Evidence map›Paper›PMID 41917234›Full record

ArticleScientific reports2026

Longitudinal association of circulating inflammatory biomarkers with epigenetic ageing in the Young Finns Study.

Lauri Humaloja, Saara Marttila, Emma Raitoharju, Nina Mononen, Sirpa Jalkanen, Marko Salmi, Mika Kähönen, Olli T Raitakari, Terho Lehtimäki, Pashupati P Mishra

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Lauri HumalojaDepartment of Clinical Chemistry, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland. lauri.humaloja@tuni.fi.
Saara MarttilaMolecular Epidemiology, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
Emma RaitoharjuFinnish Cardiovascular Research Center Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
Nina MononenDepartment of Clinical Chemistry, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
Sirpa JalkanenMediCity Research Laboratory, University of Turku, Turku, Finland.
Marko SalmiMediCity Research Laboratory, University of Turku, Turku, Finland.
Mika KähönenFinnish Cardiovascular Research Center Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
Olli T RaitakariResearch Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland.
Terho Lehtimäki *Department of Clinical Chemistry, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
Pashupati P Mishra *Department of Clinical Chemistry, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

DNA methylation-based epigenetic clocks are reliable measures of biological age and aging rate. Chronic inflammation may contribute to aging and various diseases, but population-based studies on specific inflammatory biomarkers’ impact on epigenetic clocks are limited. The aim of this study was to investigate the associations between 38 circulating inflammatory biomarkers, as well as a combined systemic inflammation variable, and epigenetic clocks in a middle-aged population. The cohort included 1,327 Finnish participants (aged 30–45 years, 50–55% female) from the Young Finns Study. Biomarkers were measured in 2007, and epigenetic clocks were assessed in 2011 and 2018. DunedinPACE and PCGrimAgeDev clocks were calculated using blood methylation data. Multiple linear regression models adjusted for age, sex, BMI, smoking, socioeconomic status, alcohol consumption, and physical activity were used. Results showed 11 biomarkers positively associated with DunedinPACE across both follow-ups. Seven biomarkers were positively associated with PCGrimAgeDev in the 4-year follow-up, but not in the 11-year follow-up. The combined systemic inflammation marker was positively associated with both clocks in both follow-ups. Although previous cross-sectional studies have reported associations between pro-inflammatory cytokines and epigenetic ageing, longitudinal findings remain sparse. Our results extend this literature by showing that several cytokines predict accelerated epigenetic ageing across an 11-year follow-up.

Indexed as

AgingBiomarkersEpigenesis, GeneticInflammationAdultDNA MethylationFemaleFinlandHumansLongitudinal StudiesMaleMiddle AgedBiomarkersBiological agingCytokinesDNA methylationEpigenetic clockInflammation

Identifiers

PMID41917234
PMCPMC13187333

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.