Evidence map›Paper›PMID 33707411›Full record

Trial reportCell death & disease2021

Metabolomic analyses of COVID-19 patients unravel stage-dependent and prognostic biomarkers.

François-Xavier Danlos, Claudia Grajeda-Iglesias, Sylvère Durand, Allan Sauvat, Mathilde Roumier, Delphine Cantin, Emeline Colomba, Julien Rohmer, Fanny Pommeret, Giulia Baciarello and 30 more

Erratum issuedOpen access · goldAbstract readClinical TrialComparative StudyMulticenter Study
In one paragraph

Trial report in Cell death & disease, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 123 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
123citing papers in PubMed, 4 pooled it
9.8field-weighted citation impact, top 1% of its field
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

123 citing papers in PubMed, 4 syntheses or guidelines pooled it, 165 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Pooled it
  5. Trial
  6. Article
  7. Host metabolic responses to SARS-CoV-2 and influenza viruses: parallels and contrasts.Metabolomics : Official journal of the Metabolomic Society · 2026
    Review
  8. Article
  9. Article
  10. Article
  11. Microbiome-Metabolome Crosstalk as a Driver of COVID-19 Severity.Medical sciences (Basel, Switzerland) · 2026
    Article
  12. Article
  13. Article
  14. Observational
  15. Article
  16. Review
  17. Article
  18. Article
  19. Metabolic signature of COVID-19 progression: potential prognostic markers for severity and outcome.Metabolomics : Official journal of the Metabolomic Society · 2025
    Article
  20. Article

63 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

40 authors at 11 institutions in 4 countries.

François-Xavier Danlos *INSERM U1015, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Claudia Grajeda-Iglesias *Metabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Sylvère DurandMetabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Allan SauvatMetabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Mathilde RoumierService de Médecine Interne, Hôpital Foch, 92150, Suresnes, France.
Delphine CantinService d'Accueil des Urgences, AP-HP, Hôpital Hôtel-Dieu, 75004, Paris, France.
Emeline ColombaDépartement d'Oncologie Médicale, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Julien RohmerService de Médecine Interne, Hôpital Foch, 92150, Suresnes, France.
Fanny PommeretDépartement d'Oncologie Médicale, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Giulia BaciarelloDépartement d'Oncologie Médicale, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Christophe WillekensDépartement d'Hématologie, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Marc VasseService de biologie clinique, Hôpital Foch, 92150, Suresnes, France.
Frank GriscelliService de virologie, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Jean-Eudes FahrnerINSERM U1015, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Anne-Gaëlle GoubetINSERM U1015, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Agathe DubuissonINSERM U1015, Gustave Roussy Cancer Campus, 94800, Villejuif, France.ORCID http://orcid.org/0000-0002-7526-0769
Lisa DerosaINSERM U1015, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Nitharsshini NirmalathasanMetabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Delphine BredelINSERM U1015, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Séverine MouraudINSERM U1015, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Caroline PradonDépartement de Biologie Médicale, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Annabelle StoclinDépartement de Réanimation, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Flore RozenbergService de Virologie, AP-HP. Centre-Université de Paris, Hôpital Cochin, Paris, France.
Jérôme DucheminService d'Hématologie Biologique, AP-HP, Centre-Université de Paris, Hôpital Cochin, 75014, Paris, France.
Georges JourdiService d'Hématologie Biologique, AP-HP, Centre-Université de Paris, Hôpital Cochin, 75014, Paris, France.
Syrine EllouzeService d'Hématologie Biologique, AP-HP, Centre-Université de Paris, Hôpital Cochin, 75014, Paris, France.
Françoise LevavasseurUniversité de Paris, Institut Cochin, CNRS UMR8104, INSERM U1016, 75006, Paris, France.
Laurence AlbigèsDépartement d'Oncologie Médicale, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Jean-Charles SoriaGustave Roussy, Paris-Saclay University, Paris, France.
Fabrice BarlesiDépartement d'Oncologie Médicale, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Eric SolaryUniversité Paris Saclay, Faculté de Médecine, 94270, Le Kremlin-Bicêtre, France.ORCID http://orcid.org/0000-0002-8629-1341
Fabrice AndréUniversité Paris Saclay, Faculté de Médecine, 94270, Le Kremlin-Bicêtre, France.
Frédéric PèneUniversité de Paris, Institut Cochin, CNRS UMR8104, INSERM U1016, 75006, Paris, France.
Félix AckermanService de Médecine Interne, Hôpital Foch, 92150, Suresnes, France.
Luc MouthonUniversité de Paris, Institut Cochin, CNRS UMR8104, INSERM U1016, 75006, Paris, France.
Laurence ZitvogelINSERM U1015, Gustave Roussy Cancer Campus, 94800, Villejuif, France.ORCID http://orcid.org/0000-0003-1596-0998
Aurélien MarabelleINSERM U1015, Gustave Roussy Cancer Campus, 94800, Villejuif, France.ORCID http://orcid.org/0000-0002-5816-3019
Jean-Marie MichotDépartement d'Hématologie, Gustave Roussy Cancer Campus, 94800, Villejuif, France.
Michaela FontenayService d'Hématologie Biologique, AP-HP, Centre-Université de Paris, Hôpital Cochin, 75014, Paris, France.
Guido KroemerMetabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, 94800, Villejuif, France. kroemer@orange.fr.
Inserm · FRInstitut Gustave Roussy · FRCentre National de la Recherche Scientifique · FRUniversité Paris Cité · FRHôpital Foch · FRAssistance Publique – Hôpitaux de Paris · FRHemostase Inflammation Thrombosis · FRInstitut Universitaire de France · FRKarolinska University Hospital · SELaboratoire National de Référence · MAUniversité Paris-Saclay · FR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The circulating metabolome provides a snapshot of the physiological state of the organism responding to pathogenic challenges. Here we report alterations in the plasma metabolome reflecting the clinical presentation of COVID-19 patients with mild (ambulatory) diseases, moderate disease (radiologically confirmed pneumonitis, hospitalization and oxygen therapy), and critical disease (in intensive care). This analysis revealed major disease- and stage-associated shifts in the metabolome, meaning that at least 77 metabolites including amino acids, lipids, polyamines and sugars, as well as their derivatives, were altered in critical COVID-19 patient's plasma as compared to mild COVID-19 patients. Among a uniformly moderate cohort of patients who received tocilizumab, only 10 metabolites were different among individuals with a favorable evolution as compared to those who required transfer into the intensive care unit. The elevation of one single metabolite, anthranilic acid, had a poor prognostic value, correlating with the maintenance of high interleukin-10 and -18 levels. Given that products of the kynurenine pathway including anthranilic acid have immunosuppressive properties, we speculate on the therapeutic utility to inhibit the rate-limiting enzymes of this pathway including indoleamine 2,3-dioxygenase and tryptophan 2,3-dioxygenase.

Indexed as

MetabolomeAntibodies, Monoclonal, HumanizedBiomarkersCOVID-19COVID-19 Drug TreatmentFemaleHumansMaleMetabolomicsPrognosisSARS-CoV-2Antibodies, Monoclonal, HumanizedBiomarkerstocilizumab

Identifiers

PMID33707411
PMCPMC7948172
OpenAlexW3135288125

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Registered trials

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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.