Universal, untargeted detection of bacteria in tissues using metabolomics workflows

W Wei Chen M Min Qiu (Human Phenome Institute, Fudan University) P Petra Paizs M Miriam Sadowski T Toma Ramonaite L Lieby Zborovsky R Raquel Mejias-Luque K Klaus-Peter Janssen J James Kinross R Robert D. Goldin M Monica Rebec M Manuel Liebeke Z Zoltan Takats (Department of Metabolism, Digestion and Reproduction, Faculty of Medicine, Imperial College London) J James S. McKenzie N Nicole Strittmatter

Abstract

Abstract Fast and reliable identification of bacteria directly in clinical samples is a critical factor in clinical microbiological diagnostics. Current approaches require time-consuming bacterial isolation and enrichment procedures, delaying stratified treatment. Here, we describe a biomarker-based strategy that utilises bacterial small molecular metabolites and lipids for direct detection of bacteria in complex samples using mass spectrometry (MS). A spectral metabolic library of 233 bacterial species is mined for markers showing specificity at different phylogenetic levels. Using a univariate statistical analysis method, we determine 359 so-called taxon-specific markers (TSMs). We apply these TSMs to the in situ detection of bacteria using healthy and cancerous gastrointestinal tissues as well as faecal samples. To demonstrate the MS method-agnostic nature, samples are analysed using spatial metabolomics and traditional bulk-based metabolomics approaches. In this work, TSMs are found in >90% of samples, suggesting the general applicability of this workflow to detect bacterial presence with standard MS-based analytical methods.

Article Details

Volume / Issue Vol. 16, Issue 1
Published January 02, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (15)

W

Wei Chen

M

Min Qiu

Human Phenome Institute, Fudan University

P

Petra Paizs

M

Miriam Sadowski

T

Toma Ramonaite

L

Lieby Zborovsky

R

Raquel Mejias-Luque

K

Klaus-Peter Janssen

J

James Kinross

R

Robert D. Goldin

M

Monica Rebec

M

Manuel Liebeke

Z

Zoltan Takats

Department of Metabolism, Digestion and Reproduction, Faculty of Medicine, Imperial College London

J

James S. McKenzie

N

Nicole Strittmatter