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Updated: Sep 25, 2026

Measurements of Physiological Stress Responses in C. Elegans
Published on: May 21, 2020
Metabolic profiling of Escherichia coli under deuterium oxide-induced stress
Sahand Shams1, Ivayla Roberts1, Ahmed Nusaim Satheek Rehuman1
1Department of Biochemistry, Cell and Systems Biology, Centre for Metabolomics Research, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, UK.
Introduction:
Some bacteria tolerate deuterium oxide (D2O) and are able to grow efficiently, while others have slower growth phenotypes. Thus, for some bacteria D2O perturbs hydrogen-dependent enzymatic processes through kinetic isotope effects, yet the resulting metabolic adaptations in bacteria are not fully understood. In particular, the biochemical factors underlying strain-specific tolerance to D2O remain unclear.
Objectives:
This study aimed to characterise the global metabolic responses of D2O-susceptible and D2O-tolerant Escherichia coli isolates, and to identify pathways and metabolites associated with isotopic stress tolerance.
Methods:
Five uropathogenic E. coli isolates and the reference strain E. coli K-12 MG1655, were grown in minimal medium supplemented with glucose and casamino acids containing 0%, 40%, and 80% D2O. Growth profiles were monitored, and intracellular metabolites were extracted at strain- and condition-specific time points corresponding approximately to the midpoint of the maximum observed OD₆₀₀ . Untargeted LC-MS analysis was performed in both positive (ESI+) and negative (ESI-) ionisation modes, and data were processed using established metabolomics workflows. Statistical analyses included PCA, PC-DFA, two-way ANOVA (FDR < 0.05), fold-change assessment, and pathway enrichment analysis.
Results:
Growth profiling showed strain-dependent and progressively greater inhibition with increasing D2O concentration, with stronger effects in the susceptible isolates. Metabolomic analysis identified 44 significantly altered metabolites across nine metabolic pathways, including central carbon metabolism, amino acid degradation, nucleotide metabolism, and redox processes. Susceptible strains showed pronounced changes in metabolites associated with glutathione and polyamine metabolism, nicotinate and nicotinamide metabolism, nucleotide metabolism and central-carbon-associated processes. In contrast, tolerant strains generally showed more moderate abundance changes in several of these metabolite groups. Additional responses in susceptible isolates included changes in amino acid-, dipeptide- and polyamine-associated metabolites, whereas tolerant isolates generally showed more moderate responses.
Conclusions:
D2O exposure was associated with significant abundance changes in metabolites involved in central carbon-associated, amino acid, nucleotide, nicotinate and nicotinamide, glutathione and polyamine metabolism in E. coli. The metabolic trajectories of susceptible versus tolerant isolates diverge significantly, revealing strain-specific adaptive strategies. These findings provide a biochemical basis for isotopic stress tolerance and enhance our understanding of how bacteria remodel metabolism under heavy-water exposure.
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