| Literature DB >> 22870198 |
Sarah Connell1, Kieran G Meade, Brenda Allan, Andrew T Lloyd, Elaine Kenny, Paul Cormican, Derek W Morris, Daniel G Bradley, Cliona O'Farrelly.
Abstract
Campylobacter jejuni is the most common cause of human bacterial gastroenteritis and is associated with several post-infectious manifestations, including onset of the autoimmune neuropathy Guillain-Barré syndrome, causing significant morbidity and mortality. Poorly-cooked chicken meat is the most frequent source of infection as C. jejuni colonizes the avian intestine in a commensal relationship. However, not all chickens are equally colonized and resistance seems to be genetically determined. We hypothesize that differences in immune response may contribute to variation in colonization levels between susceptible and resistant birds. Using high-throughput sequencing in an avian infection model, we investigate gene expression associated with resistance or susceptibility to colonization of the gastrointestinal tract with C. jejuni and find that gut related immune mechanisms are critical for regulating colonization. Amongst a single population of 300 4-week old chickens, there was clear segregation in levels of C. jejuni colonization 48 hours post-exposure. RNAseq analysis of caecal tissue from 14 C. jejuni-susceptible and 14 C. jejuni-resistant birds generated over 363 million short mRNA sequences which were investigated to identify 219 differentially expressed genes. Significantly higher expression of genes involved in the innate immune response, cytokine signaling, B cell and T cell activation and immunoglobulin production, as well as the renin-angiotensin system was observed in resistant birds, suggesting an early active immune response to C. jejuni. Lower expression of these genes in colonized birds suggests suppression or inhibition of a clearing immune response thus facilitating commensal colonization and generating vectors for zoonotic transmission. This study describes biological processes regulating C. jejuni colonization of the avian intestine and gives insight into the differential immune mechanisms incited in response to commensal bacteria in general within vertebrate populations. The results reported here illustrate how an exaggerated immune response may be elicited in a subset of the population, which alters host-microbe interactions and inhibits the commensal state, therefore having wider relevance with regard to inflammatory and autoimmune disease.Entities:
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Year: 2012 PMID: 22870198 PMCID: PMC3411578 DOI: 10.1371/journal.pone.0040409
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Infection model optimization and distribution of colonization levels.
(A) To determine the optimum dose where differential colonization is observed, three groups of fifteen birds were initially inoculated with low (i, 3.5 ×10), medium (ii, 3.5×10) and high (iii, 3.5×10) doses of C. jejuni, and the colonization status of their caeca estimated after 48 hours. No colonization was detected in any bird after infection with 3.5×10 CFU. All birds were colonized after high dosage. Maximum differentiation is achieved after inoculation with the medium dose of 3.5×10 CFU C. jejuni. (B) 255 birds were challenged with 3.5×10 C. jejuni and their caecal colonization status determined after 48 hours. No C. jejuni colonization could be detected in 38 birds. Colonization levels of the remaining birds varied from 2×10– 4 ×10 CFU/g with the majority of this group having very high caecal C. jejuni levels (10CFU/g C. jejuni).
Figure 2RNAseq read mapping percentage breakdown.
175.31 million (48.2%) of the reads generated from mRNA sequencing could be mapped uniquely to known gene models and therefore could be used in estimation of gene expression levels. 101.28 million reads (27.8%) were mapped successfully to the genome but could not be mapped to NCBI gene models (unknown transcripts, 3.65 Gbp) indicating a necessity for more comprehensive annotation of the chicken transcriptome. Relatively few repeat reads (20.49 million reads, 5.6%) were observed consistent with the low repeat density of the chicken genome [51].
Figure 3Detection of differentially expressed genes between high-colonized and nil-colonized birds.
Log2 fold change is plotted versus mean count numbers reflecting expression level. The R package DESeq was used to compare expression levels between the two groups of high-colonized and nil-colonized chickens and to identify genes displaying significant differential expression using a negative binomial model of the count data. 221 genes exhibiting significant differential expression with p-value 0.01 are highlighted red.
Figure 4Differential expression as a function of read count.
The proportion of genes differentially expressed is plotted against the total number of reads for each gene. This plot investigates whether differential expression is more likely to be detected in genes with a higher number of read counts. The green line is the probability weighting function fitted by Goseq. Flat = no bias present and no correction. This illustrates that the method to detect differential expression was robust against bias introduced by differing count numbers.
GO Terms and KEGG pathways significantly enriched in differentially expressed genes.
| +/− in | + in | |||
| GO Term | p-value | FDR | p-value | FDR |
| Membrane | 8.3e−07 | 0.004 | 2.8e−05 | 0.023 |
| External side of plasma membrane | 5.4e−06 | 0.013 | 1.5e−06 | 0.007 |
| B cell receptor signaling pathway. | 1.4e−05 | 0.023 | 7.2e−06 | 0.018 |
| Positive regulation of interleukin-2 biosynthetic process | 2.8e−05 | 0.034 | 1.4e−05 | 0.023 |
| Positive regulation of calcium-mediated signaling | 4.8e−05 | 0.048 | 2.5e−05 | 0.023 |
| Cell surface receptor linked signaling pathway | 6.7e−05 | 0.054 | 2.8e−05 | 0.023 |
| Positive regulation of peptidyl-tyrosine phosphorylation | 7.6e−05 | 0.054 | 3.9e−05 | 0.026 |
| T cell receptor complex | 1.3e−04 | 0.063 | 8.1e−05 | 0.040 |
| Transmembrane receptor activity | 9.9e−05 | 0.061 | 4.1e−05 | 0.026 |
| B cell receptor complex | 1.3e−04 | 0.063 | 8.1e−05 | 0.040 |
All p-values and FDRs are shown for terms and pathways exhibiting significant enrichment in all significant genes or in the set of significant genes with increased expression in nil-colonized birds relative to high-colonized birds. Results clearly demonstrate a significantly higher expression of genes affecting cell membrane composition and several immune pathways in nil-colonized birds relative to high-colonized birds.
Immunoglobulins and non-categorized immune genes exhibiting differential expression between resistant and susceptible birds.
| Gene ID | Name | Descriptor | Fold | + | p-value |
| Immunoglobulins | |||||
| 427703 |
| Immunoglobulin, light chain, lambda, psi-V4 | 3.8 | + | 4.6e−06 |
| 769305 |
| Ig lambda chain V-1 region-like | 3.7 | + | 6.2e−06 |
| 772169 |
| Similar to Ig alpha chain | 3.7 | + | 1.3e−03 |
| 769305 |
| Ig lambda chain V-1 region-like | 3.7 | + | 6.2e−06 |
| 430014 |
| Ig heavy chain V-III region VH26-like | 3.6 | + | 1.0e−04 |
| 769327 |
| Immunoglobulin, light chain, lambda, psi-V12 | 3.4 | + | 2.2e−06 |
| 416929 |
| Immunoglobulin, light chain, lambda, psi-V7 | 3.3 | + | 3.5e−07 |
| 769283 |
| Immunoglobulin, light chain, lambda, psi-V8 | 3.3 | + | 4.3e−06 |
| 430015 |
| Ig heavy chain V-III region VH26-like | 3.0 | + | 8.2e−03 |
| X07174.1 | X07174.1 | mRNA for IgY H-chain | 3.0 | + | 2.4e−19 |
| 430017 |
| Ig heavy chain V-III region VH26-like | 2.9 | + | 5.6e−07 |
| 431191 |
| Immunoglobulin heavy chain, variable | 2.9 | + | 2.5e−04 |
| 374117 |
| Immunoglobulin J, linker protein for Ig alpha and mu | 2.8 | + | 1.5e−17 |
| 416930 |
| Ig lambda chain V-1 region-like | 2.7 | + | 9.0e−06 |
| 431524 |
| Ig heavy chain V-III region VH26-like | 2.6 | + | 2.8e−04 |
| 425694 |
| Ig heavy chain V-III region VH26-like | 2.3 | + | 5.7e−03 |
| 416928 |
| IGLV immunoglobulin lambda-like polypeptide 1 | 2.1 | + | 4.8e−09 |
| S40610.1 | S40610.1 | mRNA for IgA H = Ig alpha heavy chain | 2.0 | + | 7.4e−08 |
| X01613.1 | X01613.1 | mRNA for mu Ig heavy chain C region | 1.9 | + | 4.1e−07 |
| Immune Genes | |||||
| 426862 |
| influenza virus NS1A binding protein | 4.3 | + | 2.6e−03 |
| 430678 |
| Immunoglobulin-like receptor CHIR-B5 | 4.0 | + | 1.5e−03 |
| 374055 |
| TNF receptor-associated factor 5 | 2.1 | + | 2.8e−04 |
| 426274 |
| Toll-like receptor 1LA | 2.1 | + | 2.5e−03 |
| 395669 |
| Pleckstrin | 2.0 | + | 3.1e−03 |
| 426106 |
| C-type lectin domain family 17 member A-like | 1.9 | + | 4.1e−04 |
| 396218 |
| Lysozyme | 1.9 | + | 2.5e−04 |
| 396495 |
| Inflammatory chemokine (previously IL8) | 1.9 | − | 6.9e−03 |
| 424121 |
| Integrin, alpha 4 (antigen CD49D) | 1.8 | + | 3.6e−03 |
| 423790 |
| Interferon-induced protein with TPRs 5 | 1.8 | − | 1.6e−04 |
| 419862 |
| TRAF3 interacting protein 3 | 1.5 | + | 1.4e−03 |
| 395313 |
| Myxovirus (influenza virus) resistance 1 | 1.5 | − | 4.3e−03 |
| 416546 |
| NADPH oxidase organizer 1 | 1.4 | − | 2.4e−03 |
Genes are ordered according to fold-difference and the direction of fold-difference is shown to indicate either increased (+) or decreased (−) expression in resistant relative to susceptible birds. The unique NCBI Gene ID for each gene is shown in the first column. All of the immunoglobulin genes, including the immunoglobulin lambda chain gene IGLL1, all four annotated immunoglobulin V-type pseudogenes and the immunoglobulin J gene (IGJ) have significantly greater expression in resistant birds. Additionally the IgM (X01613.1), IgA (S40610.1) and IgY (X07174.1) heavy chain transcripts have significantly higher expression, indicating increased IgM, IgA and IgY production. Differentially expressed genes with immunological functions which are not directly associated with lymphocyte activation or immunoglobulin production are also shown here. Innate immune genes toll-like receptor 1LA (TLR1LA) and lysozyme (LYZ) display increased expression in resistant birds whereas the proinflammatory chemokine CXCLi2 and the interferon-stimulated gene myxovirus resistance 1 (MX1) demonstrate lower expression in resistant birds.
Genes involved in lymphocyte development and function exhibiting significant difference in expression between resistant and susceptible birds.
| Gene ID | Name | Descriptor | Fold | + | p-value |
| Lymphocytes | |||||
| 395090 |
| TNF receptor superfamily, member 8 | 3.2 | + | 1.1e−06 |
| 418426 |
| B and T lymphocyte associated | 2.6 | + | 3.7e−06 |
| 419854 |
| Complement component (3d | 2.1 | + | 4.5e−07 |
| 416586 |
| Interleukin 21 receptor | 2.0 | + | 2.4e−04 |
| 427612 |
| Dedicator of cytokinesis 2 | 1.9 | + | 6.6e−04 |
| 374270 |
| IL16 (lymphocyte chemoattractant factor) | 1.9 | + | 1.3e−03 |
| 428315 |
| Chemokine (C-C motif) receptor 7 | 1.7 | + | 2.6e−03 |
| 422827 |
| CD38 molecule | 1.5 | + | 5.3e−03 |
| B Cells | |||||
| 422511 |
| CXCL13L3/CXCL13c | 3.2 | + | 1.2e−04 |
| 768355 |
| B-cell differentiation antigen CD72-like | 2.9 | + | 3.2e−03 |
| 418257 |
| CD72 molecule (2) | 2.3 | + | 2.9e−03 |
| 427415 |
| Paired box 5 | 2.2 | + | 1.3e−06 |
| 387330 |
| B cell marker chB6 | 2.1 | + | 3.6e−07 |
| 396098 |
| Interferon regulatory factor 4 | 2.0 | + | 3.0e−05 |
| 374179 |
| Class II, MHC, transactivator | 2.0 | + | 2.5e−03 |
| 427676 |
| POU class 2 associating factor 1 | 1.9 | + | 4.0e−06 |
| 373994 |
| Chemokine (C-X-C motif) receptor 5 | 1.9 | + | 2.3e−05 |
| 419784 |
| Pre-B lymphocyte gene 3 | 1.9 | + | 2.3e−04 |
| 416932 |
| CD72 molecule (1) | 1.8 | + | 1.1e−04 |
| 395923 |
| Dedicator of cytokinesis 8 | 1.8 | + | 2.9e−04 |
| 427348 |
| CD45 – protein tyrosine phosphatase | 1.6 | + | 1.5e−03 |
| 386580 |
| CXCL13L1/CXCL13a | 1.5 | + | 6.2e−03 |
| 422509 |
| CXCL13L2/CXCL13b | 1.5 | + | 9.7e−03 |
| 422510 |
| CD79b molecule, immunoglobulin-associated beta | 1.4 | + | 8.0e−04 |
| 419940 |
| Activation-induced cytidine deaminase | 1.3 | + | 1.0e−03 |
| T Cells | |||||
| 769256 |
| Interleukin 17 receptor E-like | 3.2 | + | 4.4e−04 |
| 769224 |
| Thymocyte selection associated | 2.8 | + | 4.1e−04 |
| 418412 |
| T cell receptor associated transmembrane adaptor 1 | 2.3 | + | 7.7e−03 |
| 424106 |
| Cytotoxic T-lymphocyte-associated protein 4 | 2.2 | + | 3.8e−03 |
| 769232 |
| Similar to T cell receptor alpha | 2.1 | + | 1.2e−05 |
| 769716 |
| Class I histocompatibility antigen | 2.1 | + | 6.2e−04 |
| 416247 |
| IL2-inducible T-cell kinase | 2.0 | + | 5.0e−03 |
| 418535 |
| Ubiquitin associated and SH3 domain containing, A | 1.9 | + | 5.4e−04 |
| 424187 |
| Dipeptidyl-peptidase 4 (CD26) | 1.8 | + | 5.9e−05 |
| 395362 |
| CD4 molecule | 1.8 | + | 2.8e−03 |
| 396062 |
| CD3e molecule, epsilon (CD3-TCR complex) | 1.5 | + | 5.6e−03 |
| 417058 |
| Class I histocompatibility antigen | 1.5 | − | 5.8e−03 |
| 396518 |
| CD3d molecule, delta (CD3-TCR complex) | 1.4 | + | 5.9e−03 |
Genes which are involved in lymphocyte differentiation, migration and activation are separated into those which are more closely associated with B cells and T cells. Genes are ordered according to fold-difference and specified as displaying either increased (+) or decreased (−) expression in resistant relative to susceptible birds. There is clear evidence for increased B cell and T cell development and activation in resistant birds, with most genes demonstrating greater expression (+).
Genes involved in the renin-angiotensin system (RAS) exhibiting differential expression between resistant and susceptible birds.
| Gene ID | Name | Descriptor | Fold | + | p-value |
| Renin-angiotensin System | |||||
| 428771 |
| Glutamyl aminopeptidase (aminopeptidase A) | 2.0 | + | 2.3e−07 |
| 418623 |
| Angiotensin I converting enzyme 2 | 1.4 | + | 4.6e−04 |
| 425031 |
| Membrane metallo-endopeptidase | 1.2 | + | 4.5e−03 |
| 419953 |
| Angiotensin I converting enzyme 1 | 1.2 | + | 5.1e−03 |
Genes are again specified as displaying either increased (+) or decreased (−) expression in resistant relative to susceptible birds. ACE1, ACE2, ENPEP and MME are crucial components of the renin-angiotensin system and all display significantly higher expression in resistant relative to susceptible birds, indicating increased activity of this pathway.