Paediatric Human Gut (4-14y)
Download from source ↗Dataset overview
Single-Cell Sequencing of Developing Human Gut Reveals Transcriptional Links to Childhood Crohn's Disease.
Abstract
Human gut development requires the orchestrated interaction of differentiating cell types. Here, we generate an in-depth single-cell map of the developing human intestine at 6-10 weeks post-conception. Our analysis reveals the transcriptional profile of cycling epithelial precursor cells; distinct from LGR5-expressing cells. We propose that these cells may contribute to differentiated cell subsets via the generation of LGR5-expressing stem cells and receive signals from surrounding mesenchymal cells. Furthermore, we draw parallels between the transcriptomes of ex vivo tissues and in vitro fetal organoids, revealing the maturation of organoid cultures in a dish. Lastly, we compare scRNA-seq profiles from pediatric Crohn's disease epithelium alongside matched healthy controls to reveal disease-associated changes in the epithelial composition. Contrasting these with the fetal profiles reveals the re-activation of fetal transcription factors in Crohn's disease. Our study provides a resource available at www.gutcellatlas.org, and underscores the importance of unraveling fetal development in understanding disease.
doi:10.1016/j.devcel.2020.11.010 ↗ PMID 33290721 ↗ PMC7762816 ↗
Study facts
- Organism
- Homo sapiens
- Platform
- 10x Genomics Chromium
- Age group
- paediatric
- Disease groups
- —
- Anatomical sites
- ileal mucosa
Data availability
- Processed matrix
- Analysis code
File types
H5AD
Files and samples
Strengths & limitations for reuse
Strengths
- Raw reads are advertised
- Processed matrices are advertised
- Cell metadata are advertised
- Analysis code is available
- Participant mapping is available
- Participant counts are documented
Limitations
- Not documented: raw counts 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 |
10x 3' v2 from source |
assay=10x 3' v2 Section |
assay.library_chemistry |
10x Genomics Single Cell 3′ v2 |
Chromium Single Cell 3’ Library & Gel Bead Kit v2 Section |
assay.platform |
10x Genomics Chromium |
loaded onto a separate channel of a Chromium 10x Genomics single cell 3’v2 library chip Section |
assay.reference_genome |
GRCh38-1.2.0 |
aligned to the GRCh38-1.2.0 human reference transcriptome Section |
assay.sequencing_type |
scrna_seq from source |
sequencing_type=scrna_seq Section |
Cohort
| Field | Value | Evidence |
|---|---|---|
cohort.age_group |
paediatric from source |
Paediatric Human Gut (4-14y) Section |
cohort.crohns_disease_participants |
7 |
we performed scRNA-seq terminal ileum biopsies obtained from children newly diagnosed with CD (n = 7). Section |
cohort.non_ibd_controls |
8 |
mucosal biopsies from the small bowel of healthy children aged between 4 and 12 years ... (n = 8) Section |
cohort.total_participants |
15 computed |
healthy children aged between 4 and 12 years (n = 8) ... children newly diagnosed with CD (n = 7) Section |
Data_Assets
| Field | Value | Evidence |
|---|---|---|
data_assets.analysis_code |
True |
The code generated during this study will be available at Github https://github.com/Raselel/DevCell_GutAtlas/ Section |
data_assets.cell_metadata |
True from source |
CELLxGENE dataset exposes cell metadata Section |
data_assets.open_access |
True from source |
public CELLxGENE dataset Section |
data_assets.processed_matrix |
True from source |
CELLxGENE dataset exposes H5AD Section |
data_assets.raw_reads |
True |
The accession number for the raw sequencing data reported in this paper is E-MTAB-8901 Section |
Processing
| Field | Value | Evidence |
|---|---|---|
processing.batch_correction_reported |
True |
we used batch balanced k nearest neighbour (BBKNN) method Section |
processing.cell_type_annotation_method |
literature marker genes combined with differentially expressed genes |
Clusters were annotated using markers genes found in the literature in combination with differentially expressed genes Section |
processing.doublet_detection_reported |
True |
All 10x runs were processed using Scrublet doublet detection pipeline Section |
processing.normalization_method |
total UMI per cell normalization followed by log transformation |
we normalised expression values for total UMIs per cell and log transformed the counts Section |
processing.quality_control_reported |
True |
11,302 pediatric terminal ileal (n = 8) cells passed quality control and doublet exclusion criteria Section |
Specimens
| Field | Value | Evidence |
|---|---|---|
specimens.anatomical_sites |
['ileal mucosa'] from source |
tissues=ileal mucosa Section |
specimens.number_of_cells |
22502 from source |
cell_count=22502 Section |
specimens.number_of_samples |
15 |
15 gene expression matrices of healthy and CD paediatric biopsy samples were merged Section |
specimens.participant_to_sample_mapping_available |
True from source |
"donor_id": ["T017", "T019", "T024", "T036", "T44", "T057", "T110POS", "T160", "T161", "T176", "T182", "T189", "T197", "T203", "T202"] Section |
specimens.specimen_type |
biopsy |
Human intestinal mucosal biopsies were obtained from patients undergoing colonoscopy Section |