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NMR metabolomics-guided DNA methylation mortality predictors

Daniele Bizzarri, Marcel J. T. Reinders, Lieke M Kuiper, Marian Beekman, Joris Deelen, Joyce B. J. van Meurs, Jenny van Dongen, René Pool, Dorret Irene Boomsma, Mohsen Ghanbari, Lude Franke, Johanna Marianne Geleijnse, E. Boersma, W.E. van Spil, Marleen M. J. van Greevenbroek

EBioMedicine · 2024 · ▲ 12 citations

Abstract

BACKGROUND: H-NMR metabolomics and DNA methylation in blood are widely known biomarkers predicting age-related physiological decline and mortality yet exert mutually independent mortality and frailty signals. METHODS: H-NMR metabolomics could guide the construction of DNA methylation-based mortality predictors. FINDINGS: We trained DNA methylation-based surrogates for 64 metabolomic analytes and found that analytes marking inflammation, fluid balance, or HDL/VLDL metabolism could be accurately reconstructed using DNA-methylation assays. Interestingly, a previously reported multi-analyte score indicating mortality risk (MetaboHealth) could also be accurately reconstructed. Sixteen of our derived surrogates, including the MetaboHealth surrogate, showed significant associations with mortality, independent of relevant covariates. INTERPRETATION: The addition of our metabolic analyte-derived surrogates to the well-established epigenetic clock(definition) GrimAge demonstrates that our surrogates potentially represent valuable mortality signal. FUNDING: BBMRI-NL, X-omics, VOILA, Medical Delta, NWO, ERC.

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OpenAlex
DOI
10.1016/j.ebiom.2024.105279
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2026-10-16 MST

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APA
Bizzarri, D., Reinders, M.J.T., Kuiper, L.M., Beekman, M., Deelen, J., Meurs, J.B.J.V., Dongen, J.V., Pool, R., Boomsma, D.I., Ghanbari, M., Franke, L., Geleijnse, J.M., Boersma, E., Spil, W.V., Greevenbroek, M.M.J.V., Stehouwer, C.D., Kallen, C., Arts, I.C., Rutters, F., &amp; Beulens, J.W.J. (2024). NMR metabolomics-guided DNA methylation mortality predictors. <em>EBioMedicine</em>. https://doi.org/10.1016/j.ebiom.2024.105279
Vancouver
Bizzarri D, Reinders MJT, Kuiper LM, Beekman M, Deelen J, Meurs JBJV, et al. NMR metabolomics-guided DNA methylation mortality predictors. EBioMedicine. 2024. doi:10.1016/j.ebiom.2024.105279.
BibTeX
@article{daniele2024NMRmet, title = {NMR metabolomics-guided DNA methylation mortality predictors}, author = {Daniele Bizzarri and Marcel J. T. Reinders and Lieke M Kuiper and Marian Beekman and Joris Deelen and Joyce B. J. van Meurs and Jenny van Dongen and René Pool and Dorret Irene Boomsma and Mohsen Ghanbari and Lude Franke and Johanna Marianne Geleijnse and E. Boersma and W.E. van Spil and Marleen M. J. van Greevenbroek and Coen D.A. Stehouwer and Carla Kallen and Ilja C.W. Arts and Femke Rutters and Joline W. J. Beulens and M. Muilwijk and Petra J. M. Elders and L.M. 't Hart and M. Ghanbari and M. Arfan Ikram}, journal = {EBioMedicine}, year = {2024}, doi = {10.1016/j.ebiom.2024.105279}, }

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