Evidence map›Paper›PMID 42286117›Full record

ArticleNature human behaviour2026

Social determinants of health and epigenetic clocks: a systematic review and meta-analysis of 140 studies.

Y E Willems, A D Rezaki, M Aikins, A Bahl, Q Wu, D W Belsky, L Raffington

Abstract read
PubMed Publisher
In one paragraph

Article in Nature human behaviour, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Review
  6. Article
  7. Article
  8. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Y E Willems *Max Planck Research Group Biosocial - Biology, Social Disparities and Development, Max Planck Institute for Human Development, Berlin, Germany.ORCID http://orcid.org/0000-0002-5747-0164
A D Rezaki *Max Planck Research Group Biosocial - Biology, Social Disparities and Development, Max Planck Institute for Human Development, Berlin, Germany.ORCID http://orcid.org/0009-0003-8530-5988
M AikinsMax Planck Research Group Biosocial - Biology, Social Disparities and Development, Max Planck Institute for Human Development, Berlin, Germany.ORCID http://orcid.org/0009-0007-9831-6255
A BahlRobert N Butler Columbia Aging Center and Department of Epidemiology, Columbia University Mailman School of Public Health, New York, NY, USA.
Q WuMax Planck Research Group Biosocial - Biology, Social Disparities and Development, Max Planck Institute for Human Development, Berlin, Germany.
D W BelskyRobert N Butler Columbia Aging Center and Department of Epidemiology, Columbia University Mailman School of Public Health, New York, NY, USA.ORCID http://orcid.org/0000-0001-5463-2212
L RaffingtonMax Planck Research Group Biosocial - Biology, Social Disparities and Development, Max Planck Institute for Human Development, Berlin, Germany. raffington@mpib-berlin.mpg.de.ORCID http://orcid.org/0000-0002-0144-5605

Funding

Foundation for the National Institutes of Health (Foundation for the National Institutes of Health, Inc.) 1R01HD114724Foundation for the National Institutes of Health (Foundation for the National Institutes of Health, Inc.) R01AG073402
6 · The paper itself

Abstract

Social determinants of health-such as socioeconomic status (SES) and race and ethnicity-strongly shape health. Individuals with lower SES or marginalized identities experience earlier onset of disease and shorter lifespans. 'Epigenetic clocks' measure biological ageing and are increasingly used to study healthy ageing, yet it remains unclear which clocks are most sensitive to social inequality. Here we conducted an Open Science Framework-pre-registered systematic review and meta-analysis of 140 studies (N = 65,919; 1,065 effect sizes) testing associations of SES and race and ethnicity with three generations of clocks. PubMed, PsycINFO, Web of Science, medRxiv and bioRxiv were searched from February 2024 to September 2025. Eligible studies included empirical articles in English published since 2013 on non-clinical populations reporting at least one relevant association. Associations between SES and biological ageing varied across different generations of epigenetic clocks (F(2) = 178,10, P < 0.001), with the weakest effects for first-generation clocks (r = -0.03, 95% confidence intervaI (CI) [-0.04, -0.01], P < 0.001) and stronger effects for second- (r = -0.11, 95% CI [-0.12, -0.09], P < 0.001) and third-generation clocks (r = -0.13, 95% CI [-0.15, -0.11], P < 0.001]). Sex, tissue and array minimally modified results, and publication bias was negligible. Limitations include inconsistent reporting of technicalities and overrepresentation of data from high-income countries. The findings indicate that newer clocks are more responsive to social inequality.

Identifiers

What OpenQuestion holds

Textmetadata
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.