| Literature DB >> 32322884 |
Christopher G Fenton1, Hagar Taman1,2, Jon Florholmen2,3, Sveinung W Sørbye4, Ruth H Paulssen1,2.
Abstract
BACKGROUND: This study addresses whether existing specific transcriptional profiles can improve and support the current status of the definition of ulcerative colitis (UC) remission apart from the existing endoscopic, histologic, and laboratory scoring systems. For that purpose, a well-stratified UC patient population in remission was compared to active UC and control patients and was investigated by applying the next-generation technology RNA-Seq.Entities:
Keywords: molecular signatures; remission; ulcerative colitis
Year: 2021 PMID: 32322884 PMCID: PMC7737162 DOI: 10.1093/ibd/izaa075
Source DB: PubMed Journal: Inflamm Bowel Dis ISSN: 1078-0998 Impact factor: 5.325
Patient Characteristics
| Characteristics | Control Patients (n = 16) | Active UC (n = 14) | UC in Remission (n = 14) |
|---|---|---|---|
| Gender (male/female) | 11/5 | 9/5 | 9/5 |
| Age, y, mean ± SD | 52.9 ± 16.9 | 40.7 ± 13.9 | 46.5 ± 16.0 |
| Clinical score ± SD | 0 | 7.78 ± 1.52 | 0.44 ± 1.01* |
| Endoscopy score mean ± SD | 0 | 1.79 ± 0.43 | 0 |
| Geboes score (total) | n.d. | 6.53 ± 2.93 | 1.07 ± 1.73 |
| TNF-α copies/µg RNA ± SD | 3,663 ± 1,973 | 15,907 ± 9,623 | 4,645 ± 1,830 |
| Calprotectin (mg/kg) mean ± SD | n.d. | 587.5 ± 483.8† | 53.9 ± 41.1 |
| Extension of disease‡ | _ | 2/9/3 | 2/8/4 |
| Medication§ | _ | _ | 14/4/5 |
aAverage score of 9 patients.
†Average calprotectin levels in 11 patients.
‡Proctitis/left-sided colitis/pancolitis.
§5-aminosalicylic acids/steroids/immunosuppressives.
n.d. indicates not determined; TNF-α, tumor necrosis factor-alpha.
FIGURE 1.PCA showing the difference between active UC (red), UC remission (blue), and normal control (green) samples of the top 5,000 most variable transcripts after DESeq2 rlog normalization. Principal component 1 explained 46.9 % of the total variance, and principal component 2 explained 9.8 % of the total variance.
FIGURE 2.Overview of transcriptional profiles found for UC in remission. Assignment of significantly DEGs of normal (green), UC (red), and remission (blue) groups to clusters specific for all possible matching profiles. Transcripts with a minimum fold change difference of 0.5, an adjusted P < 0.05, and a minimum of 30 reads are depicted as # genes. Genes left after pathway enrichment of the different profiles are indicated. The first column is a pictorial representation of profiles. The number of genes found in each profile, the number of enriched reactome pathways, the total number of genes found in enriched reactome pathways, and sample box plots for 3 genes from each profile are shown. Profiles indicated with (*) are considered and discussed in this study.
FIGURE 3.Heatmap of genes found in enriched reactome pathway profiles in an intermediate state in remission with indicated profile patterns. A, Transcripts with significantly higher expression in remission (R; blue) than in normal (N; green) samples, and transcripts with significantly higher expression in UC (red) than in R samples (N < R < UC). B, Transcripts with significantly lower expression in R (blue) than in N (green) samples, and transcripts with significantly lower expression in UC (red) than in R samples (N > R > UC). Only transcripts with an absolute fold change >0.5, an adjusted P <0.05, and a minimum of 30 reads are depicted. Transcripts were normalized from raw count to log2 values by using DESeq2. Fold change and P values were calculated with LIMMA.
Reactome-Enriched Pathways and Genes of Indicated UC Remission Profiles for N, UC, and R
| Pathway | Gene Symbol |
|---|---|
| Enriched pathways for N < R < UC (adjusted | |
| Interleukin-4 and interleukin-13 signaling |
|
| Collagen degradation |
|
| Signaling by interleukins |
|
| Extracellular matrix organization |
|
| Neutrophil degradation |
|
| Amino acid transport across plasma membrane |
|
|
|
|
| Enriched pathways for N > R > UC (adjusted | |
| Glucuronidation |
|
| Biological oxidations |
|
| Solute carrier-mediated transport |
|
| Bile acids and bile salt metabolism |
|
| Abacavir transport and metabolism |
|
| Metallothioneins (binding metals) |
|
| Digestion |
|
| Enriched pathways for N < R > UC (adjusted | |
| O-linked glycosylation; O-linked-glycosylation of mucins |
|
| O-linked glycosylation |
|
| Diseases of glycosylation |
|
| Chondroitin sulfate and dermatan sulfate degradation |
|
| GAP junction trafficking |
|
| EPH-ephrin-mediated repulsion of cells |
|
| Enriched pathways for N > R < UC (adjusted | |
| TLR signaling cascade; MyD88 deficiency ( |
|
| TLR signaling cascade |
|
FIGURE 4.Heatmap of specific genes for UC in remission with indicated profile patterns. A, Transcripts with significantly higher expression in remission (R; blue) than in normal (N; green) and UC (red) samples; N < R > UC. B, Transcripts with significantly lower expression in R (blue) than in N (green) and UC (red) samples; N > R < UC. Transcripts with a minimum fold change difference of 0.5, an adjusted P < 0.05, and a minimum of 30 reads are depicted. Transcripts were normalized from raw count to log2 values by using DESeq2. Fold change and P values were calculated with LIMMA.
FIGURE 5.Estimation of cell fractions in patient samples using the Bioconductor CellMix package and the IRIS marker set as described in “Methods.” The blue dots indicate normal control samples, the red dots indicate active UC samples from a former study,[24] and the green dots indicate UC in remission. The y axis depicts the mean weighted expression of IRIS marker genes within each cell type set.