Pathway level metabolomics analysis identifies carbon metabolism as a key factor of incident hypertension in the Estonian Biobank
The purpose of this study was to find metabolic changes associated with incident hypertension in the volunteer-based Estonian Biobank. We used a subcohort of the Estonian Biobank where metabolite levels had been measured by mass-spectrometry (LC-MS, Metabolon platform). We divided annotated metabolites of 989 individuals into KEGG pathways, followed by principal component analysis of metabolites in each pathway, resulting in a dataset of 91 pathway components. Next, we defined incident hypertension cases and controls based on electronic health records, resulting in a dataset of 101 incident hypertension cases and 450 controls. We used Cox proportional hazards models and replicated the results in a separate cohort of the Estonian Biobank, assayed with LC-MS dataset of the Broad platform and including 582 individuals. Our results show that body mass index and a component of the carbon metabolism KEGG pathway are associated with incident hypertension in both discovery and replication cohorts. We demonstrate that a high-dimensional dataset can be meaningfully reduced into informative pathway components that can subsequently be analysed in an interpretable way, and replicated in a metabolomics dataset from a different platform.
Authors
- Erik Abner (ORCID: https://orcid.org/0000-0002-6529-3161)
- Mait Metspalu (ORCID: https://orcid.org/0000-0003-3099-9161)
- Lili Milani (ORCID: https://orcid.org/0000-0002-5323-3102)
- Anu Reigo (ORCID: https://orcid.org/0009-0008-0226-3396)
- Natalia Pervjakova
- Anastassia Kolde (ORCID: https://orcid.org/0009-0002-6963-7053)
- Krista Fischer (ORCID: https://orcid.org/0000-0002-3521-0599)
- Urmo Võsa (ORCID: https://orcid.org/0000-0003-3476-1652)
- Priit Palta (ORCID: https://orcid.org/0000-0001-9320-7008)
- Jaanika Kronberg (ORCID: https://orcid.org/0000-0003-2362-656X)
- Tõnu Esko
- Andres Metspalu
- Liis Hiie
Institutions
- University of Tartu (EE)
Publication Details
- Journal
- Scientific Reports
- Published
- 2025-03-11
- DOI
- https://doi.org/10.1038/s41598-025-92840-w
- Primary Topic
- Metabolomics and Mass Spectrometry Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Eesti Teadusagentuur
- Horizon 2020 Framework Programme
- HORIZON EUROPE Framework Programme
- Horizon 2020
- European Regional Development Fund