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{
"approved_by_author": "\u231b",
"citation": "Goeminne, L. J. E., et al. \"Plasma protein-based organ-specific aging and mortality models unveil diseases as accelerated aging of organismal systems.\" Cell Metabolism 37, 205\u2013222.e6 (2025).",
"citations": 128,
"citations_date": "2026-10-02",
"clock_name": "organagemortalitythyroid",
"data_type": "proteomics",
"doi": "https://doi.org/10.1016/j.cmet.2024.10.005",
"journal": "Cell Metabolism",
"last_author": "Vadim N. Gladyshev",
"model_type": "elastic net Cox regression",
"n_features": 2,
"notes": "Thyroid OrganAge mortality model for Olink Explore 3072, using author-recommended fold 1. Trained on UK Biobank plasma measured with Olink Explore 3072. Input columns are original case-sensitive protein symbols (e.g. NTproBNP, HLA-DRA), not UniProt IDs or Olink assay IDs. Values are assay-normalized Olink NPX on the log2 relative-abundance scale, not raw counts, concentrations, linear abundances or z-scores. No additional centering or cohort scaling is applied. Absent proteins contribute zero; NaNs in supplied proteins propagate, matching the original Example_Script.R scoring expressions. For other assays, the authors recommend a symmetric abundance distribution, protein-wise mean subtraction and SD division, then multiplication by the full-model UKB protein SDs in Table S3. This cohort-dependent cross-platform preparation is not performed by pyaging. The optional Example_Script.R SD-matching step is also external; NPX labeling alone does not establish comparability across Olink panels, batches, plasma and serum. Output is relative natural-log mortality hazard, not age in years. The 2026 Insilico trial used conventional OrganAge models on Olink Explore 3072 serum; organ-specific variants are not the six-clock comparison endpoints. pyaging returns the original raw score and does not apply the trial wrapper's cohort harmonization or mortality-to-years conversion. Models labelled Female and Male contain protein features; neither requires a sex covariate. Academic/non-commercial research use only; commercial use requires a separate license from the authors.",
"platform": [
"Olink Explore 3072"
],
"population": "adults",
"predicts": [
"mortality risk"
],
"reference_values": true,
"research_only": true,
"species": "Homo sapiens",
"tissue": [
"plasma"
],
"training_target": [
"mortality"
],
"unit": [
"log hazard"
],
"version": "0.5.5",
"year": 2025
}