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Integrated analysis of the faecal metagenome and serum metabolome reveals the role of gut microbiome-associated metabolites in the detection of colorectal cancer and adenoma
- Source :
- Gut. 71:1315-1325
- Publication Year :
- 2021
- Publisher :
- BMJ, 2021.
-
Abstract
- ObjectiveTo profile gut microbiome-associated metabolites in serum and investigate whether these metabolites could distinguish individuals with colorectal cancer (CRC) or adenoma from normal healthy individuals.DesignIntegrated analysis of untargeted serum metabolomics by liquid chromatography-mass spectrometry and metagenome sequencing of paired faecal samples was applied to identify gut microbiome-associated metabolites with significantly altered abundance in patients with CRC and adenoma. The ability of these metabolites to discriminate between CRC and colorectal adenoma was tested by targeted metabolomic analysis. A model based on gut microbiome-associated metabolites was established and evaluated in an independent validation cohort.ResultsIn total, 885 serum metabolites were significantly altered in both CRC and adenoma, including eight gut microbiome-associated serum metabolites (GMSM panel) that were reproducibly detected by both targeted and untargeted metabolomics analysis and accurately discriminated CRC and adenoma from normal samples. A GMSM panel-based model to predict CRC and colorectal adenoma yielded an area under the curve (AUC) of 0.98 (95% CI 0.94 to 1.00) in the modelling cohort and an AUC of 0.92 (83.5% sensitivity, 84.9% specificity) in the validation cohort. The GMSM model was significantly superior to the clinical marker carcinoembryonic antigen among samples within the validation cohort (AUC 0.92 vs 0.72) and also showed promising diagnostic accuracy for adenomas (AUC=0.84) and early-stage CRC (AUC=0.93).ConclusionGut microbiome reprogramming in patients with CRC is associated with alterations of the serum metabolome, and GMSMs have potential applications for CRC and adenoma detection.
- Subjects :
- Adenoma
medicine.medical_specialty
Colorectal cancer
Colorectal adenoma
Gastroenterology
Carcinoembryonic antigen
Metabolomics
Internal medicine
Biomarkers, Tumor
medicine
Metabolome
Humans
biology
business.industry
Area under the curve
medicine.disease
digestive system diseases
Gastrointestinal Microbiome
Cohort
biology.protein
Metagenome
Colorectal Neoplasms
business
Subjects
Details
- ISSN :
- 14683288 and 00175749
- Volume :
- 71
- Database :
- OpenAIRE
- Journal :
- Gut
- Accession number :
- edsair.doi.dedup.....fd7db6221f3ce528ad9bf4970a9d8373