DNA Methylation Age Clock Modeling

What it does

This project takes a narrower, more fixed research workflow and expands it into a reusable experimentation system for methylation-based age modeling. The emphasis is on making runs easier to configure, compare, audit, and reproduce.

Instead of a single hardcoded path, the tool is built to support repeatable experiments, cleaner outputs, and better separation between configuration, execution, and reporting.

Core stack

• Elastic-net modeling workflows
• CLI-driven execution
• Cross-validation and repeat-aware experiments
• External validation and structured reporting
• Metadata capture and run logging

What I built

• Multiple cross-validation modes for more flexible experimentation
• Improved metadata and logging for auditability
• Structured output handling and reporting improvements
• Better control over preprocessing, sample alignment, and run setup

Availability

This page summarizes the engineering work at a high level. The project is included here because it is a strong example of how I approach reproducible modeling work in research settings, even though the code itself is not publicly hosted.