pyaging/yingcausage

1---2license: mit3library_name: pyaging4tags:5- pyaging6- aging-clock7- biology8- dna-methylation9---10 11# yingcausage12 13Causality-enriched chronological-age clock using EWMR-prioritized CpGs and feature-specific penalties derived from causality scores.14 15| | |16|---|---|17| **Predicts** | chronological age |18| **Species** | Homo sapiens |19| **Tissue** | whole blood |20| **Data type** | DNA methylation |21| **Model type** | causality-weighted elastic net regression |22| **Year** | 2024 |23 24## Use with pyaging25 26```python27import pyaging as pya28 29pya.pred.predict_age(adata, ["yingcausage"])30```31 32Browse every clock in the [pyaging Clock Catalogue](https://pyaging.readthedocs.io).33 34## Citation35 36Ying, K., Liu, H., Tarkhov, A.E. et al. Causality-enriched epigenetic age uncouples damage and adaptation. Nature Aging 4, 231–246 (2024).37 38https://doi.org/10.1038/s43587-023-00557-039