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      <dc:title>A multi-metabolite signature robustly predicts long-term mortality in the PREDIMED trial and several US cohorts</dc:title>
      <dc:creator>Fernández-Duval, Gonzalo</dc:creator>
      <dc:creator>Razquin, Cristina</dc:creator>
      <dc:creator>Wang, Fenglei</dc:creator>
      <dc:creator>Yun, Huan</dc:creator>
      <dc:creator>Hu, Jie</dc:creator>
      <dc:creator>Guasch-Ferré, Marta</dc:creator>
      <dc:creator>Rexrode, Kathryn</dc:creator>
      <dc:creator>Balasubramanian, Raji</dc:creator>
      <dc:creator>García-Gavilán, Jesús F</dc:creator>
      <dc:creator>Ruiz-Canela, Miguel</dc:creator>
      <dc:creator>Clish, Clary B</dc:creator>
      <dc:creator>Corella, Dolores</dc:creator>
      <dc:creator>Gómez-Gracia, Enrique</dc:creator>
      <dc:creator>Fiol, Miquel</dc:creator>
      <dc:creator>Estruch, Ramón</dc:creator>
      <dc:creator>Lapetra, José</dc:creator>
      <dc:creator>Fito, Montse</dc:creator>
      <dc:creator>Serra-Majem, Luis</dc:creator>
      <dc:creator>Ros, Emilio</dc:creator>
      <dc:creator>Liang, Liming</dc:creator>
      <dc:creator>Dennis, Courtney</dc:creator>
      <dc:creator>Asensio, Eva M.</dc:creator>
      <dc:creator>Castañer, Olga</dc:creator>
      <dc:creator>Planes, Francisco J.</dc:creator>
      <dc:creator>Salas-Salvadó, Jordi</dc:creator>
      <dc:creator>Hu, Frank B.</dc:creator>
      <dc:creator>Toledo, Estefanía</dc:creator>
      <dc:creator>Martínez-González, Miguel A.</dc:creator>
      <dc:subject>Metabolitos</dc:subject>
      <dc:description>Metabolome-based biomarkers contribute to identify mechanisms of disease and to a better understanding of overall mortality. In a long-term follow-up subsample (n = 1878) of the PREDIMED trial, among 337 candidate baseline plasma metabolites repeatedly assessed at baseline and after 1 year, 38 plasma metabolites were identified as predictors of all-cause mortality. Gamma-amino-butyric acid (GABA), homoarginine, serine, creatine, 1-methylnicotinamide and a set of sphingomyelins, plasmalogens, phosphatidylethanolamines and cholesterol esters were inversely associated with all-cause mortality, whereas plasma dimethylguanidino valeric acid (DMGV), choline, short and long-chain acylcarnitines, 4-acetamidobutanoate, pseudouridine, 7-methylguanine, N6-acetyllysine, phenylacetylglutamine and creatinine were associated with higher mortality. The multimetabolite signature created as a linear combination of these selected metabolites, also showed a strong association with all-cause mortality using plasma samples collected at 1-year follow-up in PREDIMED. This association was subsequently confirmed in 4 independent American cohorts, validating the signature as a consistent predictor of all-cause mortality across diverse populations.</dc:description>
      <dc:date>2026-01-21T19:25:36Z</dc:date>
      <dc:date>2025-09</dc:date>
      <dc:type>journal article</dc:type>
      <dc:identifier>Fernández-Duval G, Razquin C, Wang F, Yun H, Hu J, Guasch-Ferré M, Rexrode K, Balasubramanian R, García-Gavilán J, Ruiz-Canela M, Clish CB, Corella D, Gómez-Gracia E, Fiol M, Estruch R, Lapetra J, Fitó M, Serra-Majem L, Ros E, Liang L, Dennis C, Asensio EM, Castañer O, Planes FJ, Salas-Salvadó J, Hu FB, Toledo E, Martínez-González MA. A multi-metabolite signature robustly predicts long-term mortality in the PREDIMED trial and several US cohorts. Metabolism. 2025 Sep;170:156195. doi: 10.1016/j.metabol.2025.156195. Epub 2025 Mar 17. PMID: 40107652; PMCID: PMC12245597.</dc:identifier>
      <dc:identifier>https://hdl.handle.net/10630/44696</dc:identifier>
      <dc:identifier>10.1016/j.metabol.2025.156195</dc:identifier>
      <dc:language>eng</dc:language>
      <dc:rights>http://creativecommons.org/licenses/by-nc-nd/4.0/</dc:rights>
      <dc:rights>open access</dc:rights>
      <dc:rights>Attribution-NonCommercial-NoDerivatives 4.0 International</dc:rights>
      <dc:publisher>Elsevier</dc:publisher>
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