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This repository provides all code used in Miras-Moreno et al. (2026), enabling reproducible identification and validation of metabolomic and proteomic signatures of cardiorespiratory fitness in UK Biobank. It supports analyses linking molecular pathways with mortality and noncommunicable disease risk.