| Literature DB >> 23700416 |
Anna E Russ1, Jason S Peters, Warren C McNabb, Matthew P G Barnett, Rachel C Anderson, Zaneta Park, Shuotun Zhu, Paul Maclean, Wayne Young, Gordon W Reynolds, Nicole C Roy.
Abstract
In addition to their role in absorption and secretion, epithelial cells play an important role in the protection of the colon mucosa from the resident microbiota and are important for the maintenance of homeostasis. Microarray analysis of intact colon samples is widely used to gain an overview of the cellular pathways and processes that are active in the colon during inflammation. Laser microdissection of colon epithelial cells allows a more targeted analysis of molecular pathways in the mucosa, preceding and during inflammation, with potentially increased sensitivity to changes in specific cell populations. The aim of this study was to investigate the molecular changes that occur in early and late inflammation stages in colon epithelium of a mouse model of inflammatory bowel diseases. Microarray analysis of intact colon samples and microdissected colon epithelial cell samples from interleukin-10 gene deficient and control mice at 6 and 12 weeks of age was undertaken. Results of gene set enrichment analysis showed that more immune-related pathways were identified between interleukin-10 gene deficient and control mice at 6 weeks of age in epithelial cells than intact colon. This suggests that targeting epithelial cells could increase sensitivity for detecting immune changes that occur early in the inflammatory process. However, in the later stages of inflammation, microarray analyses of intact colon and epithelium both provide a similar overview of gene expression changes in the colon mucosa at the pathway level.Entities:
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Year: 2013 PMID: 23700416 PMCID: PMC3659096 DOI: 10.1371/journal.pone.0063251
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Non-inflamed mouse colon.
Colon section for mouse 18, an Il10 mouse sampled at 6 weeks of age, before microdissection of epithelial cells (A) and after microdissection of epithelial cells (B). The lamina propria was taken from this section along with the epithelial cells but is mostly connective tissue in the non-inflamed mice.
Figure 2Inflamed mouse colon.
Colon section from mouse 17, an Il10 mouse sampled at 12 weeks of age, before microdissection of epithelial cells. The aggregate of immune cells is visible in the mucosa, which is typical for CD-like colitis, such as that seen in this mouse model. The circle outlines epithelial cells in a colonic crypt, which were cut out for analysis of gene expression.
Body weight and food intake data at the beginning and end of the experiment.
| Parameter | Mean initial | SD | P values for between-strain differences | Mean final | SD | P values for between-strain differences |
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| 6 week old C57BL/6J mice | 16.5 | 2.0 | 17.7 | 1.7 | ||
| 6 week old | 18.6 | 1.6 | 0.03 | 19.6 | 1.4 | 0.02 |
| 12 week old C57BL/6J mice | 17.0 | 1.6 | 23.7 | 1.9 | ||
| 12 week old | 18.8 | 1.8 | 0.08 | 24.2 | 1.3 | 0.50 |
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| 6 week old C57BL/6J mice | 3.4 | 0.6 | ND | ND | ND | |
| 6 week old | 3.1 | 0.4 | 0.27 | ND | ND | ND |
| 12 week old C57BL/6J mice | 3.7 | 0.7 | 3.0 | 0.2 | ||
| 12 week old | 3.0 | 0.6 | 0.04 | 3.1 | 0.3 | 0.40 |
Initial weight measurements were made at inoculation. Initial intake was measured two days after inoculation.
Final weight measurements were made on the day prior to sampling.
SD: standard deviation.
ND: no data.
Intestinal inflammation data by treatment.
| Strain | Age (weeks) | Number ofmice | Mean colon histological injury score | Number of samples available for intestinal area | Mean intestinalarea (mm2) | Mean intestinal area per gram body weight(mm2/g) |
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| 6 | 9 | 0.17 | 3 | 1534 | 83.5 |
| 12 | 10 | 3.00 | 9 | 1923 | 86.1 | |
| C57BL/6J | 6 | 8 | 0.28 | 3 | 1502 | 95.7 |
| 12 | 8 | 0.28 | 8 | 1399 | 61.9 |
Mean colon histological injury score and mean intestinal area for each strain at each time point, showing signs of inflammation for the Il10 mice at 12 weeks of age.
denotes a mean that is significantly (P<0.05) different for Il10 mice compared to C57BL/6J mice at 12 weeks of age. Predicted means for colon histological injury score were obtained from unbalanced ANOVA analysis performed on (log+0.05)-transformed data in GenStat v11, then predicted means were back-transformed to give the data presented here.
Due to sampling time pressure, data was obtained for most mice at the 12-week sampling time, but only three for each strain at the 6-week sampling time. Observations of the appearance of the intestine were also recorded at sampling as another indicator of the degree and location of intestinal inflammation in each mouse.
qPCR validation of microarray results.
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| Gene | qPCR FC | qPCR P value | Microarray FC | Microarray FDR | Gene | qPCR FC | qPCR P value | Microarray FC | Microarray FDR | |
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| −2.6 | <0.001 | −3.0 | <0.001 |
| −2.6 | <0.001 | −2.4 | 0.002 |
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| 2.0 | <0.001 | 2.1 | 0.033 |
| 3.1 | <0.001 | 3.6 | <0.001 | |
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| −62.5 | <0.001 | −99.2 | <0.001 |
| −15.6 | <0.001 | −21.0 | <0.001 | |
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| −1.3 | 0.009 | −1.4 | 0.361 |
| 1.1 | 0.113 | 1.1 | 0.764 | |
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| 6.6 | <0.001 | 10.7 | <0.001 |
| 5.3 | <0.001 | 13.6 | <0.001 | |
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| 1.9 | <0.001 | 1.6 | 0.029 |
| 2.2 | <0.001 | 2.4 | <0.001 | |
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| 2.9 | <0.001 | 1.6 | 0.785 |
| 6.3 | <0.001 | 4.2 | <0.001 |
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| −6.5 | <0.001 | −1.2 | 0.997 |
| −4.3 | 0.032 | −10.9 | 0.001 | |
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| −2.0 | 0.107 | 2.0 | 0.456 |
| 1.1 | 0.982 | −1.4 | 0.768 | |
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| 1.6 | 0.488 | −1.2 | 0.997 |
| −1.1 | 0.953 | 1.2 | 0.988 | |
Table shows fold changes (FC) and P values (for qPCR data) or false discovery rates (FDR; for microarray data) for the six genes validated using qPCR for both intact colon and colon epithelium. All genes that were differentially expressed in the microarrays were differentially expressed according to qPCR and all fold changes were in the same direction in both qPCR and microarray.
denotes genes that were significantly differentially expressed according to qPCR but not microarray.
Figure 3Overlap of differentially expressed genes between treatments.
Venn diagrams show the numbers of differentially expressed genes in each comparison and how many are shared between each comparison, for intact colon (A) and colon epithelium (B). Treatments are identified in the diagram as: Il10 mice = I; C57BL/6J mice = C; weeks of age = w. Each colour arbitrarily represents a different treatment. Numbers are of differentially expressed genes within each treatment comparison and each microarray experiment (intact colon and epithelial cells). Numbers in (B) are not subsets of the equivalent treatment comparison in (A), although there is overlap in the gene lists for each comparison between intact colon and colon epithelium.
Figure 4Overall and immune-related gene expression profiles in intact colon and epithelium.
Heatmaps generated by unsupervised hierarchical clustering of differentially expressed genes. (A) shows all genes differentially expressed within any of the treatment comparisons, and the expression values are derived from individual mice. The bars above the heatmap indicate whether the data are from microdissected (white bar) or intact (black bar) tissue, while those below the heatmap show the age and genotype of the mice as indicated by the colour key. (B) shows a subset of differentially expressed immune related genes from the Il10 mice at 12 weeks vs. C57BL/6J mice at 12 weeks comparison, showing the gene expression profile of each treatment comparison in both intact colon and colon epithelium. Expression values for each gene are averages from 6 arrays per treatment.
Top five canonical pathways for intact colon and colon epithelium.
| Part of colon | Canonical pathway | Percentage of genes in pathwaythat were observed in thisgene list | P value |
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| Intact colon | Communication between innate and adaptive immune cells | 36 | 9.54×10−24 |
| Altered T and B cell signalling in rheumatoid arthritis | 42 | 1.40×10−20 | |
| Graft-versus-host disease signalling | 50 | 2.73×10−17 | |
| T helper cell differentiation | 44 | 1.62×10−16 | |
| Dendritic cell maturation | 25 | 3.68×10−15 | |
| Colon epithelium | Dendritic cell maturation | 10 | 1.95×10−11 |
| T helper cell differentiation | 18 | 1.06×10−10 | |
| Altered T and B cell signalling in rheumatoid arthritis | 15 | 1.28×10−10 | |
| Graft-vs-host disease signalling | 22 | 2.11×10−10 | |
| Type I diabetes mellitus signalling | 12 | 3.64×10−09 | |
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| Intact colon | Communication between innate and adaptive immune cells | 38 | 7.42×10−19 |
| Dendritic cell maturation | 31 | 4.49×10−16 | |
| Altered T and B cell signalling in rheumatoid arthritis | 45 | 1.19×10−15 | |
| Allograft rejection signalling | 29 | 5.82×10−14 | |
| Graft-vs-host disease signalling | 52 | 6.70×10−14 | |
| Colon epithelium | LPS/IL-1 mediated inhibition of RXR function | 14 | 2.92×10−12 |
| Fatty acid metabolism | 13 | 5.78×10−12 | |
| Allograft rejection signalling | 16 | 4.12×10−11 | |
| Communication between innate and adaptive immune cells | 16 | 4.23×10−10 | |
| Dendritic cell maturation | 13 | 6.00×10−10 | |
Canonical pathways were generated by IPA from the genelists for each treatment comparison. The comparisons were: Il10 mice at 12 weeks of age vs. C57BL/6J mice at 12 weeks of age; Il10 mice at 12 weeks of age vs. Il10 mice at 6 weeks of age; C57BL/6J mice at 12 weeks of age vs. C57BL/6J mice at 6 weeks of age; and Il10 mice at 6 weeks of age vs. C57BL/6J mice at 6 weeks of age.
Figure 5Network diagram showing gene expression in the colon epithelium.
Network diagram of genes from the top 5 differentially expressed canonical pathways in Il10 mice at 12 weeks of age vs. 6 weeks of age in the colon epithelium. *denotes genes that are detected two or more times on an array. Genes or gene products are represented as nodes, and the biological relationship between two nodes is represented as a line. All relationships are supported by at least one reference from literature. Red and green coloured nodes indicate degree of fold change, with red indicating an increase in expression in Il10 mice at 12 weeks of age relative to Il10 mice at 6 weeks of age and green indicating a decrease in expression. Colour intensity is correlated with the degree of change in expression with greater intensity representing a higher expression level. Nodes are displayed with various shapes that represent the functional class of genes as shown in the legend. Fold changes are shown beneath each node.
Figure 6Network diagram of gene expression in the intact colon.
Network diagram shown in Figure 5 overlaid with expression values for the same treatment comparison in intact colon.
sets for Il10 mice vs. C57BL/6J mice at 6 weeks of age.
| Pathway ID | Pathway name | P value | FDR |
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| mmu00520 | Amino sugar and nucleotide sugar metabolism | 0.016 | 1 |
| mmu04141 | Protein processing in endoplasmic reticulum | 0.020 | 1 |
| mmu04914 | Progesterone-mediated oocyte maturation | 0.031 | 1 |
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| mmu00565 | Ether lipid metabolism | <0.001 | <0.001 |
| mmu04062 | Chemokine signalling pathway | 0.004 | 0.644 |
| mmu04914 | Progesterone-mediated oocyte maturation | 0.020 | 1 |
| mmu05144 | Malaria | 0.033 | 1 |
| mmu04110 | Cell cycle | 0.035 | 1 |
| mmu04060 | Cytokine-cytokine receptor interaction | 0.048 | 1 |
Gene sets were obtained from GSEA for intact colon and colon epithelium.
Gene sets for C57BL/6J mice at 12 weeks of age vs. 6 weeks of age.
| Pathway ID | Pathway name | P value | FDR |
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| mmu04540 | Gap junction | 0.002 | 0.298 |
| mmu04080 | Neuroactive ligand-receptor interaction | 0.005 | 0.801 |
| mmu04670 | Leukocyte transendothelial migration | 0.020 | 1 |
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| mmu00512 | O-Glycan biosynthesis | 0.012 | 1 |
| mmu04070 | Phosphatidylinositol signaling system | 0.020 | 1 |
| mmu00562 | Inositol phosphate metabolism | 0.039 | 1 |
| mmu03010 | Ribosome | 0.040 | 1 |
Gene sets were obtained from GSEA for intact colon and colon epithelium.
Gene sets for Il10 mice vs. C57BL/6J mice at 12 weeks of age.
| KEGG pathway ID | Pathway name | P value | FDR |
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| mmu00051 | Fructose and mannose metabolism | <0.001 | <0.001 |
| mmu00520 | Amino sugar and nucleotide sugar metabolism | <0.001 | <0.001 |
| mmu00562 | Inositol phosphate metabolism | <0.001 | <0.001 |
| mmu00565 | Ether lipid metabolism | <0.001 | <0.001 |
| mmu00601 | Glycosphingolipid biosynthesis - lacto and neolacto series | <0.001 | <0.001 |
| mmu04010 | MAPK signaling pathway | <0.001 | <0.001 |
| mmu04012 | ErbBsignaling pathway | <0.001 | <0.001 |
| mmu04060 | Cytokine-cytokine receptor interaction | <0.001 | <0.001 |
| mmu04062 | Chemokine signaling pathway | <0.001 | <0.001 |
| mmu04115 | p53 signaling pathway | <0.001 | <0.001 |
| mmu04120 | Ubiquitin mediated proteolysis | <0.001 | <0.001 |
| mmu04142 | Lysosome | <0.001 | <0.001 |
| mmu04145 | Phagosome | <0.001 | <0.001 |
| mmu04150 | mTORsignaling pathway | <0.001 | <0.001 |
| mmu04210 | Apoptosis | <0.001 | <0.001 |
| mmu04370 | VEGF signaling pathway | <0.001 | <0.001 |
| mmu04512 | ECM-receptor interaction | <0.001 | <0.001 |
| mmu04514 | Cell adhesion molecules (CAMs) | <0.001 | <0.001 |
| mmu04612 | Antigen processing and presentation | <0.001 | <0.001 |
| mmu04620 | Toll-like receptor signaling pathway | <0.001 | <0.001 |
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| mmu00565 | Ether lipid metabolism | <0.001 | <0.001 |
| mmu00601 | Glycosphingolipid biosynthesis - lacto and neolacto series | <0.001 | <0.001 |
| mmu04010 | MAPK signaling pathway | <0.001 | <0.001 |
| mmu04060 | Cytokine-cytokine receptor interaction | <0.001 | <0.001 |
| mmu04062 | Chemokine signaling pathway | <0.001 | <0.001 |
| mmu04145 | Phagosome | <0.001 | <0.001 |
| mmu04210 | Apoptosis | <0.001 | <0.001 |
| mmu04270 | Vascular smooth muscle contraction | <0.001 | <0.001 |
| mmu04370 | VEGF signaling pathway | <0.001 | <0.001 |
| mmu04514 | Cell adhesion molecules (CAMs) | <0.001 | <0.001 |
| mmu04612 | Antigen processing and presentation | <0.001 | <0.001 |
| mmu04620 | Toll-like receptor signaling pathway | <0.001 | <0.001 |
| mmu04621 | NOD-like receptor signaling pathway | <0.001 | <0.001 |
| mmu04623 | Cytosolic DNA-sensing pathway | <0.001 | <0.001 |
| mmu04630 | Jak-STAT signaling pathway | <0.001 | <0.001 |
| mmu04640 | Hematopoietic cell lineage | <0.001 | <0.001 |
| mmu04650 | Natural killer cell mediated cytotoxicity | <0.001 | <0.001 |
| mmu04660 | T cell receptor signaling pathway | <0.001 | <0.001 |
| mmu04662 | B cell receptor signaling pathway | <0.001 | <0.001 |
| mmu04664 | Fc epsilon RI signaling pathway | <0.001 | <0.001 |
Gene sets were obtained from GSEA for intact colon and colon epithelium. The top 20 gene sets are shown.
Gene sets for Il10 mice at 12 weeks of age vs. 6 weeks of age.
| KEGG pathway ID | Pathway name | P value | FDR |
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| mmu00601 | Glycosphingolipid biosynthesis - lacto and neolacto series | <0.001 | <0.001 |
| mmu04012 | ErbBsignaling pathway | <0.001 | <0.001 |
| mmu04060 | Cytokine-cytokine receptor interaction | <0.001 | <0.001 |
| mmu04062 | Chemokine signaling pathway | <0.001 | <0.001 |
| mmu04142 | Lysosome | <0.001 | <0.001 |
| mmu04144 | Endocytosis | <0.001 | <0.001 |
| mmu04145 | Phagosome | <0.001 | <0.001 |
| mmu04210 | Apoptosis | <0.001 | <0.001 |
| mmu04370 | VEGF signaling pathway | <0.001 | <0.001 |
| mmu04514 | Cell adhesion molecules (CAMs) | <0.001 | <0.001 |
| mmu04612 | Antigen processing and presentation | <0.001 | <0.001 |
| mmu04620 | Toll-like receptor signaling pathway | <0.001 | <0.001 |
| mmu04621 | NOD-like receptor signaling pathway | <0.001 | <0.001 |
| mmu04630 | Jak-STAT signaling pathway | <0.001 | <0.001 |
| mmu04640 | Hematopoietic cell lineage | <0.001 | <0.001 |
| mmu04650 | Natural killer cell mediated cytotoxicity | <0.001 | <0.001 |
| mmu04660 | T cell receptor signaling pathway | <0.001 | <0.001 |
| mmu04662 | B cell receptor signaling pathway | <0.001 | <0.001 |
| mmu04664 | Fc epsilon RI signaling pathway | <0.001 | <0.001 |
| mmu04666 | Fc gamma R-mediated phagocytosis | <0.001 | <0.001 |
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| mmu00562 | Inositol phosphate metabolism | <0.001 | <0.001 |
| mmu04060 | Cytokine-cytokine receptor interaction | <0.001 | <0.001 |
| mmu04062 | Chemokine signaling pathway | <0.001 | <0.001 |
| mmu04145 | Phagosome | <0.001 | <0.001 |
| mmu04210 | Apoptosis | <0.001 | <0.001 |
| mmu04514 | Cell adhesion molecules (CAMs) | <0.001 | <0.001 |
| mmu04612 | Antigen processing and presentation | <0.001 | <0.001 |
| mmu04620 | Toll-like receptor signaling pathway | <0.001 | <0.001 |
| mmu04621 | NOD-like receptor signaling pathway | <0.001 | <0.001 |
| mmu04640 | Hematopoietic cell lineage | <0.001 | <0.001 |
| mmu04650 | Natural killer cell mediated cytotoxicity | <0.001 | <0.001 |
| mmu04660 | T cell receptor signaling pathway | <0.001 | <0.001 |
| mmu04662 | B cell receptor signaling pathway | <0.001 | <0.001 |
| mmu04664 | Fc epsilon RI signaling pathway | <0.001 | <0.001 |
| mmu04666 | Fc gamma R-mediated phagocytosis | <0.001 | <0.001 |
| mmu04672 | Intestinal immune network for IgA production | <0.001 | <0.001 |
| mmu04730 | Long-term depression | <0.001 | <0.001 |
| mmu04940 | Type I diabetes mellitus | <0.001 | <0.001 |
| mmu05140 | Leishmaniasis | <0.001 | <0.001 |
| mmu05142 | Chagas disease | <0.001 | <0.001 |
Gene sets were obtained from GSEA for intact colon and colon epithelium. The top 20 gene sets are shown.
Expression of IBD genes in colon and colon epithelium in Il10 mice.
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| IBD-related genes | Intactcolon | Colonepithelium | Intactcolon | Colonepithelium |
| Tumour necrosis factor; | X | X | ||
| Interferon-γ; | X | X | X | X |
| Lymphotoxin β; | X | X | X | X |
| Interleukin-6; | X | X | X | |
| Interleukin-16; | X | X | ||
| Interleukin-18 receptor 1; | X | X | X | |
| Interleukin-22; | X | |||
| Chemokine receptor 2; | X | X | X | X |
| Chemokine receptor 7; | X | X | ||
| Chemokine (C-C motif) ligand 2; | X | X | X | |
| Chemokine (C-C motif) ligand 3; | X | X | X | X |
| Chemokine (C-C motif) ligand 4; | X | X | X | |
| Chemokine (C-C motif) ligand 5; | X | X | X | X |
| Chemokine (C-C motif) ligand 7; | X | X | ||
| Chemokine (C-C motif) ligand 11; | ||||
| Chemokine (C-C motif) ligand 17; | X | X | X | |
| Chemokine (C-C motif) ligand 20; | X | |||
| Chemokine (C-X-C motif) receptor 3; | X | X | X | |
| Chemokine (C-X-C motif) ligand 1; | X | X | X | |
| Chemokine (C-X-C motif) ligand 5; | X | X | X | |
| Chemokine (C-X-C motif) ligand 10; | X | X | ||
| Matrix metalloproteinase 3; | X | X | X | X |
| Matrix metalloproteinase 7; | X | X | X | |
| Matrix metalloproteinase 9; | X | X | X | |
| Matrix metalloproteinase 14; | X | X | X | |
| Tissue inhibitor of metalloproteinase 1; | X | X | X | |
| Regenerating islet-derived 3γ; | X | X | X | |
| Pancreatitis-associated protein; | X | X | X | |
| S-100 calcium binding protein A8: | X | X | X | X |
| S-100 calcium binding protein A9: | X | X | X | X |
| ATP-binding cassette, subfamily B, 1a; | X | X | ||
| Prostaglandin-endoperoxide synthase 2; | X | X | ||
| TOTAL DIFFERENTIALLY EXPRESSED GENES (OUT OF 32) | 29 | 22 | 27 | 11 |
Genes identified as having increased expression levels in colon tissue in CD and/or UC patients with indication of whether they were also differentially expressed in the Il10 mice at 12 week of age vs. C57BL/6J mice at 12 weeks or vs. Il10 mice at 6 weeks of age. An X denotes a gene that is differentially expressed while a blank space indicates that the gene was not significantly differentially expressed in the dataset.