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Systemic and organ-specific proteomic aging clocks as predictors of cancer incidence and survival: insights from the Finnish Twin Cohort

V Lukander, Jaakko A. Kaprio, X. Wang, Miina Ollikainen, Gabin Drouard

medRxiv · 2026

Abstract

Despite recent evidence of the ability of systemic and organ-specific proteomic aging clocks to predict a large range of age-related diseases, their utility in cancer research remains largely underexplored. In this study, we evaluated the predictive ability of systemic and organ-specific proteomic aging clocks for (i) all-cause mortality, (ii) cancer-related mortality, and (iii) cancer incidence in a sample of Finnish twins (N = 401, mean age at baseline 62.3 years) with Olink proteomic data. Participants were followed for a mean of 10.6 years (SD +- 1.6), with estimates from four systemic and 18 organ-specific proteomic aging clocks calculated at baseline. Cox proportional hazards regression models adjusted for sex and age at baseline identified 15 proteomic aging clocks as significant predictors of all-cause mortality (Ncases = 28) after multiple testing correction (FDR < 0.05), with 11 remaining significant after lifestyle adjustment (Ncases = 27). For several clocks, effect sizes were large, with hazard ratios (HR) approximately doubling per one standard deviation (SD) increase in clock estimates. In predicting cancer-related deaths among participants without a prior cancer diagnosis at baseline (Ncases = 9), only the Immune clock showed a significant positive association after multiple testing correction in basic (HR = 2.94, 95% CI: 1.88-4.59) and lifestyle-adjusted models (HR = 3.31, 95% CI: 1.78-6.17). No associations with cancer incidence (Ncases = 34 basic, Ncases = 31 adjusted) survived multiple testing correction, although several nominal associations were observed. In conclusion, our findings suggest that proteomic aging clocks are strong predictors of all-cause and cancer-specific mortality, independent of lifestyle factors. Proteomic aging clocks may further serve as valuable tools for stratifying cancers by mortality risk.

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OpenAlex
DOI
10.64898/2026.10.14.26365410
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2026-10-17 MST

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APA
Lukander, V., Kaprio, J.A., Wang, X., Ollikainen, M., &amp; Drouard, G. (2026). Systemic and organ-specific proteomic aging clocks as predictors of cancer incidence and survival: insights from the Finnish Twin Cohort. <em>medRxiv</em>. https://doi.org/10.64898/2026.10.14.26365410
Vancouver
Lukander V, Kaprio JA, Wang X, Ollikainen M, Drouard G. Systemic and organ-specific proteomic aging clocks as predictors of cancer incidence and survival: insights from the Finnish Twin Cohort. medRxiv. 2026. doi:10.64898/2026.10.14.26365410.
BibTeX
@unpublished{v2026System, title = {Systemic and organ-specific proteomic aging clocks as predictors of cancer incidence and survival: insights from the Finnish Twin Cohort}, author = {V Lukander and Jaakko A. Kaprio and X. Wang and Miina Ollikainen and Gabin Drouard}, journal = {medRxiv}, year = {2026}, doi = {10.64898/2026.10.14.26365410}, }

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