Metagenomes of the gut microbiota of CD patients that required resection from a Belgian cohort
Download from source ↗Dataset overview
Dysbiosis and relapse-related microbiome in inflammatory bowel disease: A shotgun metagenomic approach.
Abstract
Crohn's disease (CD) and ulcerative colitis (UC), the two main forms of inflammatory bowel disease (IBD), affect several million people worldwide. CD and UC are characterized by periods of clinical remission and relapse. Although IBD patients present chronic alterations of the gut microbiome, called dysbiosis, little attention has been devoted to the relapse-related microbiome. To address this gap, we generated shotgun metagenomic data from the stools of two European cohorts-134 Spanish (followed up for one year) and 49 Belgian (followed up for 6 months) subjects-to characterize the microbial taxonomic and metabolic profiles present. To assess the predictive value of microbiome data, we added the taxonomic profiles generated from a previous study of 130 Americans. Our results revealed that CD was more dysbiotic than UC compared to healthy controls (HC) and that strategies for energy extraction and propionate production were different in CD compared to UC and HC. Remarkably, CD and UC relapses were not associated with alpha- or beta-diversity, or with a dysbiotic score. However, CD relapse was linked to alterations at the species and metabolic pathway levels, including those involved in propionate production. The random forest method using taxonomic profiles allowed the prediction of CD vs. non-CD with an AUC = 0.938, UC vs. HC with an AUC = 0.646, and CD relapse vs. remission with an AUC = 0.769. Our study validates previous taxonomic findings, points to different relapse-related growth and defence mechanisms in CD compared to UC and HC and provides biomarkers to discriminate IBD subtypes and predict disease activity.
doi:10.1016/j.csbj.2021.11.037 ↗ PMID 34938418 ↗ PMC8665270 ↗
Study facts
- Organism
- —
- Platform
- Illumina HiSeq
- Age group
- —
- Disease groups
- Crohn's disease
- Anatomical sites
- —
Data availability
Specific data assets have not been resolved from the source yet — see the source repository below for the full file listing.
Strengths & limitations for reuse
Strengths
- Participant counts are documented
- Sample counts are documented
Limitations
- Not documented: raw reads are advertised
- Not documented: feature/otu tables are advertised
- Not documented: taxonomic tables 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.paired_end |
True |
The sequencing process provided an average of 95 million paired-end sequence reads per sample. Section |
assay.platform |
Illumina HiSeq |
the Illumina HiSeq sequencing platform Section |
assay.sequencing_type |
shotgun_metagenomics |
were processed for DNA shotgun sequencing Section |
Cohort
| Field | Value | Evidence |
|---|---|---|
cohort.crohns_disease_participants |
49 |
The Belgian cohort consisted of CD patients (n = 49) Section |
cohort.disease_activity_metadata_available |
True |
CD patients who underwent POR (n = 21) ... compared to those who remained in remission (n = 28) Section |
cohort.study_design |
longitudinal |
A total of 98 faecal samples were provided before surgery and at month 6 post-surgery Section |
cohort.total_participants |
49 |
The Belgian cohort consisted of CD patients (n = 49) Section |
cohort.treatment_response_metadata_available |
True |
Patients’ characteristics can be found in Supplementary Table 2. These patients were at risk of developing POR, which was defined by a Rutgeerts score ≥ i2b. Section |
Data_Assets
| Field | Value | Evidence |
|---|---|---|
data_assets.pipeline_or_tool_versions |
True |
The KneadData v0.7.4 pipeline was used to pre-process and decontaminate the sequence reads. Section |
data_assets.qc_or_negative_controls_reported |
True |
The KneadData v0.7.4 pipeline was used to pre-process and decontaminate the sequence reads. Section |
Specimens
| Field | Value | Evidence |
|---|---|---|
specimens.longitudinal_sampling |
True |
A total of 98 faecal samples were provided before surgery and at month 6 post-surgery Section |
specimens.number_of_samples |
98 |
A total of 98 faecal samples were provided before surgery and at month 6 post-surgery and were processed for DNA shotgun sequencing. Section |
specimens.sample_type |
stool |
A total of 98 faecal samples were provided before surgery and at month 6 post-surgery Section |