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

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.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2026-03-31
DOI
https://doi.org/10.1038/s41598-026-46275-6
Primary Topic
Immune responses and vaccinations
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

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

Nina Mononen, Lauri Humaloja, Marko Salmi, Mika Kähönen et al.
Scientific Reports
Immune responses and vaccinations
article

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

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

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.

Scientific Reports
Tampere University of Applied Sciences (FI), University of Turku (FI), Tampere University (FI), Turku University Hospital (FI), Pirkanmaa Hospital District (FI), Tampere University Hospital (FI), Tampere University (FI), Fimlab (Finland) (FI)
Foundation for Cardiovascular Research, Yrjö Jahnssonin Säätiö, Kela, Suomen Kulttuurirahasto, Jane ja Aatos Erkon Säätiö, Juho Vainion Säätiö, Signe ja Ane Gyllenbergin Säätiö, Emil Aaltosen Säätiö, Sydäntutkimussäätiö, Tampereen Tuberkuloosisäätiö, Diabetesliitto, Paavo Nurmen Säätiö, Tays, Syöpäsäätiö
Zero hunger
Openalex Percentile: Top 25%
Immune responses and vaccinations
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.