Evidence map›Paper›PMID 42674011›Full record

ArticleAnalytical chemistry2026

A Robust Isotope Ratio LC-MS/MS Workflow for High-Throughput Metabolic Profiling of Bacteria.

Catarina Rocha, Sergi Pujol Pinto, Sheila Ingemann Jensen, Lars Keld Nielsen, Stefano Donati

Abstract read
In one paragraph

Article in Analytical chemistry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Catarina RochaThe Novo Nordisk Foundation Biotechnology Research Institute for the Green Transition, Technical University of Denmark, Kongens Lyngby2800, Denmark.
Sergi Pujol PintoThe Novo Nordisk Foundation Biotechnology Research Institute for the Green Transition, Technical University of Denmark, Kongens Lyngby2800, Denmark.
Sheila Ingemann JensenThe Novo Nordisk Foundation Biotechnology Research Institute for the Green Transition, Technical University of Denmark, Kongens Lyngby2800, Denmark.ORCID 0000-0001-8277-5907
Lars Keld NielsenThe Novo Nordisk Foundation Biotechnology Research Institute for the Green Transition, Technical University of Denmark, Kongens Lyngby2800, Denmark.ORCID 0000-0001-8191-3511
Stefano DonatiThe Novo Nordisk Foundation Biotechnology Research Institute for the Green Transition, Technical University of Denmark, Kongens Lyngby2800, Denmark.ORCID 0000-0001-9946-0346

Funding

Novo Nordisk Fonden NNF14OC0009473Novo Nordisk Fonden NNF20CC0035580
6 · The paper itself

Abstract

Stable isotope dilution mass spectrometry (IDMS) has become a cornerstone of quantitative metabolomics, enabling accurate intracellular metabolite quantification across a range of biological systems. However, the broader adoption of IDMS in high-throughput studies remains limited by the high costs of commercially available 13C-labeled internal standards (ISs), labor-intensive in-house IS production, and the narrow applicability of existing methods to different organisms. Here, we present a robust and scalable IDMS-based LC-MS/MS workflow for the high-throughput profiling of primary metabolism in diverse bacteria. The analytical method couples ion-pairing liquid chromatography with multiple reaction monitoring (MRM) to quantify 96 intracellular metabolites in under 16 min, with an average RSD of 21%. We developed a protocol for large-scale production of high-quality 13C-labeled IS, considerably lowering the costs and labor necessary to perform high-throughput IDMS studies. We then demonstrated the applicability of the same workflow by performing relative quantification of 5 diverse bacterial species in different cultivation conditions. This work provides a versatile platform for microbial metabolomics, supporting systems biology and data-driven metabolic engineering at scale.

Indexed as

BacteriaHigh-Throughput Screening AssaysMetabolomicsTandem Mass SpectrometryCarbon IsotopesChromatography, LiquidIsotope LabelingLiquid Chromatography-Mass SpectrometryWorkflowCarbon-13Carbon Isotopes

Identifiers

PMID42674011
PMCPMC13523546

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.