mccartneybmi / README.md
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metadata
library_name: pyaging
tags:
  - pyaging
  - aging-clock
  - biology
  - dna-methylation

mccartneybmi

Whole-blood DNAm LASSO score for body mass index (BMI), trained in Generation Scotland on an age-, sex-, and ancestry-adjusted phenotype residual and evaluated out of sample in LBC1936. BMI was log-transformed before residualization. The current pyaging implementation applies a sigmoid to the linear score, so the returned value is bounded and unitless. It is neither the original continuous phenotype residual nor a calibrated probability; the paper does not specify this sigmoid.

Model weights retain the original authors' terms; the pyaging software license does not relicense them.

Predicts body mass index
Species Homo sapiens
Tissue whole blood
Data type DNA methylation
Model type LASSO regression
Year 2018

Use with pyaging

import pyaging as pya

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

Browse every clock in the pyaging Clock Catalogue.

Citation

McCartney, D. L., et al. “Epigenetic prediction of complex traits and death.” Genome Biology 19, 136 (2018).

https://doi.org/10.1186/s13059-018-1514-1