| Literature DB >> 34680872 |
Daša Jevšinek Skok1,2, Nina Hauptman1, Miha Jerala1, Nina Zidar1.
Abstract
Ulcerative colitis (UC) and Crohn's disease (CD) are characterized by an imbalance between pro-inflammatory and anti-inflammatory cytokines, interfering with the resolution of inflammation. Due to the crucial role of cytokines, new insights into their profiles in UC and CD would help to improve our understanding of pathogenesis and enable the development of new treatment modalities. We provide an expression profile of cytokines in UC and CD, using bioinformatics approach, and experimental validation of expression of the selected genes. We retrieved data and analyzed the cytokine gene expression profiles of UC and CD. From ten genes with inverse expression, common to CD and UC, BMP8B, LEFTY1 and INSL5 were selected for gene expression experimental validation. Experimentally, BMP8B and INSL5 were down-regulated in both CD and UC but followed the bioinformatics trend. The expression of genes LEFTY1 and BMP8B was statistically significant when comparing UC and CD in colon and the expression of gene LEFTY1 showed statistical significance when CD in ileum and colon were compared. Using the bioinformatics approach and experimental validation, we found differences in expression profiles between UC and CD for INSL5, LEFTY1 and BMP8B. These three promising candidate genes need to be further explored at different levels, such as DNA methylation and protein expression, to provide more evidence on their potential diagnostic role in CD and UC.Entities:
Keywords: Crohn’s disease; bioinformatics approach; experimental validation; expression; inflammatory bowel disease; inflammatory cytokines; ulcerative colitis
Mesh:
Substances:
Year: 2021 PMID: 34680872 PMCID: PMC8535226 DOI: 10.3390/genes12101477
Source DB: PubMed Journal: Genes (Basel) ISSN: 2073-4425 Impact factor: 4.096
Number of samples used in bioinformatics analysis. UC, ulcerative colitis; CD, Crohn’s disease; NA, not applicable.
| GEO Project | Samples | Normal | UC | CD | Platform |
|---|---|---|---|---|---|
| GSE13367 | 17 | 9 | 8 | NA | Affymetrix Huma Genome U133 Plus 2.0 Array |
| GSE48958 | 15 | 8 | 7 | NA | Affymetrix Human Gene 1.0 ST Array |
| GSE53306 | 28 | 12 | 16 | NA | Illumina HumanHT-12 WG-DASL V4.0 R2 |
| GSE65114 | 28 | 12 | 16 | NA | Affymetrix Human Gene 2.0 ST Array |
| GSE24287 | 72 | 25 | NA | 47 | Agilent Whole Human Genome Microarray 4x44K G4112F |
| GSE66207 | 33 | 13 | NA | 20 | Illumina HiSeq 2500 |
| GSE100833 | 327 | 168 | NA | 159 | Affymetrix HT HG-U133+ PM Array Plate |
Clinical characteristics of patients. n, number of samples; F, female; M, male.
| n | F/M | Average Age | |
|---|---|---|---|
| Crohn’s disease | 27 | 14/13 | 42 ± 19 |
|
Colon | 13 | 8/5 | 43 ± 19 |
|
Ileum | 14 | 6/8 | 42 ± 19 |
| Ulcerative colitis | |||
|
Colon | 15 | 9/6 | 49 ± 17 |
| Normal mucosa | 22 | 17/5 | 44 ± 22 |
|
Colon | 10 | 8/2 | 44 ± 24 |
|
Ileum | 12 | 9/3 | 44 ± 22 |
TaqMan Gene Expression Assays used in experiment. bp, base pairs.
| Gene | Assay ID | Product (bp) |
|---|---|---|
|
| Hs99999907_m1 | 75 |
|
| Hs00183533_m1 | 71 |
|
| Hs01629120_s1 | 105 |
|
| Hs00193884_m1 | 119 |
|
| Hs04235412_sH | 109 |
Figure 1Differential expression profile of ulcerative colitis (triangles) and Crohn’s disease (circles). Green background, up-regulated cytokines; red background, down-regulated cytokines; green axes, logFC between 0.5 and 5; red axes, logFC between −0.5 and −4.
Differentially expressed genes with inverse regulation in ulcerative colitis and Crohn’s disease. CD, Crohn’s disease; UC, ulcerative colitis; logFC, logarithm of fold change.
| Gene | CD | UC | Difference | ||
|---|---|---|---|---|---|
| logFC | logFC | logFC | |||
|
| −1.26 | 0.015 | 3.22 | <0.001 | 4.48 |
|
| −1.23 | 0.003 | 2.77 | <0.001 | 4.00 |
|
| 2.35 | 0.002 | −0.72 | 0.002 | 3.07 |
|
| 2.08 | 0.012 | −0.81 | 0.003 | 2.89 |
|
| −1.38 | 0.043 | 0.92 | 0.001 | 2.30 |
|
| 0.83 | 0.005 | −0.77 | 0.013 | 1.60 |
|
| −0.66 | 0.010 | 0.90 | 0.003 | 1.56 |
|
| −0.66 | 0.022 | 0.82 | <0.001 | 1.48 |
|
| −0.62 | 0.047 | 0.81 | 0.004 | 1.43 |
|
| 0.57 | 0.017 | −0.79 | 0.007 | 1.36 |
The union of functional enrichment analysis of cytokines differentially expressed in ulcerative colitis and Crohn’s disease. UC, ulcerative colitis; CD, Crohn’s disease; NA, not applicable; *, number of significant categories.
| Category | Number of Available Categories | UC * | CD * | Union * |
|---|---|---|---|---|
| Gene ontology (GO) | ||||
| Biological processes | 6168 | 1322 | 100 | 1323 |
| Cellular component | 758 | 4 | NA | 4 |
| Molecular functions | 1550 | 41 | 14 | 41 |
| Pathway analysis | ||||
| BioCarta pathways | 310 | 22 | NA | 22 |
| KEGG pathways | 280 | 61 | 6 | 61 |
| Reactome pathways | 1300 | 47 | 2 | 47 |
| Phenotype | ||||
| NIA-Phenotypes | 704 | 129 | NA | 129 |
Figure 2Genes mapping to KEGG pathway for TGF-β signaling pathway (hsa04350) [5] with included LEFTY1 and BMP8B genes (red labels).
Figure 3Protein-protein interaction network with proteins coded by DEGs in ulcerative colitis and/or Crohn’s disease.
Figure 4Expression of BMP8B, LEFTY1 and INSL5 of (a) Crohn’s disease compared to normal (blue), ulcerative colitis compared to normal (green) and ulcerative colitis compared to Crohn’s disease (yellow), (b) Crohn’s disease in colon compared to normal colon (violet), ulcerative colitis in colon compared to normal colon (light blue) and Crohn’s disease in ileum compared to normal ileum (gray), (c) ulcerative colitis in colon compared to Crohn’s disease in colon (orange), Crohn’s disease in ileum compared to Crohn’s disease in colon (red); lines represent error; *** p < 0.001, * p < 0.05; CD, Crohn’s disease; UC, ulcerative colitis; N, normal mucosa; CDC, Crohn’s disease in colon; UC, ulcerative colitis in colon; NC, normal colon mucosa; CDI, Crohn’s disease in ileum; NI, normal ileum mucosa.