The human plasma anellome exhibits age- and sex-dependent patterns with links to cardiometabolic health in older adults

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Authors: Yakhouba Kane, Yingying Ma, Beibei Yan, Xiuli Zhao, Ting Ge, Yanpeng Li, Le Cao, Min Zhang, Zhenzhou Wan, Ting Zhang, Chiyu Zhang
Cited by: 1
References: 71

Abstract

The human plasma virome is dominated by anelloviruses which are increasingly associated with several clinical conditions including among others HIV-1, COVID-19, autoimmune diseases, and cardiovascular and metabolic diseases. Due to their high genetic divergence, most studies investigated human anellome at broad family or genus level. These approaches obscure the contributions of specific anellovirus species to clinical conditions. We conducted plasma metagenomics in 218 individuals from young (0–16 years) and old (63–100 years) cohorts to resolve the anellome at the species level and examine its patterns across age, sex, and associations with cytokines and cardiometabolic outcomes. Older adults exhibited near-universal anellovirus detection and significantly higher abundance compared with youth. Species-specific analysis revealed that Alphatorquevirus_homin1 and Alphatorquevirus_homin13 were markedly enriched in diseased older adults. Predictive modeling based on machine learning algorithms distinguished disease status in the young cohort with high accuracy (AUC = 0.86), but performance was limited in the elderly (AUC = 0.58), suggesting a lack of diagnostic value in advanced age. Specific species abundances and diversity were associated with stroke and coronary heart disease, while cytokine correlations revealed module-specific immune signatures: Gammatorquevirus-dominated modules associated positively with pro-inflammatory cytokines and growth factors (e.g., IL-1β, IL-15, VEGF), whereas Beta- and some Alphatorquevirus-dominated modules showed predominantly negative correlations with several inflammatory and regulatory mediators (e.g., IL-6, TNF- α , IL-10). These findings demonstrate that the anellome is influenced by age and immune status and shows associations with cardiometabolic health, although these relationships do not guarentee diagnostic or causal significance. Additonally, we found no significant differences of Human endogenous retrovirus K Env expression between disease and healthy controls. This work underscores the importance of resolving human anollome to species level in future longitudinal studies to strengthen their clinical significance and biomarker potential.

Fields of Study & Subjects

Animal Virus Infections Studies Viral Infections and Immunology Research Respiratory viral infections research

Publication details

Journal / source
Frontiers in Microbiology
Publisher
Frontiers Media SA
Volume
16
Pages
1716110–1716110
Publication date
15 January 2026
Language
EN