Sex-specific trajectories of nonlinear immune aging at single-cell level
Despite the female predominance in age- and immune-associated diseases, the pathways underlying sex differences in healthy immune aging remain incompletely understood. Here, we analyze a multi-ethnic single-cell transcriptome of healthy human immune aging (35% Asian), comprising 3.8 million peripheral blood mononuclear cells (PBMCs) from 1,828 individuals aged 19–97 years. Prominent peaks of differential gene expression around 40 (mainly CD4 T cells) and after 60 (mainly CD8 T cells) years of age were accompanied by an age-dependent decline in RNA/protein homeostasis and inflammatory PBMC polarization with sex-dependent kinetics. While females displayed sustained CD8 T cell activation and late-life aging signatures in CD4 T, NK, and B cells, males exhibited early-life fluctuations in CD4 T cell immunometabolism associated with hypomethylation of SSH3 at chromosome 11q13. Deep learning-based biological age clocks stratified for sex outperformed sex-combined models, learning from transcriptional immune trajectories. We thus unravel a nonlinear PBMC aging whereby targeting sex-specific pathways might allow precision geromedicine. A multi-ethnic study of immune cells from 1,828 individuals finds that men and women age nonlinearly and differently at the cellular level. This work reveals sex-specific pathways and proposes personalized approaches to immune aging.
Authors
- Harry Park
- Nicholas S. Tolwinski (ORCID: https://orcid.org/0000-0002-8507-2737)
- Antonio Bertoletti (ORCID: https://orcid.org/0000-0002-2942-0485)
- Nina Le Bert (ORCID: https://orcid.org/0000-0003-0502-2527)
- Jacques Behmoaras (ORCID: https://orcid.org/0000-0002-5170-2606)
- Jan Gruber
Institutions
- National University of Singapore (SG)
- Duke-NUS Medical School (SG)
- National University Health System (SG)
Publication Details
- Journal
- Nature Communications
- Published
- 2026-08-21
- DOI
- https://doi.org/10.1038/s41467-026-76737-4
- Primary Topic
- Genetics, Aging, and Longevity in Model Organisms
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Duke-NUS Medical School
- Agency for Science, Technology and Research
- Ministry of Education - Singapore
- Ministry of Education, India
- Medical Research Council
- National Medical Research Council