Articles producció científicaEnginyeria Electrònica, Elèctrica i Automàtica

Guanine and pregnenolone sulfate are associated with incident type 2 diabetes in two independent populations

  • Identification data

    Identifier:  imarina:9475777
    Authors:  Barranco-Altirriba, M; Granado-Casas, M; Yanes, O; Capellades, J; Junza, A; Franch-Nadal, J; Vendrell, J; Llaurado, G; Valdés, S; García-Escobar, E; Bermúdez-Lopez, M; Valdivielso, JM; Lopez-Lifante, VM; Herrero-Alonso, C; Falguera, M; Vilanova, MB; Arteaga, I; Torán-Monserrat, P; Perera-Lluna, A; Castelblanco, E; Mauricio, D
    Abstract:
    Background Type 2 diabetes (T2D) is increasing its burden worldwide; therefore, research focused on its prediction and prevention is essential.Methods We performed an untargeted metabolomics analysis using ultra high-performance liquid chromatography-mass spectrometry to discover metabolic biomarkers and biological pathways associated with incident T2D with a nested case-control design, followed by validation with targeted metabolomics in an independent cohort. In the discovery phase, plasma samples from 352 subjects (209 controls and 143 incident cases) were analyzed, collected with a mean (standard deviation) of 7.40 (0.76) years before they acquired the condition. Using this discovery phase cohort, six metabolites were identified using standards and were subsequently quantified in an independent validation phase cohort of 2,044 subjects (167 incident cases). Additionally, pathway enrichment was conducted in the discovery cohort.Results Guanine, ecgonine, adenine, pregnenolone sulfate, phenyl sulfate, and citrulline were significantly associated with incident T2D in at least one of the analyses performed in the discovery phase. Among these, guanine, pregnenolone sulfate, and citrulline maintained their significant associations with incident T2D in the validation cohort. Additionally, several pathways were significantly altered, with nucleotide metabolism and ABC transporter pathways among the most consistently affected.Conclusion We identified significant associations of guanine, pregnenolone sulfate, and citrulline with incident T2D.
  • Others:

    Link to the original source: https://www.frontiersin.org/journals/endocrinology/articles/10.3389/fendo.2025.1706886/full
    APA: Barranco-Altirriba, M; Granado-Casas, M; Yanes, O; Capellades, J; Junza, A; Franch-Nadal, J; Vendrell, J; Llaurado, G; Valdés, S; García-Escobar, E; B (2025). Guanine and pregnenolone sulfate are associated with incident type 2 diabetes in two independent populations. Frontiers In Endocrinology, 16(), 1706886-. DOI: 10.3389/fendo.2025.1706886
    Paper original source: Frontiers In Endocrinology. 16 1706886-
    Article's DOI: 10.3389/fendo.2025.1706886
    Journal publication year: 2025-12-03
    Entity: Universitat Rovira i Virgili
    Paper version: info:eu-repo/semantics/publishedVersion
    Record's date: 2026-02-13
    URV's Author/s: Junza Martínez, Alexandra / Vendrell Ortega, Juan José / Yanes Torrado, Óscar
    Department: Enginyeria Electrònica, Elèctrica i Automàtica
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Publication Type: Journal Publications
    Author, as appears in the article.: Barranco-Altirriba, M; Granado-Casas, M; Yanes, O; Capellades, J; Junza, A; Franch-Nadal, J; Vendrell, J; Llaurado, G; Valdés, S; García-Escobar, E; Bermúdez-Lopez, M; Valdivielso, JM; Lopez-Lifante, VM; Herrero-Alonso, C; Falguera, M; Vilanova, MB; Arteaga, I; Torán-Monserrat, P; Perera-Lluna, A; Castelblanco, E; Mauricio, D
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    Thematic Areas: Medicina veterinaria, Medicina iii, Medicina ii, Medicina i, Interdisciplinar, Farmacia, Endocrinology, diabetes and metabolism, Endocrinology & metabolism, Ciências biológicas ii, Ciências biológicas i
    Author's mail: oscar.yanes@urv.cat, alexandra.junza@urv.cat, jvortega@iispv.cat
  • Keywords:

    Untargeted metabolomics
    Ultra performance liquid chromatography
    Targeted metabolomics
    Propensity score
    Prevalence
    Pregnenolone sulfate
    Pregnenolone
    Population
    Non insulin dependent diabetes mellitus
    Middle aged
    Metabolomics
    Metabolism
    Mass spectrometry
    Male
    Liquid chromatography
    Incident type 2 diabetes
    Incidence
    Hypertension
    Hydrophilic interaction chromatography
    Humans
    Human
    Hemoglobin a1c
    Guanine
    Glucose blood level
    Follow up
    Female
    Ecgonine
    Dyslipidemia
    Disease
    Diabetes mellitus
    type 2
    Cohort studies
    Citrulline
    Case-control studies
    Caffeine
    Biomarkers
    Article
    Annotation
    Aged
    Adult
    Adenine
    Endocrinology & Metabolism
    Endocrinology
    Diabetes and Metabolism
    Medicina veterinaria
    Medicina iii
    Medicina ii
    Medicina i
    Interdisciplinar
    Farmacia
    Ciências biológicas ii
    Ciências biológicas i
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