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Associations between metabolomic scores and clinical outcomes in hospitalized COVID-19 patients

Jens A. Venema; Anna Kuranova; Daniele Bizzarri; Simon P. Mooijaart; Angele P. M. Kerckhoffs; Kitty Slieker; Evertine J. Abbink; Harmke A. Polinder-Bos; Eline Slagboom; Geeske Peeters; Jacobijn Gussekloo; Karel G. M. Moons; Maarten van Smeden; René J. F. Melis; Petra J. M. Elders; Jan Festen
GeroScience · Vol. 47, Issue 3 · pp. 4395-4411 · 2025

Abstract

The disease course and outcome of COVID-19 greatly varies between individuals. To explore which biological systems may contribute to this variation, we examined how individual metabolites and three metabolic scores relate to COVID-19 outcomes in hospitalized COVID-19 patients. The metabolome of 346 patients was measured using the 1H-NMR Nightingale platform. The association of individual metabolomic features and multi-biomarker scores, i.e. MetaboHealth, MetaboAge, and Infectious Disease Score (IDS) (higher scores reflect poorer health), with in-hospital disease course, long-term recovery, and overall survival were analyzed. Higher values for the metabolites phenylalanine (HR = 1.33, CI = 1.14–1.56), glucose (HR = 1.37, CI = 1.16–1.62) and lactate (HR = 1.38, CI = 1.16–1.63) were associated with mortality. For all three metabolic scores, higher scores were significantly associated with higher odds of a poorer in-hospital disease course (MetaboHealth: OR = 1.61, CI = 1.29–2.02; ΔMetaboAge: OR = 1.42, CI = 1.16–1.74; IDS: OR = 1.55, 1.25–1.93) and with overall survival (MetaboHealth: HR = 1.57, CI = 1.28–1.92; ΔMetaboAge: HR = 1.34, CI = 1.15–1.57; IDS: HR = 1.56, CI = 1.27–1.93). MetaboHealth and ΔMetaboAge showed a stronger association in younger patients (< 70 yrs.) than older patients. No clear patterns were found in associations between the three scores and measures of long-term recovery. In conclusion, the heterogeneity in disease course after SARS-COV2 infection may be explained either by generic biological frailty reflected by the three metabolomics scores or by glycemic control (glucose, lactate) and respiratory distress (phenylalanine).

Bibliographic Information

JournalGeroScience
PublisherSpringer
Publication Date2025-03-11
Publication Year2025
Volume47
Issue3
Pages4395-4411
Document TypeJournal Article
eISSN2509-2723
DOI10.1007/s11357-025-01591-z

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NARA Access Coverage1978-01-01~Current
Journal Homepagehttps://www.springer.com/journal/11357
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