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Unraveling the Trajectories from Health to Disease Onset Using Health Checkup Data
Satoshi Nagaie1, Satoshi Mizuno1, Soichi Ogishima1,2
1Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan.
Abstract:
Personalized prevention based on individual health data is vital in modern healthcare. We analyzed four years of checkup data from 96,093 individuals (20-74 years) to map transitions from healthy states to mibyo (pre-disease) and disease onset. Using dimensionality reduction and clustering, we identified 43 male and 33 female health status clusters, revealing distinct transition trajectories that inform targeted preventive strategies.
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