| Literature DB >> 31426502 |
Casey N Johnson1, Michael H Kogut2, Kenneth Genovese2, Haiqi He2, Steve Kazemi3, Ryan J Arsenault4.
Abstract
With the reemergence of poultry diseases such as necrotic enteritis following the restriction of in-feed antibiotics, the search for antibiotic alternatives has become critically important. Postbiotics are non-viable bacterial products or metabolic byproducts from probiotic microorganisms that have positive effects on the host or microbiota. These are a promising alternative to antibiotics. Here, we describe the mechanism of action of a postbiotic in the context of a Clostridium perfringens (C. perfringens) challenge model. By using performance measurements and a peptide array kinome analysis, we describe the kinotypes and signal transduction changes elicited by the postbiotic with and without C. perfringens challenge. The postbiotic improves lesion scores, C. perfringens counts and mortality compared to challenge groups without the postbiotic, and it improves weight gain in the most severely challenged birds. The postbiotic predominantly affects the innate immune response and appears immunomodulatory. In the context of infection, it reduces the proinflammatory responses and generates a homeostatic-like response. This postbiotic is a viable alternative to antibiotics to improve poultry health in the context of C. perfringens pathogen challenge.Entities:
Keywords: Clostridium perfringens; chicken; gut; immunomodulatory; kinome; postbiotic
Year: 2019 PMID: 31426502 PMCID: PMC6723925 DOI: 10.3390/microorganisms7080268
Source DB: PubMed Journal: Microorganisms ISSN: 2076-2607
Experimental Treatment Groups.
| Treatment | Groups | Body Weights | Coccidial Challenge |
| Lesion Score |
|---|---|---|---|---|---|
| T1 | Negative Control | Day 1, 14, 21 | No | No | Day 21 |
| T2 | Neg control + postbiotic | Day 1, 14, 21 | No | No | Day 21 |
| T3 | 10X Coccivac | Day 1, 14, 21 | Day 14 | No | Day 21 |
| T4 | 10X Coccivac + | Day 1, 14, 21 | Day 14 | Day 17, 18, and 19 | Day 21 |
| T5 | Positive | Day 1, 14, 21 | No | Day 17, 18, and 19 | Day 21 |
| T6 | Coccivac + | Day 1, 14, 21 | Day 14 | Day 17, 18, and 19 | Day 21 |
| T7 | Coccivac + postbiotic | Day 1, 14, 21 | Day 14 | No | Day 21 |
| T8 | Day 1, 14, 21 | No | Day 17, 18, and 19 | Day 21 |
Bird Trial 1.
| Treatments | cfu of | Weight Gain (grams) | Mean Lesion Score | Mortality (Deaths/Total) |
|---|---|---|---|---|
| Control | 0.03 ± 0.003 a | 803 ± 17 a | 0.13 ± 0.01 a | 0/24 |
| Postbiotic only | 0.02 ± 0.001 a | 729 ± 21 b | 0.46 ± 0.01 a | 2/24 |
| Coccivac | 0.21 ± 0.04 a | 756 ± 14 b | 1.63 ± 0.11 b | 0/25 |
| Coccivac + postbiotic | 0.31 ± 0.04 a | 708 ± 20 c | 0.56 ± 0.02 a | 1/25 |
| 14.0 ± 1.51 b | 695 ± 22 d | 1.00 ± 0.03 b | 2/25 | |
| 9.5 ± 1.21 c | 688 ± 23 d | 0.70 ± 0.02 c | 2/25 | |
| Coccivac + | 6.2 ± 1.71 c | 697 ± 17 d | 0.52 ± 0.01 c | 3/25 |
| Coccivac + | 1.7 ± 0.04 d | 781 ± 11 a | 1.00 ± 0.02 b | 1/25 |
a,b,c: Numbers with different superscripts within the same column are statistically significantly different from each other.
Bird Trial 2.
| Treatments | cfu of | Weight Gain (Grams) | Mean Lesion Score | Mortality (Deaths/Total) |
|---|---|---|---|---|
| Control | 0.01 ± 0.002 a | 857 ± 31 a | 0.0 ± 0.0 a | 0/25 |
| Postbiotic only | 0.01 ± 0.001 a | 779 ± 17 b | 0.0 ± 0.0 a | 0/25 |
| Coccivac | 0.02 ± 0.002 a | 766 ± 22 b | 0.8 ± 0.01 b | 0/25 |
| Coccivac + postbiotic | 0.01 ± 0.002 a | 758 ± 27 b | 0.2 ± 0.003 c | 1/25 |
| 5.9 ± 1.06 b | 647 ± 31 c | 1.35 ± 0.11 d | 4/25 | |
| 2.3 ± 0.97 c | 725 ± 24 b | 0.22 ± 0.03 c | 1/25 | |
| Coccivac + | 7.4 ± 1.32 b | 664 ± 33 c | 1.89 ± 0.41 d | 5/25 |
| Coccivac + | 0.5 ± 0.003 d | 795 ± 27 a | 0.41 ± 0.02 e | 0/25 |
a,b,c: Numbers with different superscripts within the same column are statistically significantly different from each other.
Figure 1Heatmap and Clustering of Kinome Profiles. The raw kinome signal from the peptide array was input into the custom software package PIIKA 2. PIIKA 2 combines the biological replicates for each treatment and tissue, normalizes the data, and generates a representative kinome profile. Here, the profiles are compared for relative similarity, and a heatmap shows the relative phosphorylation of each peptide on the array. Cp = C. perfringens.
Figure 2Heatmap and Clustering of Treatment Kinome Profiles Relative to Control Kinome Profiles. The raw kinome signal from the peptide array was input into the custom software package PIIKA 2. PIIKA 2 combines the biological replicates for each treatment and tissue, normalizes the data, and generates a representative kinome profile. Here, the profiles for each treatment group are compared to the kinome profile of control groups. The resulting kinome profiles are then compared for relative similarity, and a heatmap shows the relative phosphorylation of each peptide on the array for a given treatment group relative to control. Cp = C. perfringens.
Figure 3Venn Diagrams of differentially phosphorylated peptides in the postbiotic (Post), C. perfringens challenge (Cp) and postbiotic plus C. perfringens challenge (Post plus Cp) groups in duodenal (Duo) and jejunal (Jej) tissues. Peptides statistically significantly differentially phosphorylated (p < 0.05) from their respective control tissue were input into a Venn diagram-generating program Venny (http://bioinfogp.cnb.csic.es/tools/venny/).
Figure 4Peptide Phosphorylation Differentially Affected by Treatment with Postbiotic or C. perfringens Challenge. Each spot represents a peptide on the array which corresponds to a kinase recognition site. Each number represents a peptide, and the identities of each peptide can be found in Supplementary Table 1. The left half of each spot shows the differential phosphorylation status relative to control birds for postbiotic treatment in the jejunum. The right side of each spot shows the phosphorylation status relative to control birds for C. perfringens challenge in the jejunum.
Top 20 gene ontology (GO) biological processes enriched from unique peptides in the postbiotic-treated jejunum (compared to C. perfringens challenge and postbiotic plus C. perfringens challenge groups).
| Biological Process | Numberof Proteins | |
|---|---|---|
| cellular response to chemical stimulus | 36 | 8.62 × 1012 |
| cellular response to organic substance | 32 | 3.00 × 1011 |
| phosphorylation | 25 | 9.43 × 1011 |
| transmembrane receptor protein tyrosine kinase signaling pathway | 21 | 1.13 × 1010 |
| enzyme linked receptor protein signaling pathway | 23 | 2.10 × 1010 |
| protein phosphorylation | 21 | 1.03 × 109 |
| regulation of signaling | 34 | 7.35 × 109 |
| regulation of response to stimulus | 36 | 6.90 × 10 |
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| phosphorus metabolic process | 27 | 7.12 × 108 |
| response to organic substance | 31 | 7.12 × 108 |
| regulation of cell communication | 33 | 9.58 × 108 |
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| phosphate-containing compound metabolic process | 26 | 1.94 × 107 |
| cell surface receptor signaling pathway | 27 | 6.22 × 107 |
| regulation of signal transduction | 29 | 6.58 × 107 |
| response to chemical | 36 | 9.23 × 107 |
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| single-organism metabolic process | 37 | 4.38 × 106 |
Proteins statistically significantly differentially phosphorylated uniquely in the jejunal tissue samples from the postbiotic treatment group were pulled out of the array data and input into STRING for analysis. The resulting table of biological processes contained 248 terms enriched in the data. The top 20 by false discovery rate are shown in this table. Bold type indicates processes related to immune response.
Top 20 GO biological processes enriched from unique peptides in the C. perfringens challenge jejunum (compared to postbiotic and postbiotic plus C. perfringens challenge groups).
| Biological Process | Number of Proteins | |
|---|---|---|
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| protein metabolic process | 38 | 1.15 × 108 |
| cellular protein metabolic process | 35 | 1.31 × 108 |
| positive regulation of metabolic process | 35 | 1.80 × 108 |
| regulation of phosphate metabolic process | 24 | 1.80 × 108 |
| intracellular signal transduction | 26 | 1.80 × 108 |
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| regulation of phosphorylation | 22 | 2.02 × 108 |
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| regulation of protein modification process | 24 | 2.47 × 108 |
| protein phosphorylation | 18 | 3.17 × 108 |
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| response to nitrogen compound | 18 | 8.11 × 108 |
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| regulation of protein phosphorylation | 20 | 1.60 × 107 |
Proteins statistically significantly differentially phosphorylated uniquely in the jejunal tissue samples from the C. perfringens challenge treatment group were pulled out of the array data and input into STRING for analysis. The resulting table of biological processes contained 258 terms enriched in the data. The top 20 by false discovery rate are shown in this table. Bold type indicates processes related to immune response.
Top 20 GO biological processes enriched from unique peptides in the postbiotic plus C. perfringens challenge jejunum (compared to postbiotic and C. perfringens challenge groups).
| Biological Process | Number of Proteins | |
|---|---|---|
| protein autophosphorylation | 11 | 9.87 × 109 |
| enzyme linked receptor protein signaling pathway | 17 | 5.74 × 108 |
| transmembrane receptor protein tyrosine kinase signaling pathway | 15 | 1.05 × 107 |
| regulation of cellular protein metabolic process | 21 | 1.08 × 105 |
| regulation of intracellular signal transduction | 17 | 1.08 × 105 |
| positive regulation of kinase activity | 11 | 1.18 × 105 |
| positive regulation of lipid metabolic process | 7 | 1.18 × 105 |
| intracellular signal transduction | 18 | 4.55 × 105 |
| regulation of protein kinase activity | 12 | 4.55 × 105 |
| response to external stimulus | 18 | 4.88 × 105 |
| positive regulation of catalytic activity | 16 | 4.88 × 105 |
| regulation of multicellular organismal process | 20 | 4.88 × 105 |
| positive regulation of molecular function | 17 | 6.06 × 105 |
| peptidyl-tyrosine phosphorylation | 7 | 6.85 × 105 |
| protein phosphorylation | 12 | 0.000123 |
| regulation of cellular component biogenesis | 11 | 0.000123 |
| regulation of protein modification process | 16 | 0.000124 |
| regulation of protein phosphorylation | 14 | 0.000128 |
| positive regulation of intracellular signal transduction | 12 | 0.000132 |
| axon guidance | 9 | 0.000151 |
Proteins statistically significantly differentially phosphorylated uniquely in the jejunal tissue samples from the postbipotic plus C. perfringens challenge treatment group were pulled out of the array data and input into STRING for analysis. The resulting table of biological processes contained 269 terms enriched in the data. The top 20 by false discovery rate are shown in this table. Bold type indicates processes related to immune response.
Top 20 KEGG pathways enriched from unique peptides in the postbiotic jejunum (compared to C. perfringens challenge and postbiotic plus C. perfringens challenge).
| KEGG Pathway | Number of Proteins | |
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| Epstein–Barr virus infection | 11 | 1.56 × 108 |
| Pancreatic cancer | 7 | 2.58 × 107 |
| Non-alcoholic fatty liver disease (NAFLD) | 9 | 3.08 × 107 |
| Ras signaling pathway | 10 | 4.99 × 107 |
| Toxoplasmosis | 8 | 4.99 × 107 |
| Influenza A | 9 | 5.57 × 107 |
| Osteoclast differentiation | 8 | 7.90 × 107 |
| Hepatitis C | 8 | 9.40 × 107 |
| Measles | 8 | 9.40 × 107 |
| Pathways in cancer | 11 | 9.70 × 107 |
| Hepatitis B | 8 | 1.42 × 106 |
| VEGF signaling pathway | 6 | 2.15 × 106 |
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| Adipocytokine signaling pathway | 6 | 3.61 × 106 |
| Prolactin signaling pathway | 6 | 4.08 × 106 |
| Adherens junction | 6 | 4.19 × 106 |
Proteins statistically significantly differentially phosphorylated uniquely in the jejunal tissue samples from the postbiotic treatment group were pulled out of the array data and input into STRING for analysis. The resulting table of KEGG pathways contained 92 terms enriched in the data. The top 20 by false discovery rate are shown in this table. Highlighted in bold type are the pathways related to immune response.
Top 20 KEGG pathways enriched from unique peptides in the C. perfringens challenge jejunum (compared to postbiotic and postbiotic plus C. perfringens challenge).
| KEGG Pathway | Number of Peptides | |
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| Neurotrophin signaling pathway | 7 | 1.14 × 105 |
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| Focal adhesion | 8 | 2.00 × 105 |
| Prostate cancer | 6 | 2.00 × 105 |
| Estrogen signaling pathway | 6 | 2.93 × 105 |
| Pathways in cancer | 9 | 4.47 × 105 |
| Glioma | 5 | 6.17 × 105 |
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| Osteoclast differentiation | 6 | 8.79 × 105 |
| Prolactin signaling pathway | 5 | 8.79 × 105 |
| Hepatitis C | 6 | 0.000102 |
| ErbB signaling pathway | 5 | 0.000183 |
| MAPK signaling pathway | 7 | 0.000416 |
| Endometrial cancer | 4 | 0.000436 |
| Viral carcinogenesis | 6 | 0.000532 |
| Non-small cell lung cancer | 4 | 0.000532 |
| FoxO signaling pathway | 5 | 0.000803 |
| Measles | 5 | 0.00108 |
Proteins statistically significantly differentially phosphorylated uniquely in the jejunal tissue samples from the C. perfringens challenge group were pulled out of the array data and input into STRING for analysis. The resulting table of KEGG pathways contained 69 terms enriched in the data. The top 20 by false discovery rate are shown in this table. Highlighted in bold type are the pathways related to immune response.
KEGG pathways enriched from unique peptides in the postbiotic plus C. perfringens challenge jejunum (compared to postbiotic and C. perfringens challenge).
| KEGG Pathway | Number of Proteins | |
|---|---|---|
| AMPK signaling pathway | 7 | 4.40 × 106 |
| Acute myeloid leukemia | 5 | 3.23 × 105 |
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| Leukocyte transendothelial migration | 4 | 0.00685 |
| Pathways in cancer | 6 | 0.00685 |
| mTOR signaling pathway | 3 | 0.0146 |
| ErbB signaling pathway | 3 | 0.0329 |
| Endocytosis | 4 | 0.0329 |
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| Regulation of actin cytoskeleton | 4 | 0.0397 |
| Proteoglycans in cancer | 4 | 0.0405 |
| Thyroid cancer | 2 | 0.0405 |
Proteins statistically significantly differentially phosphorylated uniquely in the jejunal tissue samples from the postbiotic plus C. perfringens challenge treatment group were pulled out of the array data and input into STRING for analysis. The resulting table of KEGG pathways is shown above. Less than 20 significant pathways (false discovery rate) were generated. Highlighted in bold type are the pathways related to immune response.
Members of the PI3K-Akt signaling pathway showing differential phosphorylation in jejunal tissue.
| Protein Name | UniProt ID | p-Site | Postbiotic vs. Control | |||
|---|---|---|---|---|---|---|
| Fold-Change | Fold-Change | |||||
| CHUK | O15111 | S180 |
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| 1.01325 | 0.13513 |
| PDPK1 | O15530 | Y376 |
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| 1.00729 | 0.24518 |
| EGFR | P00533 | Y1069 |
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| −1.00779 | 0.27386 |
| HRAS | P01112 | T35 |
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| −1.0091 | 0.16151 |
| RAF1 | P04049 | S338 |
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| −1.00407 | 0.32867 |
| CSF1R | P07333 | Y809 |
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| 1.00672 | 0.28552 |
| NGFR | P08138 | S303 |
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| 1.01786 | 0.05842 |
| MET | P08581 | Y1356 | 1.01016 | 0.12976 |
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| PDGFRB | P09619 | Y857 | −1.01021 | 0.18692 |
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| FGFR1 | P11362 | Y654 | 1.00115 | 0.45799 |
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| ATF2 | P15336 | T69 |
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| −1.00301 | 0.34632 |
| PDGFRA | P16234 | Y1018 | −1.01148 | 0.05865 |
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| PRKCA | P17252 | S657 | −1.00437 | 0.25123 |
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| PRKCA | P17252 | T638 |
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| 1.00343 | 0.38409 |
| NFKB1 | P19838 | S337 |
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| 1.00684 | 0.27404 |
| FGFR2 | P21802 | Y769 |
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| −1.00222 | 0.41273 |
| RPS6KB1 | P23443 | T412 |
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| −1.0113 | 0.16029 |
| AKT1 | P31749 | T308 |
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| 1.008 | 0.19793 |
| AKT1 | P31749 | T479 |
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| 1.00149 | 0.44567 |
| SYK | P43405 | Y525 |
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| −1.00287 | 0.35294 |
| TSC2 | P49815 | S1418 |
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| GSK3B | P49841 | S389 |
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| 1.00306 | 0.36676 |
| GRB2 | P62993 | Y209 | 1.00065 | 0.46262 |
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| RAC1 | P63000 | S71 |
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| −1.00615 | 0.21369 |
| SOS1 | Q07889 | S1167 | −1.00042 | 0.48408 |
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| SOS1 | Q07889 | S1193 | −1.00949 | 0.12766 |
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| PRKAA1 | Q13131 | T183 |
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| −1.00035 | 0.48506 |
| STK11 | Q15831 | T363 |
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| −1.00271 | 0.39339 |
| CDC37 | Q16543 | S13 |
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| 1.00015 | 0.49454 |
| AKT3 | Q9Y243 | S476 |
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| 1.01033 | 0.18851 |
Selection of peptides differentially phosphorylated between postbiotic group and C. perfringens challenge group in jejunal tissue. The UniProt ID identifies the protein, while the p-site identifies the specific phosphorylation target site on that protein. Fold-Change indicates the directionality of phosphorylation status for each treatment compared to control. The p-value is the measure of significance (α = 0.05). UniProt IDs and p-site correspond to human proteins for annotation purposes. Highlighted in bold type are the statistically significantly differentiated phosphorylated peptide results (p < 0.05).
Members of the insulin signaling pathway showing differential phosphorylation in jejunal tissue.
| Protein Name | UniProt ID | p-Site | Postbiotic vs. Control | |||
|---|---|---|---|---|---|---|
| Fold-Change | Fold-Change | |||||
| SOCS3 | O14543 | Y204 | −1.007 | 0.25196 | 1.03314 | 0.00195 |
| PDPK1 | O15530 | Y376 |
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| 1.00729 | 0.24518 |
| HRAS | P01112 | T35 |
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| −1.0091 | 0.16151 |
| RAF1 | P04049 | S338 |
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| −1.00407 | 0.32867 |
| PRKCA | P17252 | S657 | −1.00437 | 0.25123 |
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| PRKCA | P17252 | T638 |
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| 1.00343 | 0.38409 |
| PRKACA | P17612 | T198 | −1.00047 | 0.47688 |
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| PRKACA | P17612 | S140 |
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| RPS6KB1 | P23443 | T412 |
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| −1.0113 | 0.16029 |
| SHC1 | P29353 | Y427 |
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| −1.00286 | 0.3601 |
| PKLR | P30613 | Y564 |
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| −1.00476 | 0.25834 |
| PKLR | P30613 | T556 |
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| −1.01034 | 0.08146 |
| AKT1 | P31749 | T479 |
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| 1.00149 | 0.44567 |
| AKT1 | P31749 | T308 |
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| 1.008 | 0.19793 |
| SREBF1 | P36956 | S338 |
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| 1.00547 | 0.17584 |
| PHKA2 | P46019 | S729 | 1.01244 | 0.17373 |
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| PHKA1 | P46020 | Y549 | 1.00468 | 0.33438 |
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| PHKA1 | P46020 | S972 |
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| CRK | P46108 | Y251 | 1.01333 | 0.07722 |
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| TSC2 | P49815 | S1418 |
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| GSK3B | P49841 | S389 |
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| 1.00306 | 0.36676 |
| HK2 | P52789 | Y461 |
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| −1.01701 | 0.15607 |
| GRB2 | P62993 | Y209 | 1.00065 | 0.46262 |
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| SOS1 | Q07889 | S1167 | −1.00042 | 0.48408 |
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| SOS1 | Q07889 | S1193 | −1.00949 | 0.12766 |
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| ACACA | Q13085 | S1263 |
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| 1.00135 | 0.44476 |
| PRKAA1 | Q13131 | T183 |
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| −1.00035 | 0.48506 |
| MKNK1 | Q9BUB5 | T255 |
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| 1.00328 | 0.35474 |
| AKT3 | Q9Y243 | S476 |
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| 1.01033 | 0.18851 |
Selection of peptides differentially phosphorylated between postbiotic group and C. perfringens challenge group in jejunal tissue. The UniProt ID identifies the protein, while the p-site identifies the specific phosphorylation target site on that protein. Fold-change indicates the directionality of phosphorylation status for each treatment compared to control. The p-value is the measure of significance (α = 0.05). UniProt IDs and p-site correspond to human proteins for annotation purposes. Highlighted in bold type are the statistically significantly differentiated phosphorylated peptide results (p < 0.05).