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Updated: Jun 15, 2026

An Integrated Workflow of Identification and Quantification on FDR Control-Based Untargeted Metabolome
Published on: September 20, 2022
Universal, untargeted detection of bacteria in tissues using metabolomics workflows
Wei Chen1, Min Qiu1, Petra Paizs2
1Department of Bioscience, School of Natural Sciences, Technical University of Munich, Garching, Germany.
This study introduces a novel biomarker strategy for rapid bacterial identification directly from clinical samples. The method uses mass spectrometry to detect specific metabolites, significantly speeding up diagnostics and enabling timely patient treatment.
Area of Science:
- Microbiology
- Analytical Chemistry
- Biomarker Discovery
Background:
- Current bacterial identification methods in clinical diagnostics are time-consuming, involving lengthy isolation and enrichment steps.
- This delay in diagnosis can postpone crucial stratified patient treatment.
- There is a critical need for faster, more direct methods for bacterial detection in complex biological samples.
Purpose of the Study:
- To develop and validate a biomarker-based strategy for the direct detection of bacteria in clinical samples.
- To utilize bacterial small molecular metabolites and lipids as specific markers for identification.
- To demonstrate the applicability of this method across different mass spectrometry techniques.
Main Methods:
- A spectral metabolic library encompassing 233 bacterial species was curated.
- Taxon-specific markers (TSMs) were identified using univariate statistical analysis.
- The TSMs were applied for in situ bacterial detection in gastrointestinal tissues and faecal samples using spatial and bulk metabolomics.
Main Results:
- 359 taxon-specific markers (TSMs) were identified, demonstrating specificity across phylogenetic levels.
- The TSM-based approach was successfully applied to detect bacteria in healthy and cancerous gastrointestinal tissues and faecal samples.
- The method showed high applicability (>90% of samples detected) across different mass spectrometry analytical approaches.
Conclusions:
- A novel biomarker-based strategy enables direct and rapid bacterial detection in complex clinical samples.
- The identified taxon-specific markers (TSMs) are broadly applicable across various mass spectrometry techniques.
- This approach has the potential to significantly accelerate clinical microbiological diagnostics and improve patient care.
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