Researchers pooled single-cell blood data from 2,609 ostensibly healthy adults across eight cohorts on four continents (about 12.4 million immune cells) to separate reliable features of immune aging from cohort noise. Shrinking thymic output was the strongest and most reproducible marker of age. Among older adults, CD8 “killer” T cells diverged in two directions: toward cells making granzyme K (GZMK) or toward cells making granzyme B (GZMB). A GZMB-heavy profile was linked to cytomegalovirus (CMV) infection, chronic disease and lupus. A blood protein signature that estimates GZMB cell abundance, applied to 48,620 UK Biobank participants, was associated with a 29 to 51% higher rate of death over about 17 years, and with more sepsis, type 2 diabetes, gout, liver disease and kidney failure, but not dementia or Parkinson’s disease.
Narrative
Two people of the same age can have very different immune systems, and studies of immune aging have a habit of contradicting each other. A team led from Washington University in St. Louis, King’s College London and Nationwide Children’s Hospital tried to settle the matter with scale. They combined seven public single-cell datasets with a new cohort of 188 Londoners, re-labeled every cell using one shared scheme of 59 cell types, and asked which age-related changes show up in at least five of the eight cohorts.
Several did. Freshly minted T cells from the thymus, called recent thymic emigrants, fall steadily with age, as do naive CD8 T cells. These two populations carried the most weight in an “immune clock” the team built, although that clock is blunt: it guesses a person’s age to within about eight years. Type 2 immune cells and activated T cells rise with age across populations. Sex and ancestry mattered less than expected, and which study a sample came from explained more variation than any biological factor.
The more interesting result concerns what happens after the naive cells are gone. When the researchers mapped each person’s CD8 T cell makeup, older adults did not cluster together. They spread between two corners: one rich in effector memory cells carrying granzyme K, the other rich in cells carrying granzyme B. The ratio between the two did not track age itself or body mass index. It tracked CMV, a common lifelong herpesvirus, which pushes the balance toward granzyme B. It was also lower in a small group of older Londoners with mostly cardiovascular conditions and in lupus patients, even among those without CMV.
Counting these cells requires single-cell sequencing, so the team looked for a shortcut. They found that blood levels of a handful of proteins rise in step with granzyme B cells, trained a model to estimate the cells from proteins, and applied it to the UK Biobank. People in the top quarter of predicted granzyme B cells died at higher rates than those in the bottom quarter in every age band tested, and developed more infections, metabolic disease and organ failure. Neurodegenerative disease showed no link.
There is also a caution for anyone extrapolating from mice. In aged mice, granzyme K cells are the terminal, inflammatory population. In human blood they look like an intermediate state, and granzyme B cells are the endpoint.
The caveats are substantial. The mortality link rests on a protein-based estimate, not counted cells, and was adjusted only for age and sex. Five of the authors are named on a related provisional patent.
Actionable Insights
This paper describes a marker. It tests no intervention, so the practical takeaways are modest.
- Size of the risk signal. Among 60 to 70 year olds, the top quarter for predicted GZMB cells had a hazard ratio of 1.43 for death versus the bottom quarter. In plain terms, at any moment they were dying at a 43% higher rate. Read off the published curves, that is roughly 27 to 28 deaths per 100 people over 16 years versus about 20 per 100, an absolute gap of around 7 to 8 percentage points (approximate). For comparison, being male carried a larger hazard ratio (1.66) in the same model.
- CMV status is the most accessible lever of understanding. A standard CMV IgG blood test tells you whether you carry the virus that most strongly shifts this ratio. No evidence here supports antiviral treatment in healthy carriers.
- Inflammation tracks with it. C-reactive protein rose across GZMB groups, so a routine hs-CRP captures part of the same signal.
- You cannot order this test. Standard clinical T cell panels cannot separate these populations.
- Weight was not a factor. The ratio did not differ by BMI group.
Context/Source
- Open Access Paper: Single-cell analyses of global cohorts outline determinants of immune aging and link the ratio of GZMK+ to GZMB+ Tem cells to health trajectories
- Institutions: Washington University School of Medicine (lead), King’s College London, Nationwide Children’s Hospital, with The Jackson Laboratory, University of Connecticut, University of Birmingham and others
- Countries: USA and UK (plus one affiliation in Cyprus)
- Journal: Immunity (Cell Press)
- Impact evaluation: The impact score of this journal is 26.3 (JIF), evaluated against a typical high-end range of 0 to 60+ for top general science and review journals, therefore this is a High impact journal.
Related Reading:
- AI Reads Old Chest Scans and Finds the Thymus Tracks With Who Lives Longer
- Lifelong Cyclists Keep a Younger Immune System, But Exercise Does Not Stop Every Sign of Immune Aging
- Reversing Inflammaging: How the Thymus Hormone Thymulin Restores Antitumor Immunity
- The Thymus Renaissance: Reawakening the Body's Forgotten Immune Engine for Longevity
- Vitamin D and the Thymus: How the Sunshine Hormone Slows Immune Aging and Prevents Autoimmunity
- Thymic regeneration in female mice following short-term rapamycin administration
- Thymus rejuvenation
- The Thymus may play a key role in longevity and cancer (WaPo)
- The Thymus As A Key Target For Aging Intervention, Dr. Greg Fahy (May/2026 Berkeley)


