cpgptpcgrimage3 / README.md
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metadata
license: mit
library_name: pyaging
tags:
  - pyaging
  - aging-clock
  - biology
  - dna-methylation

cpgptpcgrimage3

Principal-component CpGPTGrimAge3 implementation combining chronological age, GrimAge2 DNAm proxies, and CpGPT-predicted plasma-protein proxies; 30 proxy inputs are projected to 29 PCs, entered with age into a Cox linear predictor, and calibrated to years.

Predicts biological age, mortality risk
Species Homo sapiens
Tissue whole blood
Data type DNA methylation
Model type PCA + Cox regression
Year 2024

Use with pyaging

import pyaging as pya

pya.pred.predict_age(adata, ["cpgptpcgrimage3"])

Browse every clock in the pyaging Clock Catalogue.

Citation

de Lima Camillo, L. P., Sehgal, R., Armstrong, J., Higgins-Chen, A. T., Horvath, S., & Wang, B. CpGPT: a foundation model for DNA methylation. bioRxiv 2024.10.24.619766 (2024).

https://doi.org/10.1101/2024.10.24.619766