Key Message
This study elucidates the distinct associations between obesity phenotypes and various hypertension stages and phenotypes. Furthermore, it reveals significant sex differences in the risk for hypertension stages, phenotypes, and transitions, providing essential insights for targeted interventions and personalized medicine.