0051053 | negative regulation of DNA metabolic process | 4,00E-02 | 3,00 | [ENPP7, PIF1, POLQ] |
| GO:1904029 | regulation of cyclin-dependent protein kinase activity | 4,50E-02 | 3,00 | [NPM1, PLK1, UBE2C] |
| GO:0008286 | insulin receptor signaling pathway | 4,80E-02 | 3,00 | [IRS4, KL, SOCS1] |
GO-ID GO term accession number, GOTerm name of Gene Ontology Term, FDR (False Discovery Rate) after Benjamini-Hochberg correction, Nr. Genes number of input genes found per term, Associated Genes Found associated name of genes found per term
Significantly enriched KEGG pathways obtained via ClueGO (FDR < 0.05)
| ID | KEGG pathway | FDR | Nr. Genes | Associated Genes Found |
|---|---|---|---|---|
| KEGG:0000100 | Steroid biosynthesis | 1,60E-04 | 5,00 | [CYP51A1, DHCR24, FDFT1, MSMO1, NSDHL] |
| KEGG:0005164 | Influenza A | 4,60E-03 | 7,00 | [EIF2AK2, FDPS, IKBKE, KPNA2, MX1, RSAD2, TLR3] |
| KEGG:0000280 | Valine, leucine and isoleucine degradation | 6,90E-03 | 4,00 | [AACS, ALDH9A1, HADHA, HMGCS1] |
| KEGG:0000650 | Butanoate metabolism | 8,50E-03 | 3,00 | [AACS, HADHA, HMGCS1] |
| KEGG:0000410 | beta-Alanine metabolism | 9,90E-03 | 3,00 | [ALDH9A1, HADHA, SMOX] |
| KEGG:0000310 | Lysine degradation | 3,40E-02 | 3,00 | [ALDH9A1, BBOX1, HADHA] |
| KEGG:0003320 | PPAR signaling pathway | 4,50E-02 | 3,00 | [FP325317.1, MMP1, SLC27A4] |
ID GO term accession number, KEGG pathway name of KEGG pathway, FDR (False Discovery Rate) after Benjamini-Hochberg correction, Nr. Genes number of input genes found per term, Associated Genes Found associated name of genes found per term
Ingredients of the controla grower-finisher diet
| Ingredients (kg/100 kg) | |
| Maize | 47.51 |
| Soybean meal (44% crude protein) | 33.95 |
| Wheat shorts | 7.00 |
| Whole roasted soybean | 6.00 |
| Soybean oil | 2.40 |
| Calcium carbonate | 1.42 |
| Dicalcium phosphate | 0.64 |
| Mineral and vitamin premixb | 0.50 |
| Sodium chloride | 0.30 |
| Enzymes | 0.25 |
| Chemical composition (kg/100 kg) | |
| Dry matter | 87.81 |
| Crude protein | 21.16 |
| Ether extracts | 6.03 |
| Ash | 5.87 |
| Neutral detergent fiber | 11.63 |
| Acid detergent fiber | 4.84 |
| Lignin | 0.82 |
| Starch | 31.81 |
| Metabolisable energy (Kcal/kg) | 3120 |
aIn the OMWW diet, 0.03% of olive mill waste water was substituted for 0.03% maize
bIntegrations per Kg of feed: vitamin A 13500 U.I.; vitamin D3 U.I. 3750; ferrous carbonate mg 93.2; anhydrous calcium iodate mg 2.3; copper sulfate pentahydrate mg 59; manganese oxide 51.6 mg; manganese sulphate monohydrate mg 123.2; zinc oxide 93 mg; sodium selenite mg 0.4
Fig. 2Experimental design and data analysis workflow