Nature reviews. Genetics

Epigenetic aging clocks: statistical approaches and new computer challenges

Updated

Abstract

Epigenetic clocks are powerful tools for estimating chronological and biological age.

  • These clocks may also assess the effectiveness of anti-aging and disease-prevention strategies.
  • Computational and statistical challenges currently limit the understanding and application of epigenetic clocks.
  • Key issues include difficulties in interpretation and variations among different cell types.
  • Emerging methods for single-cell analysis could enhance the precision of epigenetic clocks.
  • Guidelines for constructing interpretable epigenetic clocks at both cell-type and single-cell levels are suggested.

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Funding

Competing interests

Competing interests: S.H. and his team developed the first epigenetic clocks for human saliva, for all tissues (pan-tissue clock), for human mortality risk prediction (PhenoAge, GrimAge), and pan-mammalian clocks. The Regents of the University of California are the sole owner of patents and patent applications directed at epigenetic biomarkers for which S.H. is a named inventor; S.H. is a founder and paid consultant of the non-profit Epigenetic Clock Development Foundation that licenses these patents. S.H. is a principal investigator at the Altos Labs, Cambridge Institute of Science, a biomedical company that works on biological rejuvenation. A.E.T. declares no competing interests.
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