Single-Cell Analyses of Colon and Blood Reveal Distinct Immune Cell Signatures of Ulcerative Colitis and Crohn’s Disease
Download from source ↗Dataset overview
Single-Cell Analyses of Colon and Blood Reveal Distinct Immune Cell Signatures of Ulcerative Colitis and Crohn's Disease.
Abstract
<h4>Background & aims</h4>Studies are needed to determine the mechanisms of mucosal dysregulation in patients with inflammatory bowel diseases (IBDs) and differences in inflammatory responses of patients with ulcerative colitis (UC) vs Crohn's disease (CD). We used mass cytometry (CyTOF) to characterize and compare immune cell populations in the mucosa and blood from patients with IBD and without IBD (controls) at single-cell resolution.<h4>Methods</h4>We performed CyTOF analysis of colonic mucosa samples (n = 87) and peripheral blood mononuclear cells (n = 85) from patients with active or inactive UC or CD and controls. We also performed single-cell RNA sequencing, flow cytometry, and RNA in situ hybridization analyses to validate key findings. We used random forest modeling to identify differences in signatures across subject groups.<h4>Results</h4>Compared with controls, colonic mucosa samples from patients with IBD had increased abundances of HLA-DR+CD38+ T cells, including T-regulatory cells that produce inflammatory cytokines; CXCR3+ plasmablasts; and IL1B+ macrophages and monocytes. Colonic mucosa samples from patients with UC were characterized by expansion of IL17A+ CD161+ effector memory T cells and IL17A+ T-regulatory cells; expansion of HLA-DR+CD56+ granulocytes; and reductions in type 3 innate lymphoid cells. Mucosal samples from patients with active CD were characterized by IL1B+HLA-DR+CD38+ T cells, IL1B+TNF+IFNG<sup>+</sup> naïve B cells, IL1B+ dendritic cells (DCs), and IL1B+ plasmacytoid DCs. Peripheral blood mononuclear cells from patients with active CD differed from those of active UC in that the peripheral blood mononuclear cells from patients with CD had increased IL1B+ T-regulatory cells, IL1B+ DCs and IL1B+ plasmacytoid DCs, IL1B+ monocytes, and fewer group 1 innate lymphoid cells. Random forest modeling differentiated active UC from active CD in colonic mucosa and blood samples; top discriminating features included many of the cellular populations identified above.<h4>Conclusions</h4>We used single-cell technologies to identify immune cell populations specific to mucosa and blood samples from patients with active or inactive CD and UC and controls. This information might be used to develop therapies that target specific cell populations in patients with different types of IBD.
doi:10.1053/j.gastro.2020.04.074 ↗ PMID 32428507 ↗ PMC8166295 ↗
Study facts
- Organism
- Homo sapiens
- Platform
- Illumina NextSeq 500
- Age group
- —
- Disease groups
- —
- Anatomical sites
- colon, colonic lamina propria
Data availability
- Processed matrix
File types
CSVTXT
Files and samples
- filelist.txt ↗
- GSE150115_Processed_Data_Matrix.csv.gz ↗
- GSE150115_RAW.tar ↗
- GSM4523789_reads.Snap1LAM_B_S2_R1_001.fastq_bq10_star_corrected.umi.dge.txt.gz ↗
- GSM4523790_reads.Snap2LAM_B_S2_R1_001.fastq_bq10_star_corrected.umi.dge_1_.txt.gz ↗
- GSM4523791_reads.Snap3LAM_B_S4_R1_001.fastq_bq10_star_corrected.umi.dge.txt.gz ↗
- GSM4523792_reads.Snap4_LAM_B_S2_R1_001.fastq_bq10_star_corrected.umi.dge.txt.gz ↗
- GSM4523793_reads.Snap5_LAM_B_S3_R1_001.fastq_bq10_star_corrected.umi.dge.txt.gz ↗
- index.html ↗
- Colonic lamina propria5
| Accession | Sample | Tissue | Molecule |
|---|---|---|---|
GSM4523789 |
UC.ACTIVE_62_LP [SNAP1] | Colonic lamina propria | total RNA |
GSM4523790 |
UC.ACTIVE_46_LP [SNAP2] | Colonic lamina propria | total RNA |
GSM4523791 |
UC.ACTIVE_70_LP [SNAP3] | Colonic lamina propria | total RNA |
GSM4523792 |
UC.ACTIVE_97_LP [SNAP4] | Colonic lamina propria | total RNA |
GSM4523793 |
UC.ACTIVE_92_LP [SNAP5] | Colonic lamina propria | total RNA |
Strengths & limitations for reuse
Strengths
- Processed matrices are advertised
- Participant counts are documented
Limitations
- Not documented: raw counts are advertised
- Not documented: cell metadata are advertised
Extraction evidence & provenance
Each extracted field is shown with the source excerpt and location used to resolve it.
Assay
| Field | Value | Evidence |
|---|---|---|
assay.assay_type |
scRNA-seq |
scRNA-seq was performed on the lamina propria fraction Section |
assay.library_chemistry |
Seq-Well S3 |
separate Seq-Well arrays ... improved protocol for library preparation based on second-strand synthesis for cDNA (S3) Section |
assay.platform |
Illumina NextSeq 500 |
Illumina NextSeq 500 Section |
assay.reference_genome |
Hg19 |
Genome_build: Hg19 Section |
assay.sequencing_type |
scrna_seq |
This scRNA-seq dataset Section |
Cohort
| Field | Value | Evidence |
|---|---|---|
cohort.disease_activity_metadata_available |
True |
five human subjects with active ulcerative colitis Section |
cohort.total_participants |
5 |
This scRNA-seq dataset of five human subjects with ulcerative colitis Section |
cohort.ulcerative_colitis_participants |
5 |
This scRNA-seq dataset of five human subjects with ulcerative colitis Section |
Data_Assets
| Field | Value | Evidence |
|---|---|---|
data_assets.open_access |
True |
Public on May 09 2020 Section |
data_assets.processed_matrix |
True |
GSE150115_Processed_Data_Matrix.csv.gz Section |
data_assets.raw_reads |
False |
Please note that raw data are not provided as they are derived from human subjects. Section |
Processing
| Field | Value | Evidence |
|---|---|---|
processing.normalization_method |
Seurat log-normalization (natural log +1) |
then log-normalized (natural log +1) as per Seurat v3.1 implementation Section |
processing.quality_control_reported |
True |
only those cells with at least 200 and no more than 2500 features (genes), and no more than 15% mitochondrial-specific genes, were included Section |
Specimens
| Field | Value | Evidence |
|---|---|---|
specimens.anatomical_sites |
['colon', 'colonic lamina propria'] |
scRNA-seq was performed on the lamina propria fraction of colonic intestinal tissue Section |
specimens.inflamed_status_available |
True |
active ulcerative colitis Section |
specimens.specimen_type |
biopsy |
Cryopreserved mucosal samples (2-3 biopsies/sample, or equivalently-sized pieces of resected surgical tissue Section |