biological-age

Decoding biological age from face photographs using deep learning.

Scripts and modules for training and testing neural network for age prediction from the ECG. Companion code to the paper "Deep neural network-estimated electrocardiographic age as a mortality predictor".

This program analyzes methylation levels at six CpG sites in the genome of blood cells to produce a prediction of an individual's biological age, using different machine learning and deep learning models.

Open-source longevity sport platform with biological-age calculators, athlete profiles, and public leaderboards.

Code and machine learning models (FRIGHT and AFRAID) for predicting chronological age and lifespan from a 31-parameter murine frailty index. Schultz, Kane et al. (2020), Nature Communications.

Predict Biological Age based on Lab Sample Data

A multi-tissue transcriptional age calculator

Reference Swift implementation of SuperAge Fitness Age scoring for normalized Apple Health signals

HumanVector turns biological age from one number into a directional state space: controlled ECG perturbations, external transport, and a cross-scale evidence atlas.

24 epigenetic aging clocks (GrimAge V1/V2, Horvath, Hannum, PhenoAge, Ying, DunedinPoAm, DNAmTL…) as an installable, offline agent skill — pandas+numpy only.

Python package for calculating biological-age clocks (lin_age, lin_age_2).

biological ages R scripts.

Dynamic and Dataset Agnostic Biological Age Calculator (BACalc)

Benchmarking open-source PPG foundation models (Pulse-PPG, PaPaGei-S) for biological age prediction on clinical data

Web application for predicting biological age and lifespan in mice from frailty assessments using the FRIGHT and AFRAID models. Companion tool to Schultz, Kane et al. (2020),

[AAAI FSS 2024] Deep learning framework for biological age prediction from DNA methylation data with preprocessing, CpG feature selection, model training, evaluation, and visualization pipeline.

An R package of placental epigenetic clock to estimate aging by DNA-methylation-based gestational age

Sex-specific proteomic biological age modeling and disease-risk analysis using Olink proteomics.