| Literature DB >> 22880105 |
Stewart T G Burgess1, Andrew Greer, David Frew, Beth Wells, Edward J Marr, Alasdair J Nisbet, John F Huntley.
Abstract
Infestation of ovine skin with the ectoparasitic mite Psoroptes ovis results in the development of a rapid cutaneous inflammatory response, leading to the crusted skin lesions characteristic of sheep scab. To facilitate the identification of novel diagnostic and therapeutic targets, a better understanding of the host-parasite relationship in sheep scab is essential. Although our knowledge of the host's local cutaneous inflammatory response to sheep scab has increased in recent years, we still know relatively little about the mechanisms of this response at the systemic level. This study used a combined network and pathway analysis of the in vivo transcriptomic response of circulating leukocytes to infestation with P. ovis, during a 6 week period. Network graph analysis identified six temporally-associated gene clusters, which separated into two distinct sub-networks within the graph, representing those genes either up or down-regulated during the time course. Functional and pathway analysis of these clusters identified novel insights into the host systemic response to P. ovis infestation, including roles for the complement system, clotting cascade and fibrinolysis. These analyses also highlighted potential mechanisms by which the systemic immune response to sheep scab can influence local tissue responses via enhanced leukocyte activation and extravasation. By analysing the transcriptomic responses of circulating leukocytes in sheep following infestation with P. ovis, this study has provided key insights into the inflammatory response to infestation and has also demonstrated the utility of these cells as a proxy of events occurring at local tissue sites, providing insight into the mechanisms by which a local allergen-induced inflammatory response may be controlled.Entities:
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Year: 2012 PMID: 22880105 PMCID: PMC3411848 DOI: 10.1371/journal.pone.0042778
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Profile plot of significantly differentially expressed genes in circulating leukocytes following infestation with P. ovis.
Gene expression profiles for differentially expressed genes over the time course of infestation with P. ovis. Control (Time = 0), 1 week, 3 weeks and 6 weeks post infestation. Each line represents a single gene, colour coded by log normalised intensity values.
Figure 2Network graph analysis and clustering of differentially expressed genes based on temporal expression profiles.
A) Network graphs generated in BioLayout Express 3D utilising log-normalised expression data from 621 genes significantly differentially expressed in circulating leukocytes during time course of infestation with P. ovis. Graph 1 shows genes up-regulated with time and clustered into three distinct groups (Clusters 1, 2 and 5). Graph 2 shows genes down-regulated with time and clustered into three distinct groups (Clusters 3, 4 and 6). Each sphere (node) represents an individual gene and each line (edge) represents a relationship between nodes, i.e. correlated gene expression profile over time. B) Class mean expression profile plot showing mean expression profiles (based on the normalised mean intensity values for each gene within an individual cluster) for all genes in each of the six clusters.
Network graph and clustering details for all differentially expressed genes.
| Sub-network | Cluster ID | Regulation | Number of genes |
|
| 1 | Up | 257 |
| 2 | Up | 143 | |
| 5 | Up | 24 | |
|
| 3 | Down | 140 |
| 4 | Down | 39 | |
| 6 | Down | 9 |
Network analysis identified two distinct sub-networks within the network graph each representing 3 individual gene clusters with correlated expression profiles across the time course of infestation. Up/Down indicates direction of gene expression regulation following infestation with P. ovis. Of the 621 differentially expressed genes, 617 were included in the original network graph, of these 612 were incorporated into clusters 1–6.
Top 10 fold-changing genes from each expression cluster.
| Cluster ID | Gene Symbol | Gene Description | Fold Change |
|
|
| mannosyl (beta-1,4-)-glycoprotein beta-1,4-N-acetylglucosaminyltransferase | 67.97 |
|
| PDZ and LIM domain 1 | 52.51 | |
|
| Trophoblast Kunitz domain protein 3 | 51.70 | |
|
| Myosin heavy chain 3 | 45.83 | |
|
| WW, C2 and coiled domain containing 1 | 31.36 | |
|
| Chromosome 4 open reading frame 19 | 29.70 | |
|
| CCAAT/enhancer binding protein (C/EBP) epsilon | 23.09 | |
|
| Transient receptor potential cation channel, subfamily C, member 6 | 22.49 | |
|
| EGF-like module containing, mucin-like, hormone receptor-like 4 | 22.35 | |
|
| Homeobox B6 | 22.29 | |
|
|
| Co-factor of BRCA1 | 5.67 |
|
| KIAA0649 | 3.72 | |
|
| Mitogen-activated protein kinase 7 | 3.67 | |
|
| Myosin heavy chain 1 | 3.64 | |
|
| Potassium voltage-gated channel, KQT-like subfamily, member 1 | 3.42 | |
|
| Four and a half LIM domains 3 | 3.12 | |
|
| Cortactin | 3.11 | |
|
| Paroxysmal nonkinesiogenic dyskinesia | 3.07 | |
|
| Myosin heavy chain 4 | 2.96 | |
|
| RAB26, member RAS oncogene family | 2.92 | |
|
|
| N/A | −5.12 |
|
| Low density lipoprotein receptor class A domain containing 3 | −4.24 | |
|
| N/A | −4.08 | |
|
| AXL receptor tyrosine kinase | −3.55 | |
|
| Casein kinase 1, gamma 3 | −3.14 | |
|
| N/A | −3.05 | |
|
| Chromosone 4 open reading frame 16 | −3.05 | |
|
| Acyl-CoA synthetase long chain family member 3 | −3.04 | |
|
| Kelch repeat and BTB (POZ) domain containing 4 | −2.86 | |
|
| Hook homolog 1 | −2.83 | |
|
|
| Aminolevulinate, delta-, synthase 2 | −59.17 |
|
| Aquaporin 1 | −25.83 | |
|
| Synaptojanin 2 | −22.46 | |
|
| Myelin and lymphocyte protein (T-lymphocyte maturation-associated protein) | −20.54 | |
|
| Zinc finger, SWIM-type containing 4 | −15.74 | |
|
| Cytochrome P450, family 4, subfamily F, polypeptide 12 | −14.75 | |
|
| Solute carrier family 22 (organic cation transporter) member 1 | −13.56 | |
|
| N/A | −12.05 | |
|
| N/A | −8.33 | |
|
| Olfactory receptor, family 2, subfamily S, member 2 | −7.84 | |
|
|
| Secreted phosphoprotein 1 | 53.34 |
|
| Pentraxin-related gene, rapidly induced by IL1-beta | 8.24 | |
|
| Annexin A9 | 6.58 | |
|
| S100 calcium binding protein A9 | 6.45 | |
|
| S100 calcium binding protein A8 | 6.27 | |
|
| Extracellular matrix protein 1 | 6.26 | |
|
| Interleukin 1 receptor, type II | 5.55 | |
|
| Kelch-like 4 | 5.21 | |
|
| Oocyte-secreted protein variant 1 | 5.09 | |
|
| Cadherin 4, type 1, R-cadherin (retinal) | 4.12 | |
|
|
| Zinc finger and BTB domain containing 41 | −4.59 |
|
| Guanylate binding protein 3 | −4.53 | |
|
| Chromosome 20 open reading frame 194 | −3.79 | |
|
| 5-methyltetrahydrofolate-homocyst cysteine methyltransferase reductase | −3.29 | |
|
| DMX-like 2 | −2.68 | |
|
| Splicing factor 3b, subunit 4 | −2.53 | |
|
| Odd-skipped related 2 | −2.32 | |
|
| YY1 associated factor 2 | −2.29 | |
|
| DEP domain containing 7 | −2.06 |
Fold change calculated based on the peak fold change (compared to baseline, time = 0) for each gene across the time course of infestation with P. ovis.
Top 5 canonical signalling pathways associated with each gene expression cluster.
| Cluster ID | Canonical Pathway | p-value |
|
| Chemokine signaling | 1.7E-04 |
| G-protein coupled receptor signaling | 1.06E-03 | |
| CCR3 signalling in eosinophils | 2.36E-03 | |
| Pentose phosphate pathway | 6.14E-03 | |
| Nicotinate and nicotinamide metabolism | 6.21E-03 | |
|
| Calcium signaling | 1.7E-04 |
| Gonadotrophin releasing hormone (GNRH) signaling | 1.43E-03 | |
| Integrin signaling | 2.17E-03 | |
| Tight junction signaling | 4.01E-03 | |
| Glycerophospholipid metabolism | 7.94E-03 | |
|
| DNA-double strand break repair by homologous recombination | 1.62E-06 |
| Role of BRCA1 in DNA damage response | 3.14E-05 | |
| Hereditary breast cancer signaling | 1.16E-04 | |
| Purine metabolism | 1.74E-03 | |
| Role of NFAT in cardiac hypertrophy | 6.48E-03 | |
|
| Metabolism of xenobiotics by Cytochrome P450 | 1.69-02 |
| Fatty acid metabolism | 1.89E-02 | |
| Tryptophan metabolism | 2.1E-02 | |
| Extrinsic prothrombin activation pathway | 2.75E-02 | |
| Ascorbate and aldarate metabolism | 3.09E-02 | |
|
| Role of IL17A in psoriasis | 1.51E-04 |
| Hepatic fibrosis/hepatic stellate cell activation | 1E-03 | |
| NF-kB signaling | 1.67E-03 | |
| Role of osteoblasts, osteoclasts and chondrocytes in rheumatoid arthritis | 3.59E-03 | |
| Growth hormone signaling | 4.2E-03 | |
|
| Systemic lupus erythematosus signaling | 5.92E-02 |
p-value calculated using Fisher's exact test determining the probability that association between genes in the data set and canonical pathway is due to chance alone.
Top gene networks and associated biological functions for gene expression clusters.
| Cluster ID | Network ID | Associated Gene Network Functions | Score |
|
| 1 | Cellular development, cellular growth and proliferation | 46 |
| 2 | Inflammatory response, cell signalling and inflammatory disease | 38 | |
| 3 | Lipid metabolism, small molecule biochemistry and ophthalmic disease | 38 | |
| 4 | Connective tissue disorders, dental disease, developmental disorder | 33 | |
| 5 | Connective tissue disorders, genetic disorder, skeletal and muscular disorders | 28 | |
|
| 1 | Cellular assembly and organisation, cellular function and maintenance | 46 |
| 2 | Cellular assembly and organization, skeletal and muscular system development and function | 43 | |
| 3 | Cellular development, cellular growth and proliferation, connective tissue development and function | 22 | |
| 4 | Cardiovascular system development and function, organ development, molecular transport | 22 | |
| 5 | Cardiovascular disease, cell death, gastrointestinal disease | 22 | |
|
| 1 | Lipid metabolism, small molecule biochemistry, molecular transport | 41 |
| 2 | Cell cycle, DNA replication, recombination and repair, cellular assembly and organization | 33 | |
| 3 | Connective tissue disorders, genetic disorder, ophthalmic disease | 26 | |
| 4 | Developmental disorder, genetic disorder, neurological disease | 22 | |
| 5 | RNA post-translational modification, cell cycle, haematological system development and function | 22 | |
|
| 1 | Cellular development, inflammatory response, cellular growth and proliferation | 33 |
| 2 | Gene expression, cardiovascular system development and function, cell morphology | 31 | |
|
| 1 | Cellular movement, haematopoiesis, immune cell trafficking | 33 |
| 2 | Cardiovascular system development and function, organismal development | 20 | |
|
| 1 | Cellular growth and proliferation, cellular development, haematological system development | 14 |
Gene network score is a numerical value used to rank networks according to how relevant they are to the genes in the input dataset. IPA uses a right-tailed Fisher's test to calculate the p-value for networks. A score of 10 indicates a p = 10−10 chance that genes in that network are associated solely by chance. Only gene networks with a score >10 shown.
Figure 3Graphical representation of genes in Cluster 1, Network 2 showing up-regulated expression across the 6 week time course, highlighting the involvement of the pro-inflammatory mediators CCR3 and C3AR1 in the host inflammatory response to P. ovis infestation.
Key: Individual nodes represent proteins with relationships represented by edges. Nodes coloured by gene expression, red indicating up-regulation, green indicating down-regulation and white indicating gene/factor not differentially expressed but with defined relationship to other genes in network. Arrows indicate directional relationships.
Figure 4Graphical representation of genes within Cluster 2, Network 2, showing up-regulated expression by 3 wpi, which then declined by 6 wpi.
This network highlights the role of increased leukocyte extravasation evidenced by the up-regulation of key integrins and adhesion molecules. NB: Integrin genes ITGAE and ITGA2B marked by the circle titled Integrins. Key: Individual nodes represent proteins with relationships represented by edges. Nodes coloured by gene expression, red indicating up-regulation, green indicating down-regulation and white indicating gene/factor not differentially expressed but with defined relationship to other genes in network. Arrows indicate directional relationships.
Figure 5Graphical representation of genes within Cluster 4, Network 2, showing down-regulated expression across the 6 week time course.
Genes within the red circle are members of a sub-set within the network with defined roles in skin barrier function and are described further in the main text. Key: Individual nodes represent proteins with relationships represented by edges. Nodes coloured by gene expression, red indicating up-regulation, green indicating down-regulation and white indicating gene/factor not differentially expressed but with defined relationship to other genes in network. Arrows indicate directional relationships.