Evidence map›Paper›PMID 41372266›Full record

ArticleScientific reports2025

A sex-adjusted 7-biomarker clinical aging clock for translational preventative medicine.

David H Meyer, Gabriel Mejia, Adrian Molière, Panupong Wangprapa, Tanawat Khunlertkit, Polakit Teekakirikul, Collin Y Ewald, Claudio Viecelli

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

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

8 authors.

David H Meyer *Keyoniq Technologies AG, Baar, CH-6340, Switzerland.
Gabriel Mejia *Keyoniq Technologies AG, Baar, CH-6340, Switzerland.
Adrian MolièreLaboratory of Extracellular Matrix Regeneration, Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zürich, Schwerzenbach, CH-8603, Switzerland.
Panupong WangprapaBumrungrad International Hospital, Bangkok, Thailand.
Tanawat KhunlertkitBumrungrad International Hospital, Bangkok, Thailand.
Polakit TeekakirikulBumrungrad International Hospital, Bangkok, Thailand.
Collin Y EwaldLaboratory of Extracellular Matrix Regeneration, Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zürich, Schwerzenbach, CH-8603, Switzerland. collin.ewald@gmail.com.ORCID 0000-0003-1166-4171
Claudio ViecelliKeyoniq Technologies AG, Baar, CH-6340, Switzerland. claudio.viecelli@keyoniq.com.ORCID 0000-0002-9093-4864

Funding

Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (Swiss National Science Foundation) 190072
6 · The paper itself

Abstract

Biological aging clocks capture heterogeneous rates of aging in individuals and transform current medical practice toward translational preventive medicine. Here, we developed a clinical aging clock based on routine blood biochemistry markers from 59,741 healthy samples in a Southeast Asian cohort. We established a novel correction method to address the systematic skew in predictions from first-generation clocks. This correction improved the accuracy of age-acceleration predictions for disease risks and enhanced interpretability for disease-driven and organ-specific aging processes without relying on mortality data. Based on only seven biomarkers, our clock accurately predicts both self-reported and physician-annotated ICD health data, indicating an increased hazard ratio. Importantly, the clock is robust even in the presence of acute infections or transient immune activation. To demonstrate the multi-ethnic generalizability of our biological age clock, we validated our approach using data from both the NHANES and UK Biobank cohorts. Our approach demonstrates the feasibility of a simple, robust, and interpretable clinical aging clock with potential for real-world implementation in personalized health monitoring and preventive care.

Indexed as

AgingBiological ClocksBiomarkersPreventive MedicineTranslational Research, BiomedicalAdultAgedAged, 80 and overCohort StudiesFemaleHumansMaleMiddle AgedSex FactorsBiomarkersAge gapBiological age clockBlood testHealthy agingLongevityPreventive medicine

Identifiers

PMID41372266
PMCPMC12695998

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.