pyaging/yingcausage

1{2 "approved_by_author": "\u231b",3 "citation": "Ying, K., Liu, H., Tarkhov, A.E. et al. Causality-enriched epigenetic age uncouples damage and adaptation. Nature Aging 4, 231\u2013246 (2024).",4 "citations": 183,5 "citations_date": "2026-07-05",6 "clock_name": "yingcausage",7 "data_type": "DNA methylation",8 "doi": "https://doi.org/10.1038/s43587-023-00557-0",9 "journal": "Nature Aging",10 "last_author": "Vadim N. Gladyshev",11 "model_type": "causality-weighted elastic net regression",12 "n_features": 585,13 "notes": "Causality-enriched chronological-age clock using EWMR-prioritized CpGs and feature-specific penalties derived from causality scores.",14 "platform": [15  "Illumina 450K"16 ],17 "population": "adults",18 "predicts": [19  "chronological age"20 ],21 "research_only": null,22 "species": "Homo sapiens",23 "tissue": [24  "whole blood"25 ],26 "training_target": [27  "chronological age"28 ],29 "unit": [30  "years"31 ],32 "version": "0.5.0",33 "year": 202434}