Evidence map›Paper›PMID 42239139›Full record

ArticlebioRxiv : the preprint server for biology2026

Immune Aging is an Independent Risk Factor for Cardiovascular Disease.

Erik Feldman, Everton Jose Santana, Bettia Celestin, Nadav Golden, Shadi Bagherzadeh, Sofia Maysel, Kavita Mathi, Sarah Short, Megan Carroll, Shanon S Sullivan and 15 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

25 authors.

Erik FeldmanDepartment of Immunology, Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.ORCID 0009-0009-2308-022X
Everton Jose SantanaStanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA.ORCID 0000-0002-6014-9857
Bettia CelestinStanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA.ORCID 0009-0002-3499-6902
Nadav GoldenDepartment of Immunology, Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.
Shadi BagherzadehStanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA.
Sofia MayselInstitute of Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA, USA.ORCID 0009-0001-8573-3726
Kavita MathiInstitute of Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA, USA.
Sarah ShortVerily Life Sciences, South San Francisco, CA, USA.
Megan CarrollVerily Life Sciences, South San Francisco, CA, USA.
Shanon S SullivanVerily Life Sciences, South San Francisco, CA, USA.
Martin LukačišinDepartment of Immunology, Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.ORCID 0000-0001-6549-4177
Xuhuai JiInstitute of Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA, USA.ORCID 0000-0002-1768-6403
Yuval KleinDepartment of Immunology, Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.
Oren CaspiThe Clinical Research Institute at Rambam, Haifa, Israel.
Patricia Kim Phuong NguyenStanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA.ORCID 0000-0001-7170-9787
William F FearonInstitute of Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA, USA.
Brian KimStanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA.
Svati ShahDuke University, Durham, NC, USA.ORCID 0000-0002-3495-2830
Kenneth W MahaffeyStanford Center for Clinical Research, Department of Medicine, Stanford School of Medicine.ORCID 0000-0002-3791-2148
Holden T MaeckerInstitute of Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA, USA.ORCID 0000-0003-0795-9946
Mark M DavisInstitute of Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA, USA.
Neta MilmanDepartment of Immunology, Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.ORCID 0009-0001-6384-8346
Timothy J Few-CooperDepartment of Immunology, Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.
Francois HaddadStanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA.ORCID 0000-0002-9648-7671
Shai S Shen-OrrDepartment of Immunology, Ruth and Bruce Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.ORCID 0000-0002-6991-7736

Funding

The effects of immune-age on immune-response and the molecular mechanisms which drive itP01AI153559 · NIAID · STANFORD UNIVERSITY · PI SHEN-ORR, SHAI SHLOMO · 2021 to 2025
$17.8M
NIAID NIH HHS P01 AI153559
6 · The paper itself

Abstract

Cardiovascular disease remains the leading cause of mortality worldwide, yet substantial risk persists beyond traditional clinical and metabolic predictors. The immune system is a key mediator of this residual risk, but clinically scalable metrics of immune state are lacking. Here, we established the clinical and prognostic relevance of IMM-AGE, a system-level metric of immune aging derived from immune cell correlation structure. We developed a transcriptomic gene-ratio signature and optimized reduced-marker flow cytometry panels that accurately preserve IMM-AGE across blood fractions, platforms and cohorts. Applying these clinic-ready implementations across population-based and disease-specific datasets, we show that elevated IMM-AGE is consistently associated with cardiovascular phenotypes and disease. We leverage the UK biobank to show that incorporation of IMM-AGE into the PREVENT 10-year risk equation increase accuracy of risk stratification. We also show that in elderly patients undergoing transcatheter aortic valve replacement, baseline IMM-AGE independently predicted early maladaptive cardiac remodeling and one-year mortality. Finally, in the Baseline Health Study, a large longitudinal cohort, IMM-AGE stratified cardiovascular event risk among individuals with otherwise similar clinical profiles. Together, these findings establish immune aging as a transferable, biologically grounded risk dimension and support IMM-AGE as a practical tool for precision cardiovascular risk assessment.

Identifiers

PMID42239139
PMCPMC13228306

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.