{
 "approved_by_author": "\u231b",
 "citation": "Ying, K., Liu, H., Tarkhov, A.E. et al. Causality-enriched epigenetic age uncouples damage and adaptation. Nature Aging 4, 231\u2013246 (2024).",
 "citations": 183,
 "citations_date": "2026-07-05",
 "clock_name": "yingcausage",
 "data_type": "DNA methylation",
 "doi": "https://doi.org/10.1038/s43587-023-00557-0",
 "journal": "Nature Aging",
 "last_author": "Vadim N. Gladyshev",
 "model_type": "causality-weighted elastic net regression",
 "n_features": 585,
 "notes": "Causality-enriched chronological-age clock using EWMR-prioritized CpGs and feature-specific penalties derived from causality scores.",
 "platform": [
  "Illumina 450K"
 ],
 "population": "adults",
 "predicts": [
  "chronological age"
 ],
 "research_only": null,
 "species": "Homo sapiens",
 "tissue": [
  "whole blood"
 ],
 "training_target": [
  "chronological age"
 ],
 "unit": [
  "years"
 ],
 "version": "0.5.0",
 "year": 2024
}