EventsThe 5th International Electronic Conference on Metabolomics
Published
This submission belongs to the session S1. Lipid and Nutrition Metabolomics of the event The 5th International Electronic Conference on Metabolomics
Published date
09 Oct, 2026
Academic Editor
author-avatarBeate Fuchs
Citation
Simone Serrao, Sofia De Marco, Barbara Torsello, Ouldouz Navaei, Giacomo Ducci, Valentina Pasquale, Martina Lombardi, Edoardo Locatelli, Francesca Ramelli, Giulia Pampolini, Elena Ferrighi, Marialucia Bursi, Andrea Bellotti, Raffaella Candeloro, Maria Cristina Ferrara, Wenxiang Guo, Eleonora Cucini, Giuseppe Bellelli, Massimiliano Castellazzi, Paolo Mazzola, Elena Sacco, Davide Paolo Bernasconi, Caterina Trevisan, Cristina Bianchi, Giuseppe Paglia, Immune-cell metabolomics in frailty reveals mitochondrial dysregulation potentially linked to functional vitamin B12 deficiency, in Proceedings of The 5th International Electronic Conference on Metabolomics, 14 October–16 October 2026, MDPI: Basel, Switzerland
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Immune-cell metabolomics in frailty reveals mitochondrial dysregulation potentially linked to functional vitamin B12 deficiency

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Sofia De Marco 2
Ouldouz Navaei 2
Giacomo Ducci 3,4
Edoardo Locatelli 5,6
Giulia Pampolini 5,6
Elena Ferrighi 5,6
Marialucia Bursi 5,6
Andrea Bellotti 5,6
Maria Cristina Ferrara 8
Eleonora Cucini 8
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1. School of Medicine and Surgery, University of Milano Bicocca, Vedano al Lambro, 20854, Italy
2. School of Medicine and Surgery, University of Milano-Bicocca, Monza, 20900, Italy
3. Department of Biotechnology and Biosciences, University of Milano-Bicocca, Milan, 20126, Italy
4. SYSBIO (Centre of Systems Biology), ISBE (Infrastructure Systems Biology Europe), Milan, 20126, Italy
5. Department of Medical Science, University of Ferrara, Ferrara, 44121, Italy
6. Geriatrics and Orthogeriatrics Unit, Azienda Ospedaliero-Universitaria of Ferrara, Ferrara, 44121, Italy
7. Department of Neuroscience and Rehabilitation, University of Ferrara, Ferrara, 44121, Italy
8. School of Medicine and Surgery, University of Milano-Bicocca and Acute Geriatric Unit, Fondazione IRCCS San Gerardo dei Tintori, Monza, 20900, Italy
9. Bicocca Bioinformatics Biostatistics and Bioimaging Center, School of Medicine and Surgery, University of Milano-Bicocca, Vedano al Lambro, 20854, Italy
10. Department of Clinical Research and Innovation, ASST Grande Ospedale Metropolitano Niguarda, Milan, 20126, Italy
11. Aging Research Center, Karolinska Institute, Stockholm, Sweden
Abstract

Frailty is a multifactorial condition of reduced physiological reserve and increased vulnerability to adverse health outcomes, in which nutritional deficiencies play a central but underestimated pathophysiological role. While most metabolomics studies in frailty focused on plasma or serum, the intracellular metabolism of immune cells remains unexplored. This study applied untargeted metabolomics and lipidomics to peripheral blood mononuclear cells (PBMCs) and their subpopulations, T lymphocytes (CD3+) and monocytes (CD14+), isolated from elderly subjects to identify metabolic variation associated with frailty.

In 82 subjects aged>65 years frailty and multimorbidity were assessed according to Fried criteria, and considering the presence of at least two chronic diseases, respectively. Participants were categorized as Non-Frail (NFWoM), Frail without multimorbidity (FWoM), and Frail with multimorbidity (FrailtyWM). Cell populations were isolated from whole blood by density gradient centrifugation and immunomagnetic separation. Metabolites and lipids were extracted using methanol-based protocol and analyzed by UHPLC-Q-TOF.

CD14+ captured the most robust metabolic signatures of frailty. FWoM showed increased glycolytic intermediates, energy metabolites, acylcarnitines, and antioxidant-related compounds, alongside enrichment of glycolysis, TCA cycle, and β-oxidation, with respect to NFWoM. Methylmalonic acid (MMA) was markedly elevated in FWoM, suggesting a metabolic pattern compatible with vitamin B12 deficiency via impaired methylmalonyl-CoA mutase. Together with increased 2-hydroxyglutarate and 1-methylnicotinamide, MMA may also reflect mitochondrial dysfunction and pseudohypoxic, pro-inflammatory phenotype. FrailtyWM group showed a similar but attenuated profile. Lipidomics revealed in both frailty groups increased concentration of structural phospholipids and plasmalogens, and depletion of triacylglycerols and fatty acids, indicating membrane remodeling, antioxidant adaptation, and enhanced lipid catabolism.

This study provides the first integrated metabolomic and lipidomic characterization of immune cell subpopulations in frailty, identifying CD14+ as the most informative cell type, and MMA as potential marker linking vitamin B12 deficiency, mitochondrial and metabolic decline, to be explored in future clinical studies.

Keywords
Lipidomics
Metabolomics
Frailty
Vitamin B12 deficiency
Methylmalonic acid
Mitochondrial dysfunction
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